Quo vadis artificial intelligence?

The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that human-created machines can do more than just labor-intensive work; they can develop human-like intelligence. Being aware or not, AI has penetrated int...

Full description

Saved in:
Bibliographic Details
Published inDiscover Artificial Intelligence Vol. 2; no. 1; pp. 1 - 19
Main Authors Jiang, Yuchen, Li, Xiang, Luo, Hao, Yin, Shen, Kaynak, Okyay
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 07.03.2022
Springer
Subjects
Artificial Intelligence
Computer Science
Engineering
Review
Online AccessGet full text

Cover

Abstract The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that human-created machines can do more than just labor-intensive work; they can develop human-like intelligence. Being aware or not, AI has penetrated into our daily lives, playing novel roles in industry, healthcare, transportation, education, and many more areas that are close to the general public. AI is believed to be one of the major drives to change socio-economical lives. In another aspect, AI contributes to the advancement of state-of-the-art technologies in many fields of study, as helpful tools for groundbreaking research. However, the prosperity of AI as we witness today was not established smoothly. During the past decades, AI has struggled through historical stages with several winters. Therefore, at this juncture, to enlighten future development, it is time to discuss the past, present, and have an outlook on AI. In this article, we will discuss from a historical perspective how challenges were faced on the path of revolution of both the AI tools and the AI systems. Especially, in addition to the technical development of AI in the short to mid-term, thoughts and insights are also presented regarding the symbiotic relationship of AI and humans in the long run.
AbstractList Abstract The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that human-created machines can do more than just labor-intensive work; they can develop human-like intelligence. Being aware or not, AI has penetrated into our daily lives, playing novel roles in industry, healthcare, transportation, education, and many more areas that are close to the general public. AI is believed to be one of the major drives to change socio-economical lives. In another aspect, AI contributes to the advancement of state-of-the-art technologies in many fields of study, as helpful tools for groundbreaking research. However, the prosperity of AI as we witness today was not established smoothly. During the past decades, AI has struggled through historical stages with several winters. Therefore, at this juncture, to enlighten future development, it is time to discuss the past, present, and have an outlook on AI. In this article, we will discuss from a historical perspective how challenges were faced on the path of revolution of both the AI tools and the AI systems. Especially, in addition to the technical development of AI in the short to mid-term, thoughts and insights are also presented regarding the symbiotic relationship of AI and humans in the long run.
The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that human-created machines can do more than just labor-intensive work; they can develop human-like intelligence. Being aware or not, AI has penetrated into our daily lives, playing novel roles in industry, healthcare, transportation, education, and many more areas that are close to the general public. AI is believed to be one of the major drives to change socio-economical lives. In another aspect, AI contributes to the advancement of state-of-the-art technologies in many fields of study, as helpful tools for groundbreaking research. However, the prosperity of AI as we witness today was not established smoothly. During the past decades, AI has struggled through historical stages with several winters. Therefore, at this juncture, to enlighten future development, it is time to discuss the past, present, and have an outlook on AI. In this article, we will discuss from a historical perspective how challenges were faced on the path of revolution of both the AI tools and the AI systems. Especially, in addition to the technical development of AI in the short to mid-term, thoughts and insights are also presented regarding the symbiotic relationship of AI and humans in the long run.
ArticleNumber 4
Author Yin, Shen
Kaynak, Okyay
Li, Xiang
Luo, Hao
Jiang, Yuchen
Author_xml – sequence: 1
  givenname: Yuchen
  surname: Jiang
  fullname: Jiang, Yuchen
  organization: Department of Control Science and Engineering, Harbin Institute of Technology
– sequence: 2
  givenname: Xiang
  surname: Li
  fullname: Li, Xiang
  organization: Department of Control Science and Engineering, Harbin Institute of Technology
– sequence: 3
  givenname: Hao
  surname: Luo
  fullname: Luo, Hao
  email: hao.luo@hit.edu.cn
  organization: Department of Control Science and Engineering, Harbin Institute of Technology
– sequence: 4
  givenname: Shen
  surname: Yin
  fullname: Yin, Shen
  organization: Department of Mechanical and Industrial Engineering, Faculty of Engineering, Norwegian University of Science and Technology
– sequence: 5
  givenname: Okyay
  surname: Kaynak
  fullname: Kaynak, Okyay
  organization: Department of Electrical and Electronics Engineering, Bogazici University
BookMark eNp9kE1LAzEQhoNUsNb-AU_F--rkY5vsSaT4USiIoOcwm2RLyppIshX89-52FcRDLzPDMM_L8JyTSYjBEXJJ4ZoCyJssBF3yAhgrAIaqTsiUSU4LUFBN_sxnZJ7zbjhSpeQVTMnVyz4uPtH6vMDU-cYbj-3Ch861rd-6YNztBTltsM1u_tNn5O3h_nX1VGyeH9eru01hBKOqsEwoU5dSgilNDaVAlEhB1kY1BiRDtEYZoLWhvFLIuGLSNrgEZq2oauAzsh5zbcSd_kj-HdOXjuj1YRHTVg8vmtZpayxzPQxScAENU1JWy1IBa3jN0bI-S41ZJsWck2u08R12PoYuoW81BT2o06M63UvTB3Va9Sj7h_6-chTiI5T747B1Se_iPoVe1zHqG0spgQs
CitedBy_id crossref_primary_10_1055_a_2182_6188
crossref_primary_10_1109_ACCESS_2024_3515215
crossref_primary_10_1177_09732586241281018
crossref_primary_10_24146_tk_1486759
crossref_primary_10_1016_j_teler_2024_100127
crossref_primary_10_1007_s44163_025_00228_6
crossref_primary_10_1016_j_teln_2025_01_019
crossref_primary_10_52836_sayistay_1554497
crossref_primary_10_3390_bioengineering10070862
crossref_primary_10_47156_jide_1587315
crossref_primary_10_1007_s12652_023_04610_z
crossref_primary_10_1088_1742_6596_2898_1_012046
crossref_primary_10_1177_00368504241266588
crossref_primary_10_56083_RCV5N1_012
crossref_primary_10_3390_bs14070612
crossref_primary_10_5294_pacla_2024_27_1_9
crossref_primary_10_54097_hset_v41i_6812
crossref_primary_10_1016_j_compbiomed_2023_107486
crossref_primary_10_51460_baebd_1578952
crossref_primary_10_3389_frma_2024_1456978
crossref_primary_10_1007_s44163_023_00088_y
crossref_primary_10_1038_s41598_024_71761_0
crossref_primary_10_1088_1361_6439_ad8205
crossref_primary_10_1109_TIM_2022_3190025
crossref_primary_10_21603_2542_1840_2023_7_3_267_280
crossref_primary_10_1007_s41060_024_00593_y
crossref_primary_10_1088_1742_6596_2858_1_012024
crossref_primary_10_53941_ijndi0201006
crossref_primary_10_1088_1742_6596_2858_1_012022
crossref_primary_10_1109_MS_2023_3346996
crossref_primary_10_30692_sisad_1311336
crossref_primary_10_3389_fspor_2024_1440652
crossref_primary_10_1007_s10489_024_05322_3
crossref_primary_10_12688_f1000research_144671_1
crossref_primary_10_3390_electronics13183762
crossref_primary_10_1007_s43681_024_00474_x
crossref_primary_10_12688_f1000research_144671_2
crossref_primary_10_3390_fi14120355
crossref_primary_10_1007_s44163_022_00038_0
crossref_primary_10_24310_crf_16_2_2024_19654
crossref_primary_10_1016_j_heliyon_2024_e25030
crossref_primary_10_3390_bdcc8100127
crossref_primary_10_3390_su162310337
crossref_primary_10_1016_j_measen_2024_101260
crossref_primary_10_3390_e25020388
crossref_primary_10_12688_f1000research_142411_2
crossref_primary_10_3390_electronics12183828
crossref_primary_10_1016_j_envc_2024_100976
crossref_primary_10_1088_1742_6596_2858_1_012011
crossref_primary_10_47909_ijsmc_101
crossref_primary_10_1108_SAJBS_04_2023_0102
crossref_primary_10_3389_fbrio_2024_1326958
crossref_primary_10_22148_001c_121866
crossref_primary_10_12688_f1000research_142411_1
crossref_primary_10_2139_ssrn_4603230
crossref_primary_10_47172_2965_730X_SDGsReview_v5_n03_pe03865
crossref_primary_10_1088_1742_6596_2428_1_012046
crossref_primary_10_1108_JARHE_11_2023_0514
crossref_primary_10_3390_su162310386
crossref_primary_10_1007_s00521_024_10582_8
crossref_primary_10_3390_bioengineering10091070
crossref_primary_10_25130_tjaes_20_65_1_8
crossref_primary_10_51803_yssr_1535749
crossref_primary_10_4467_23540214ZM_24_001_20567
crossref_primary_10_3390_app13020677
crossref_primary_10_1007_s00414_023_03140_9
crossref_primary_10_4995_redu_2024_21647
crossref_primary_10_1108_AJIM_12_2023_0562
crossref_primary_10_1365_s40702_024_01048_5
crossref_primary_10_3390_app122111095
crossref_primary_10_1007_s44163_022_00027_3
crossref_primary_10_1016_j_accinf_2024_100709
crossref_primary_10_61186_ist_202401_01_08
crossref_primary_10_1007_s44163_024_00118_3
crossref_primary_10_1088_1742_6596_2477_1_012078
crossref_primary_10_59534_jcss_1492948
crossref_primary_10_61186_ist_202401_01_07
crossref_primary_10_1016_j_knosys_2022_109278
crossref_primary_10_1088_1742_6596_2858_1_012006
crossref_primary_10_12681_cclabs_6441
crossref_primary_10_1016_j_neucom_2025_129645
crossref_primary_10_58620_fbujoss_1368922
crossref_primary_10_1088_1742_6596_2637_1_012026
crossref_primary_10_15869_itobiad_1517371
crossref_primary_10_22201_iisue_24486167e_2023_Especial_61692
crossref_primary_10_31123_akil_1538165
crossref_primary_10_1016_j_nbt_2023_06_002
crossref_primary_10_1088_1742_6596_2666_1_012023
crossref_primary_10_46932_sfjdv5n8_021
Cites_doi 10.1111/j.1749-6632.1984.tb16516.x
10.1098/rsta.2020.0363
10.1016/j.ress.2022.108357
10.1109/TMM.2012.2188783
10.1109/TNNLS.2021.3082304
10.1016/j.im.2019.103174
10.1007/s44163-021-00009-x
10.1016/j.compbiomed.2020.103792
10.1098/rsta.2020.0360
10.1098/rsta.2020.0364
10.1126/science.aav9436
10.1098/rsta.2020.0361
10.1109/QRS.2015.14
10.1038/s41578-018-0016-9
10.1109/TII.2021.3055397
10.1038/s41598-019-44645-x
10.48550/arXiv.1810.04805
10.1109/TAI.2021.3107807
10.1007/s44163-021-00006-0
10.48550/arXiv.2112.04193
10.1098/rsta.2020.0362
10.1007/978-3-319-44494-9
10.1016/j.addr.2021.05.015
10.1109/TSM.2011.2118775
10.2166/wst.2019.272
10.1016/j.neucom.2014.11.022
10.1109/ICDE.2016.7498266
10.1016/j.jprocont.2017.02.010
10.1038/nphoton.2017.93
10.1109/JPROC.2016.2574938
10.1023/A:1007662407062
10.1371/journal.pone.0206460
10.1147/rd.441.0206
10.1109/MPOT.2018.2824398
10.1109/TCBB.2018.2889102
10.1109/TIE.2017.2694391
10.1109/TIE.2020.2989708
10.1016/j.rser.2015.04.065
10.1109/TII.2014.2341934
10.1038/srep02627
10.1109/TIV.2016.2578706
10.1109/TII.2019.2951011
10.1201/9780429258985
10.1109/JPROC.2021.3060483
10.1073/pnas.1611835114
10.1109/MSMC.2018.2889502
10.1038/s41591-018-0300-7
10.1109/TCC.2018.2799219
10.7551/mitpress/1871.001.0001
10.1038/nature14539
10.17775/CSEEJPES.2018.00520
10.1109/TMI.2016.2538465
10.1109/TCYB.2013.2275945
10.1109/TBME.2014.2372011
10.1162/089976605774320557
10.1109/TII.2018.2881543
10.1109/RBME.2011.2172408
10.1002/rob.21918
10.1109/JSTSP.2019.2955022
10.1109/MIE.2019.2938025
10.1016/j.ifacol.2019.11.685
10.1038/nature24270
10.1109/TSM.2016.2628865
10.1109/TEVC.2005.856210
10.1109/TII.2020.2999323
10.1109/TII.2020.2993842
10.1109/LRA.2017.2656948
10.1016/j.compag.2018.08.001
10.1109/ACCESS.2018.2870052
10.1038/323533a0
10.1109/TCBB.2018.2841396
10.1109/JPROC.2015.2388958
10.1109/TIE.2014.2308133
10.1109/ICASSP.2013.6638947
10.1109/MSP.2012.2205597
10.1109/TCYB.2014.2378056
10.1016/j.rcim.2020.101998
10.1109/LRA.2019.2903261
10.1057/s41283-018-0039-y
10.1016/j.apenergy.2018.12.061
10.1109/TIE.2018.2860532
10.1038/s41551-018-0305-z
10.1126/science.aam6960
10.1109/MCOM.2017.1600238CM
10.1109/TBME.2014.2312397
10.1109/COMST.2015.2398816
10.1038/s41586-019-1138-y
10.1098/rsta.2020.0369
10.1016/j.bushor.2018.03.007
10.1109/TCST.2016.2579609
10.1109/TSMCA.2010.2041925
10.1016/0004-3702(93)90068-M
10.1038/s41586-019-1677-2
10.1109/TCDS.2018.2816744
10.1109/TSG.2017.2703842
10.1007/978-0-585-35958-8_1
10.1109/TNN.2008.2000082
10.1109/MIS.2008.20
10.1007/s11432-014-5209-2
10.1073/pnas.1508080112
10.3390/ijerph17093176
10.1073/pnas.1907375117
10.1109/TBCAS.2015.2392555
10.1109/72.774263
10.1016/j.rser.2019.04.021
10.1109/TSMC.2018.2884996
10.1109/TBME.2007.897815
10.1109/TETC.2013.2281204
10.1109/RBME.2020.2987975
10.1109/TII.2020.2987840
10.1016/j.jhydrol.2015.10.038
10.1109/THMS.2013.2279006
10.1109/OJIES.2020.3046044
10.1093/bioinformatics/btaa506
10.1109/TMI.2016.2548501
ContentType Journal Article
Copyright The Author(s) 2022
Copyright_xml – notice: The Author(s) 2022
DBID C6C
AAYXX
CITATION
DOA
DOI 10.1007/s44163-022-00022-8
DatabaseName Springer Nature OA Free Journals
CrossRef
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
DatabaseTitleList
CrossRef
Database_xml – sequence: 1
  dbid: C6C
  name: Springer Nature OA Free Journals
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: Directory of Open Access Journals (DOAJ)
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISSN 2731-0809
EndPage 19
ExternalDocumentID oai_doaj_org_article_dcd2edfa074340f2877965802f3b3ad2
10_1007_s44163_022_00022_8
GroupedDBID 0R~
8G5
AAJSJ
AAKKN
AAYZJ
ABEEZ
ABUWG
ACACY
ACULB
ACVER
AFGXO
AFKRA
ALMA_UNASSIGNED_HOLDINGS
ARCSS
AZQEC
BENPR
C24
C6C
CCPQU
DWQXO
EBLON
EBS
GNUQQ
GROUPED_DOAJ
GUQSH
IAO
ITC
M2O
M~E
OK1
PIMPY
RSV
SOJ
AASML
AAYXX
CITATION
ICD
PHGZM
PHGZT
PUEGO
ID FETCH-LOGICAL-c4218-d248cb5770c5cb054aa7a107bc8fc072aadc8c01bc1398a23827dfa602dd49b03
IEDL.DBID C24
ISSN 2731-0809
IngestDate Wed Aug 27 01:16:24 EDT 2025
Tue Jul 01 00:20:20 EDT 2025
Thu Apr 24 23:11:21 EDT 2025
Fri Feb 21 02:47:34 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c4218-d248cb5770c5cb054aa7a107bc8fc072aadc8c01bc1398a23827dfa602dd49b03
OpenAccessLink https://link.springer.com/10.1007/s44163-022-00022-8
PageCount 19
ParticipantIDs doaj_primary_oai_doaj_org_article_dcd2edfa074340f2877965802f3b3ad2
crossref_citationtrail_10_1007_s44163_022_00022_8
crossref_primary_10_1007_s44163_022_00022_8
springer_journals_10_1007_s44163_022_00022_8
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20220307
PublicationDateYYYYMMDD 2022-03-07
PublicationDate_xml – month: 3
  year: 2022
  text: 20220307
  day: 7
PublicationDecade 2020
PublicationPlace Cham
PublicationPlace_xml – name: Cham
PublicationTitle Discover Artificial Intelligence
PublicationTitleAbbrev Discov Artif Intell
PublicationYear 2022
Publisher Springer International Publishing
Springer
Publisher_xml – name: Springer International Publishing
– name: Springer
References Raza, Khosravi (CR15) 2015; 50
Patrício, Rieder (CR39) 2018; 153
Bashivan, Kar, Dicarlo (CR97) 2019
Shum, Ho (CR75) 2013; 43
Graves, Mohamed, Hinton (CR5) 2013
Zhang, Zhang (CR19) 1999; 10
He, Mendis, Wei (CR67) 2017; 8
Liu, Barr, Reinitz (CR128) 2020; 36
Palagi, Fischer (CR11) 2018
Athalye, Engstrom, Ilyas, Kwok (CR138) 2018
Sun (CR48) 2019; 15
Liu (CR110) 2015; 62
Jarrahi (CR71) 2018; 61
Rosen, Fischer, Boschert (CR88) 2019; 52
Li, Zhang, Lan, Tan (CR74) 2016
Liu, Li, Tang, Wu, Gaudiot (CR116) 2017
Wang (CR90) 2020; 6
Liu, Deng, Choo, Yang (CR113) 2020; 8
Zhang, Jiang (CR140) 2022; 221
Abbass, Petraki, Hussein, McCall, Elsawah (CR80) 2021; 379
Jiang, Yin, Kaynak (CR121) 2020; 17
Bau, Zhu, Strobelt, Lapedriza, Zhou, Torralba (CR49) 2020; 117
Rumelhart, Hinton, Williams (CR36) 1986; 323
Yuan, Ge, Huang, Song (CR134) 2017; 25
Hinton, Deng, Yu, Dahl (CR4) 2012; 29
Mundher, El-Shafie, Jaafar (CR40) 2015; 530
Nair, Fanta, Haugen, Ratnaweera (CR123) 2019; 80
Nagel, Spüler (CR92) 2019
Adadi, Berrada (CR137) 2018; 6
Wang, Yin, Kaynak (CR132) 2014; 10
Vijaykumar, Dsouza, Schaal (CR135) 2005; 17
Javed, Gouriveau, Zerhouni (CR59) 2015; 45
McCarthy, Minsky, Rochester, Shannon (CR2) 1995
Lu, Hong (CR14) 2019; 236
Haider, de la Fuente, Luz (CR111) 2020; 14
Paden, Čáp, Yong, Yershov, Frazzoli (CR117) 2016; 1
McCarthy (CR31) 1984
Li, Jiang, Rodriguez-Andina, Luo, Yin, Kaynak (CR46) 2021
McCorduck, Cfe (CR33) 2004
Stone, Brooks, Brynjolfsson (CR68) 2016
Doshi-Velez, Kim (CR126) 2017
Zhang, Han, Deng (CR37) 2018; 4
Li, Jiang, Yin (CR106) 2020; 17
Jiang, Yin, Kaynak (CR58) 2021; 2
Szegedy, Zaremba, Sutskever, Bruna, Erhan, Goodfellow, Fergus (CR62) 2013
Stanley, Bryant, Miikkulainen (CR76) 2005; 9
Matignon, Laurent, Le Fort-Piat (CR64) 2007; 2007
Zhou (CR35) 2016
Rahwan, Cebrian, Obradovich (CR78) 2019; 568
Jiang, Yin, Li, Luo, Kaynak (CR83) 2021; 379
Ren, Yang (CR129) 2021
Liu, Li, Tang, Shuang, Gaudiot (CR73) 2020; 8
Seeber, Bittner (CR104) 2020
Schalk, Leuthardt (CR89) 2011; 4
Kaynak (CR1) 2021; 1
Hendler (CR27) 2008; 23
Wang (CR77) 2021; 379
Sutskever, Vinyals, Le (CR9) 2014
Kuriscak, Marsalek, Stroffek, Toth (CR20) 2015; 152
Ren, Zhang, Zhang (CR130) 2020; 16
Pereira, Pinto, Alves, Silva (CR108) 2016; 35
Li, Tao, Wang, Li, Niu, Yue, Li (CR127) 2021
Yin, Kaynak (CR42) 2015; 103
Zhao, Li, Zhang, Zhang (CR79) 2019; 109
Devlin, Chang, Lee, Toutanova (CR8) 2018
Banerjee, Pal (CR65) 2018; 10
Grigorescu, Trasnea (CR13) 2019; 37
Russell, Norvig (CR142) 2010
Saracco, Grise, Martinez (CR115) 2021; 379
Chen, Wang, Nakanishi (CR91) 2015
Alireza, Biao (CR122) 2017; 53
Yu, Beam, Kohane (CR16) 2018; 2
Flammini (CR82) 2021; 379
Menouar, Guvenc, Akkaya (CR12) 2017; 55
Liu, Li, Jiang, Luo, Gao, Yin (CR107) 2021
Yin, Rodriguez, Jiang (CR119) 2019; 13
Bragazzi, Dai, Damiani (CR85) 2020; 17
Jones (CR28) 1994
Freund, Schapire (CR22) 2000; 37
Yang, Lo, Xia, Zhang, Sun (CR66) 2015
Edwards (CR32) 1996
Zaman, Reaz, Ali (CR45) 2021
Biane, Delaplace (CR114) 2019; 16
Moravcik, Schmid (CR53) 2017; 356
Yuan, He (CR96) 2014; 61
Rawat, Bajracharya (CR118) 2017
CR3
Johnson (CR54) 2013; 3
Chen (CR131) 2021; 68
Newell, Shaw, Simon (CR24) 1959; 256
Yin, Li, Gao, Kaynak (CR43) 2014; 62
He, Zhang, Ren, Sun (CR7) 2016
Chuquicusma, Hussein, Burt, Bagci (CR72) 2018
Fortuin, Hüser, Locatello, Strathmann, Rätsch (CR136) 2019
CR124
Oke (CR26) 2008; 19
Munir, Stankovic, Liang, Lin (CR99) 2014; 2
Silver, Schrittwieser, Simonyan (CR55) 2017; 550
Samek, Montavon, Lapuschkin (CR125) 2021; 109
Kurzweil (CR144) 2005
Chollet (CR6) 2017
Meidan, Lerner, Rabinowitz, Hassoun (CR47) 2011; 24
Zhang, Jiang, Li (CR120) 2022
Shen, Harris, Skirlo (CR44) 2017; 11
Nunes, Zhang, Sá Silva (CR98) 2015; 17
Jaksic, Marinc (CR18) 2017; 21
Zhang, Su, Qing, Xu, Cai, Xing (CR63) 2021; 51
Me, Mc, Fkhg (CR17) 2021
Li, Jiang, Liu, Liu, Luo, Yin (CR139) 2021
James (CR81) 2017; 114
Shi (CR87) 2021; 14
Krizhevsky, Sutskever, Hinton (CR52) 2012
Maharbiz, Muller, Alon, Rabaey, Carmena (CR95) 2017; 105
Dittrich, Clausmeyer (CR84) 2019
Ning, Liu (CR70) 2015; 58
To, Mt, Eay (CR86) 2020
Givigi, Jardine (CR38) 2018; 37
Muller-Putz, Pfurtscheller (CR93) 2008; 55
Chiang, Wu, Perng, Wu, Lee (CR101) 2010; 40
Sartoretti (CR103) 2019; 4
Jones, Snider, Nassehi, Yon, Hicks (CR50) 2019; 544
Roy, Jaiswal, Panda (CR56) 2019; 575
Marvin, Seymour (CR29) 1969
Thatte, Duan, Geyer (CR100) 2017; 2
Samuel (CR21) 2000; 44
Skripcak, Tanuska, Konrad, Schmeisser (CR57) 2013; 43
Mohri, Afshin, Ameet (CR34) 2018
Aizpurua, McArthur, Stewart, Lambert, Cross, Catterson (CR60) 2019; 66
Topol (CR105) 2019; 25
Hay, Martin, Wightman (CR23) 1960; 48
Alippi, Roveri (CR133) 2008; 19
LeCun, Bengio, Hinton (CR41) 2015; 521
Lindsay, Buchanan, Feigenbaum, Lederberg (CR25) 1993; 61
Li, Liu, Huang, Peng, Pu, Ding (CR102) 2017; 64
Yeh, Lin, Chung, Wang (CR51) 2012
Urban (CR112) 2019; 16
Lee, Kim, Kim (CR61) 2017; 30
Chen, Guo (CR141) 2021; 17
Moeskops, Viergever, Mendrik, de Vries, Benders, Išgum (CR109) 2016; 35
McDermid, Jia, Porter, Habl (CR143) 2021; 379
Liu, Zhang, Subei, Richardson, Lucas, Van der Spiegel (CR94) 2015; 9
Khan, Waseem (CR69) 2018; 13
Lighthill (CR30) 1973
Gualtieri, Rauch, Vidoni (CR10) 2021; 67
M Khan (22_CR69) 2018; 13
S Liu (22_CR73) 2020; 8
J Zhang (22_CR120) 2022
F Alireza (22_CR122) 2017; 53
P Stone (22_CR68) 2016
D Silver (22_CR55) 2017; 550
S Vijaykumar (22_CR135) 2005; 17
Y Li (22_CR74) 2016
JI Aizpurua (22_CR60) 2019; 66
A Athalye (22_CR138) 2018
H Menouar (22_CR12) 2017; 55
A Newell (22_CR24) 1959; 256
S Givigi (22_CR38) 2018; 37
C Alippi (22_CR133) 2008; 19
Y Jiang (22_CR121) 2020; 17
F Chollet (22_CR6) 2017
X Liu (22_CR113) 2020; 8
J McCarthy (22_CR31) 1984
EJ Topol (22_CR105) 2019; 25
O Kaynak (22_CR1) 2021; 1
S Liu (22_CR116) 2017
22_CR3
G Sartoretti (22_CR103) 2019; 4
Z Li (22_CR102) 2017; 64
Z Zhou (22_CR35) 2016
E Kuriscak (22_CR20) 2015; 152
X Li (22_CR106) 2020; 17
M Marvin (22_CR29) 1969
Y Wang (22_CR77) 2021; 379
W Samek (22_CR125) 2021; 109
X Chen (22_CR91) 2015
Y Freund (22_CR22) 2000; 37
C Biane (22_CR114) 2019; 16
Z Li (22_CR127) 2021
T Zhang (22_CR63) 2021; 51
Z Mundher (22_CR40) 2015; 530
G Hinton (22_CR4) 2012; 29
J Hendler (22_CR27) 2008; 23
NL Bragazzi (22_CR85) 2020; 17
D Bau (22_CR49) 2020; 117
S Palagi (22_CR11) 2018
T Skripcak (22_CR57) 2013; 43
R Rosen (22_CR88) 2019; 52
DI Patrício (22_CR39) 2018; 153
Y Wang (22_CR90) 2020; 6
AL Samuel (22_CR21) 2000; 44
JC Hay (22_CR23) 1960; 48
N Johnson (22_CR54) 2013; 3
H Ning (22_CR70) 2015; 58
Y Shen (22_CR44) 2017; 11
PN Edwards (22_CR32) 1996
GR Muller-Putz (22_CR93) 2008; 55
22_CR124
X Liu (22_CR94) 2015; 9
RK Lindsay (22_CR25) 1993; 61
MH Jarrahi (22_CR71) 2018; 61
BSM Dittrich (22_CR84) 2019
SJ Russell (22_CR142) 2010
A Graves (22_CR5) 2013
KS Jones (22_CR28) 1994
J Zhang (22_CR140) 2022; 221
P McCorduck (22_CR33) 2004
C Sun (22_CR48) 2019; 15
JA McDermid (22_CR143) 2021; 379
Y Jiang (22_CR58) 2021; 2
S Pereira (22_CR108) 2016; 35
H Yuan (22_CR96) 2014; 61
D Jones (22_CR50) 2019; 544
A Adadi (22_CR137) 2018; 6
X Yuan (22_CR134) 2017; 25
F Haider (22_CR111) 2020; 14
MM Maharbiz (22_CR95) 2017; 105
C Szegedy (22_CR62) 2013
P Bashivan (22_CR97) 2019
L Zhang (22_CR19) 1999; 10
MJ Chuquicusma (22_CR72) 2018
H Shum (22_CR75) 2013; 43
DB Rawat (22_CR118) 2017
S Yin (22_CR43) 2014; 62
Y Liu (22_CR128) 2020; 36
H Abbass (22_CR80) 2021; 379
K James (22_CR81) 2017; 114
S Yin (22_CR119) 2019; 13
X Yang (22_CR66) 2015
Z Ren (22_CR129) 2021
Y-R Yeh (22_CR51) 2012
G Schalk (22_CR89) 2011; 4
S Liu (22_CR107) 2021
R Kurzweil (22_CR144) 2005
D Zhang (22_CR37) 2018; 4
R Saracco (22_CR115) 2021; 379
F Shi (22_CR87) 2021; 14
Y He (22_CR67) 2017; 8
L Gualtieri (22_CR10) 2021; 67
I Rahwan (22_CR78) 2019; 568
J Lighthill (22_CR30) 1973
D Rumelhart (22_CR36) 1986; 323
L Matignon (22_CR64) 2007; 2007
J McCarthy (22_CR2) 1995
SA Oke (22_CR26) 2008; 19
R Lu (22_CR14) 2019; 236
Y Meidan (22_CR47) 2011; 24
P Moeskops (22_CR109) 2016; 35
B Paden (22_CR117) 2016; 1
X Li (22_CR139) 2021
K Javed (22_CR59) 2015; 45
AM Nair (22_CR123) 2019; 80
S Nagel (22_CR92) 2019
S Yin (22_CR42) 2015; 103
G Wang (22_CR132) 2014; 10
KH Yu (22_CR16) 2018; 2
I Seeber (22_CR104) 2020
Z Ren (22_CR130) 2020; 16
Z Chen (22_CR131) 2021; 68
S Munir (22_CR99) 2014; 2
G Urban (22_CR112) 2019; 16
H Lee (22_CR61) 2017; 30
Z Chen (22_CR141) 2021; 17
Y Jiang (22_CR83) 2021; 379
V Fortuin (22_CR136) 2019
Y LeCun (22_CR41) 2015; 521
KO Stanley (22_CR76) 2005; 9
A To (22_CR86) 2020
J Devlin (22_CR8) 2018
M Jaksic (22_CR18) 2017; 21
K He (22_CR7) 2016
A Me (22_CR17) 2021
Y Zhao (22_CR79) 2019; 109
I Sutskever (22_CR9) 2014
MQ Raza (22_CR15) 2015; 50
M Moravcik (22_CR53) 2017; 356
DS Nunes (22_CR98) 2015; 17
X Li (22_CR46) 2021
N Thatte (22_CR100) 2017; 2
S Grigorescu (22_CR13) 2019; 37
F Doshi-Velez (22_CR126) 2017
H-H Chiang (22_CR101) 2010; 40
A Krizhevsky (22_CR52) 2012
S Liu (22_CR110) 2015; 62
M Mohri (22_CR34) 2018
R Banerjee (22_CR65) 2018; 10
F Flammini (22_CR82) 2021; 379
K Roy (22_CR56) 2019; 575
KS Zaman (22_CR45) 2021
References_xml – volume: 51
  start-page: 1004
  issue: 2
  year: 2021
  end-page: 1014
  ident: CR63
  article-title: Hierarchical lifelong learning by sharing representations and integrating hypothesis
  publication-title: IEEE Transact Syst Man Cybern Syst
– volume: 10
  start-page: 726
  issue: 3
  year: 2018
  end-page: 737
  ident: CR65
  article-title: Data-structures for multisensory information processing in an embodied machine-mind
  publication-title: IEEE Transact Cogn Dev Syst
– volume: 2
  start-page: 448
  issue: 4
  year: 2014
  end-page: 460
  ident: CR99
  article-title: Reducing energy waste for computers by human-in-the-loop control
  publication-title: IEEE Trans Emerg Topics Comput
– volume: 24
  start-page: 237
  issue: 2
  year: 2011
  end-page: 248
  ident: CR47
  article-title: Cycle-time key factor identification and prediction in semiconductor manufacturing using machine learning and data mining
  publication-title: IEEE Trans Semicond Manuf
– volume: 379
  start-page: 20200369
  year: 2021
  ident: CR82
  article-title: Digital twins as run-time predictive models for the resilience of cyber-physical systems: a conceptual framework
  publication-title: Phil Trans R Soc A
– year: 1996
  ident: CR32
  publication-title: The closed world: computers and the politics of discourse in Cold War America
– volume: 55
  start-page: 22
  issue: 3
  year: 2017
  end-page: 28
  ident: CR12
  article-title: UAV-enabled intelligent transportation systems for the smart city: applications and challenges
  publication-title: IEEE Commun Mag
– start-page: 284
  year: 2018
  end-page: 293
  ident: CR138
  article-title: Synthesizing robust adversarial examples
  publication-title: International conference on machine learning
– volume: 53
  start-page: 15
  year: 2017
  end-page: 25
  ident: CR122
  article-title: Kalman filtering approach to multi-rate information fusion in the presence of irregular sampling rate and variable measurement delay
  publication-title: J Process Contr
– volume: 109
  start-page: 247
  issue: 3
  year: 2021
  end-page: 278
  ident: CR125
  article-title: Explaining deep neural networks and beyond: a review of methods and applications
  publication-title: Proc IEEE
– year: 2021
  ident: CR127
  article-title: Interpreting the latent space of GANs via measuring decoupling
  publication-title: IEEE transactions on artificial intelligence
– year: 2013
  ident: CR62
– volume: 58
  start-page: 1
  year: 2015
  end-page: 19
  ident: CR70
  article-title: Cyber-physical-social-thinking space based science and technology framework for the Internet of Things
  publication-title: Sci China Inf Sci
– year: 1984
  ident: CR31
  article-title: Some expert systems need common sense
  publication-title: Ann NY Acad Sci
  doi: 10.1111/j.1749-6632.1984.tb16516.x
– volume: 379
  start-page: 20200363
  year: 2021
  ident: CR143
  article-title: Artificial intelligence explainability: the technical and ethical dimensions
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0363
– year: 2019
  ident: CR136
  publication-title: SOM-VAE: interpretable discrete representation learning on time series
– start-page: 770
  year: 2016
  end-page: 778
  ident: CR7
  article-title: Deep residual learning for image recognition
  publication-title: Proceedings of the IEEE conference on computer vision and pattern recognition
– volume: 14
  start-page: 272
  issue: 2
  year: 2020
  end-page: 281
  ident: CR111
  article-title: An assessment of paralinguistic acoustic features for detection of Alzheimer’s dementia in spontaneous speech
  publication-title: IEEE J Sel Top Signal Process
– year: 2010
  ident: CR142
  publication-title: artificial intelligence: a modern approach
– volume: 43
  start-page: 437
  issue: 5
  year: 2013
  end-page: 450
  ident: CR57
  article-title: Toward nonconventional human–machine interfaces for supervisory plant process monitoring
  publication-title: IEEE Trans Human-Mach Syst
– year: 2022
  ident: CR120
  article-title: An adaptive remaining useful life prediction approach for single battery with unlabelled small sample data and parameter uncertainty
  publication-title: Reliab Eng Syst Saf
  doi: 10.1016/j.ress.2022.108357
– volume: 66
  start-page: 4726
  issue: 6
  year: 2019
  end-page: 4737
  ident: CR60
  article-title: Adaptive power transformer lifetime predictions through machine learning and uncertainty modeling in nuclear power plants
  publication-title: IEEE Trans Ind Electron
– year: 2012
  ident: CR51
  article-title: A novel multiple kernel learning framework for heterogeneous feature fusion and variable selection
  publication-title: IEEE Trans Multimed
  doi: 10.1109/TMM.2012.2188783
– volume: 4
  start-page: 2378
  issue: 3
  year: 2019
  end-page: 2385
  ident: CR103
  article-title: PRIMAL: pathfinding via reinforcement and imitation multi-agent learning
  publication-title: IEEE Robot Autom Lett
– volume: 17
  start-page: 2602
  issue: 12
  year: 2005
  end-page: 2634
  ident: CR135
  article-title: Incremental online learning in high dimensions
  publication-title: Neural Comput
– volume: 44
  start-page: 206
  issue: 1.2
  year: 2000
  end-page: 226
  ident: CR21
  article-title: Some studies in machine learning using the game of checkers
  publication-title: IBM J Res Dev
– year: 1973
  ident: CR30
  article-title: Artificial intelligence: a general survey
  publication-title: Artificial Intelligence: a paper symposium
– year: 2016
  ident: CR35
  publication-title: Machine learning (In Chinese)
– volume: 64
  start-page: 8013
  issue: 10
  year: 2017
  end-page: 8022
  ident: CR102
  article-title: Adaptive impedance control of human-robot cooperation using reinforcement learning
  publication-title: IEEE Trans Industr Electron
– year: 2005
  ident: CR144
  publication-title: The singularity is near: when humans transcend biology
– year: 2021
  ident: CR45
  article-title: Custom hardware architectures for deep learning on portable devices: a review
  publication-title: IEEE Transact Neural Networks Learn Syst
  doi: 10.1109/TNNLS.2021.3082304
– volume: 29
  start-page: 82
  issue: 6
  year: 2012
  end-page: 97
  ident: CR4
  article-title: Deep neural networks for acoustic modeling in speech recognition: the shared views of four research groups
  publication-title: IEEE Signal Process Mag
– volume: 236
  start-page: 937
  year: 2019
  end-page: 949
  ident: CR14
  article-title: Incentive-based demand response for smart grid with reinforcement learning and deep neural network
  publication-title: Appl Energy
– year: 2004
  ident: CR33
  publication-title: Machines who think: a personal inquiry into the history and prospects of artificial intelligence
– volume: 2
  start-page: 993
  issue: 2
  year: 2017
  end-page: 1000
  ident: CR100
  article-title: A sample- efficient black-box optimizer to train policies for human-in-the-loop systems with user preferences
  publication-title: IEEE Rob Autom Lett
– volume: 17
  start-page: 3176
  issue: 9
  year: 2020
  ident: CR85
  article-title: How big data and artificial intelligence can help better manage the COVID-19 pandemic
  publication-title: Int J Environ Res Public Health
– volume: 62
  start-page: 657
  issue: 1
  year: 2014
  end-page: 667
  ident: CR43
  article-title: Data-based techniques focused on modern industry: an overview
  publication-title: IEEE Trans Industr Electron
– year: 2020
  ident: CR104
  article-title: Machines as teammates: a research agenda on AI in team collaboration
  publication-title: Inf Manag
  doi: 10.1016/j.im.2019.103174
– volume: 36
  start-page: i499
  issue: 1
  year: 2020
  end-page: i507
  ident: CR128
  article-title: Fully interpretable deep learning model of transcriptional control
  publication-title: Bioinformatics
– year: 2016
  ident: CR68
  publication-title: Artificial Intelligence and Life in 2030. One hundred year study on artificial intelligence: report of the 2015–2016 study panel
– volume: 16
  start-page: 5042
  issue: 8
  year: 2020
  end-page: 5052
  ident: CR130
  article-title: A deep nonnegative matrix factorization approach via autoencoder for nonlinear fault detection
  publication-title: IEEE Trans Industr Inf
– volume: 221
  start-page: 1
  issue: 108297
  year: 2022
  end-page: 10
  ident: CR140
  article-title: Prediction of remaining useful life based on bidirectional gated recurrent unit with temporal self-attention mechanism
  publication-title: Reliab Eng Syst Saf
– volume: 25
  start-page: 1124
  issue: 3
  year: 2017
  end-page: 1132
  ident: CR134
  article-title: A probabilistic just-in-time learning framework for soft sensor development with missing data
  publication-title: IEEE Trans Control Syst Technol
– volume: 16
  start-page: 1574
  issue: 5
  year: 2019
  end-page: 1585
  ident: CR114
  article-title: Causal reasoning on boolean control networks based on abduction: theory and application to cancer drug discovery
  publication-title: IEEE ACM Transact Comput Biol Bioinform
– start-page: 1106
  year: 2012
  end-page: 1114
  ident: CR52
  publication-title: “ImageNet classification with deep convolutional neural networks
– volume: 1
  start-page: 1
  year: 2021
  ident: CR1
  article-title: The golden age of Artificial Intelligence
  publication-title: Discov Artif Intell
  doi: 10.1007/s44163-021-00009-x
– volume: 105
  start-page: 73
  issue: 1
  year: 2017
  end-page: 82
  ident: CR95
  article-title: Reliable next-generation cortical interfaces for chronic brain-machine interfaces and neuroscience
  publication-title: Proc IEEE
– year: 2020
  ident: CR86
  article-title: Automated detection of COVID-19 cases using deep neural networks with X-ray images
  publication-title: Comput Biol Med
  doi: 10.1016/j.compbiomed.2020.103792
– year: 2017
  ident: CR116
  publication-title: Creating autonomous vehicle systems
– volume: 379
  start-page: 20200360
  year: 2021
  ident: CR83
  article-title: Industrial applications of digital twins
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0360
– volume: 37
  start-page: 277
  issue: 3
  year: 2000
  end-page: 296
  ident: CR22
  article-title: Large margin classification using the perceptron algorithm
  publication-title: Mach Learn
– volume: 14
  start-page: 4
  year: 2021
  end-page: 15
  ident: CR87
  article-title: Review of artificial intelligence techniques in imaging data acquisition, segmentation, and diagnosis for COVID-19
  publication-title: IEEE Rev Biomed Eng
– start-page: 505
  year: 2016
  end-page: 516
  ident: CR74
  article-title: Context-aware advertisement recommendation for high-speed social news feeding
  publication-title: 2016 IEEE 32nd International Conference on Data Engineering (ICDE)
– volume: 152
  start-page: 27
  year: 2015
  end-page: 35
  ident: CR20
  article-title: Biological context of Hebb learning in artificial neural networks, a review
  publication-title: Neurocomputing
– volume: 35
  start-page: 1252
  issue: 5
  year: 2016
  end-page: 1261
  ident: CR109
  article-title: Automatic segmentation of MR brain images with a convolutional neural network
  publication-title: IEEE Trans Med Imaging
– year: 2017
  ident: CR126
– volume: 379
  start-page: 20200364
  year: 2021
  ident: CR80
  article-title: A model of symbiomemesis: machine education and communication as pillars for human-autonomy symbiosis
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0364
– volume: 19
  start-page: 535
  issue: 4
  year: 2008
  end-page: 570
  ident: CR26
  article-title: A literature review on artificial intelligence
  publication-title: Int J Inf Manage Sci
– volume: 9
  start-page: 653
  issue: 6
  year: 2005
  end-page: 668
  ident: CR76
  article-title: Real-time neuroevolution in the NERO video game
  publication-title: IEEE Trans Evol Comput
– ident: CR3
– volume: 530
  start-page: 829
  year: 2015
  end-page: 844
  ident: CR40
  article-title: Artificial intelligence-based models for stream-flow forecasting: 2000–2015
  publication-title: J Hydrol
– year: 2019
  ident: CR97
  article-title: Neural population control via deep image synthesis
  publication-title: Science
  doi: 10.1126/science.aav9436
– volume: 19
  start-page: 1145
  issue: 7
  year: 2008
  end-page: 1153
  ident: CR133
  article-title: Just-in-time adaptive classifiers—part i: detecting nonstationary changes
  publication-title: IEEE Trans Neural Networks
– volume: 48
  start-page: 398
  issue: 3
  year: 1960
  end-page: 399
  ident: CR23
  article-title: The mark-1 perceptron-design and performance
  publication-title: Proc Inst Radio Eng
– volume: 6
  start-page: 6
  issue: 1
  year: 2020
  end-page: 13
  ident: CR90
  article-title: Brain-inspired systems: a transdisciplinary exploration on cognitive cybernetics, humanity, and systems science toward autonomous artificial intelligence
  publication-title: IEEE Syst Man Cybern Mag
– volume: 61
  start-page: 209
  issue: 2
  year: 1993
  end-page: 261
  ident: CR25
  article-title: DENDRAL: a case study of the first expert system for scientific hypothesis formation
  publication-title: Artif Intell
– volume: 323
  start-page: 533
  year: 1986
  end-page: 536
  ident: CR36
  article-title: Learning representations by back-propagating errors
  publication-title: Nature
– volume: 8
  start-page: 610
  issue: 2
  year: 2020
  end-page: 622
  ident: CR113
  article-title: Privacy-preserving outsourced support vector machine design for secure drug discovery
  publication-title: IEEE Transact Cloud Comput
– volume: 379
  start-page: 20200361
  year: 2021
  ident: CR115
  article-title: The winding path towards drug symbiotic autonomous systems
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0361
– start-page: 3
  year: 2019
  end-page: 11
  ident: CR84
  publication-title: Shifting value stream patterns along the product lifecycle with digital twins
– start-page: 3104
  year: 2014
  end-page: 3112
  ident: CR9
  article-title: Sequence to sequence learning with neural networks
  publication-title: Advances in neural information processing systems
– volume: 10
  start-page: 2016
  issue: 4
  year: 2014
  end-page: 2023
  ident: CR132
  article-title: An LWPR-based data-driven fault detection approach for nonlinear process monitoring
  publication-title: IEEE Trans Industr Inf
– volume: 16
  start-page: 1029
  issue: 3
  year: 2019
  end-page: 1035
  ident: CR112
  article-title: Deep learning for drug discovery and cancer research: automated analysis of vascularization images
  publication-title: IEEE ACM Transact Comput Biol Bioinform
– volume: 9
  start-page: 248
  issue: 2
  year: 2015
  end-page: 258
  ident: CR94
  article-title: The PennBMBI: design of a general-purpose wireless brain-machine-brain interface system
  publication-title: IEEE Trans Biomed Circuits Syst
– volume: 25
  start-page: 44
  year: 2019
  end-page: 56
  ident: CR105
  article-title: High-performance medicine: the convergence of human and artificial intelligence
  publication-title: Nat Med
– volume: 17
  start-page: 1449
  issue: 2
  year: 2020
  end-page: 1458
  ident: CR121
  article-title: Optimized design of parity relation based residual generator for fault detection: data-driven approaches
  publication-title: IEEE Trans Industr Inf
– volume: 68
  start-page: 5259
  issue: 6
  year: 2021
  end-page: 5270
  ident: CR131
  article-title: A just-in-time-learning-aided canonical correlation analysis method for multimode process monitoring and fault detection
  publication-title: IEEE Trans Industr Electron
– volume: 17
  start-page: 944
  issue: 2
  year: 2015
  end-page: 965
  ident: CR98
  article-title: A survey on human-in-the-loop applications towards an internet of all
  publication-title: IEEE Commun Surv Tutorials
– volume: 52
  start-page: 265
  issue: 15
  year: 2019
  end-page: 270
  ident: CR88
  article-title: Next generation digital twin: an ecosystem for mechatronic systems?
  publication-title: IFAC PapersOnLine
– volume: 568
  start-page: 477
  year: 2019
  end-page: 486
  ident: CR78
  article-title: Machine behaviour
  publication-title: Nature
– volume: 8
  start-page: 2505
  issue: 5
  year: 2017
  end-page: 2516
  ident: CR67
  article-title: Real-time detection of false data injection attacks in smart grid: a deep learning-based intelligent mechanism
  publication-title: IEEE Transact Smart Grid
– volume: 15
  start-page: 2416
  issue: 4
  year: 2019
  end-page: 2425
  ident: CR48
  article-title: Deep transfer learning based on sparse autoencoder for remaining useful life prediction of tool in manufacturing
  publication-title: IEEE Trans Ind Informat
– year: 2015
  ident: CR66
  article-title: Deep learning for just-in-time defect prediction
  publication-title: IEEE Int Conf Softw Qual Reliab Secur
  doi: 10.1109/QRS.2015.14
– start-page: 240
  year: 2018
  end-page: 244
  ident: CR72
  publication-title: How to fool radiologists with generative adversarial networks? A visual turing test for lung cancer diagnosis
– volume: 2
  start-page: 21
  year: 2021
  end-page: 35
  ident: CR58
  article-title: Performance supervised plant-wide process monitoring in industry 4.0: a roadmap
  publication-title: IEEE Open J Ind Electron Soc
– volume: 80
  start-page: 317
  issue: 2
  year: 2019
  end-page: 328
  ident: CR123
  article-title: Implementing an extended kalman filter for estimating nutrient composition in a sequential batch MBBR pilot plant
  publication-title: Water Sci Technol
– volume: 3
  start-page: 2627
  year: 2013
  ident: CR54
  article-title: Abrupt rise of new machine ecology beyond human response time
  publication-title: Sci Rep
– volume: 1
  start-page: 33
  issue: 1
  year: 2016
  end-page: 55
  ident: CR117
  article-title: A survey of motion planning and control techniques for self-driving urban vehicles
  publication-title: IEEE Transact Intell Veh
– year: 2018
  ident: CR11
  article-title: Bioinspired microrobots
  publication-title: Nat Rev Mater
  doi: 10.1038/s41578-018-0016-9
– volume: 153
  start-page: 69
  year: 2018
  end-page: 81
  ident: CR39
  article-title: Computer vision and artificial intelligence in precision agriculture for grain crops: a systematic review
  publication-title: Comput Electron Agric
– volume: 544
  start-page: 1
  year: 2019
  end-page: 17
  ident: CR50
  article-title: Characterising the digital twin: a systematic literature review
  publication-title: CIRP J Manuf Sci Technol
– volume: 37
  start-page: 362
  issue: 3
  year: 2019
  end-page: 386
  ident: CR13
  article-title: GA survey of deep learning techniques for autonomous driving
  publication-title: J Field Robotics
– volume: 8
  start-page: 216
  issue: 2
  year: 2020
  ident: CR73
  article-title: Creating autonomous vehicle systems, second edition
  publication-title: Synth Lect Comput Sci
– volume: 256
  start-page: 64
  year: 1959
  ident: CR24
  article-title: Report on a general problem-solving program
  publication-title: IFIP Congr
– volume: 2
  start-page: 719
  issue: 10
  year: 2018
  end-page: 731
  ident: CR16
  article-title: Artificial intelligence in healthcare
  publication-title: Nat Biomed Eng
– year: 2021
  ident: CR107
  article-title: Integrated learning approach based on fused segmentation information for skeletal fluorosis diagnosis and severity grading
  publication-title: IEEE Transact Ind Informatics
  doi: 10.1109/TII.2021.3055397
– volume: 2007
  start-page: 64
  year: 2007
  end-page: 69
  ident: CR64
  article-title: Hysteretic Q-learning: an algorithm for decentralized reinforcement learning in cooperative multi-agent teams
  publication-title: IEEE RSJ Int Conf Intell Robot Syst
– volume: 43
  start-page: 1357
  issue: 5
  year: 2013
  end-page: 1369
  ident: CR75
  article-title: Real-time posture reconstruction for microsoft kinect
  publication-title: IEEE Transact Cybern
– volume: 50
  start-page: 1352
  year: 2015
  end-page: 1372
  ident: CR15
  article-title: A review on artificial intelligence-based load demand forecasting techniques for smart grid and buildings
  publication-title: Renew Sustain Energy Rev
– volume: 13
  start-page: e0206460
  issue: 11
  year: 2018
  ident: CR69
  article-title: A novel image encryption scheme based on quantum dynamical spinning and rotations
  publication-title: PloS ONE
– volume: 521
  start-page: 436
  issue: 7553
  year: 2015
  ident: CR41
  article-title: Deep learning
  publication-title: Nature
– volume: 30
  start-page: 23
  issue: 1
  year: 2017
  end-page: 31
  ident: CR61
  article-title: A deep learning model for robust wafer fault monitoring with sensor measurement noise
  publication-title: IEEE Trans Semicond Manuf
– volume: 13
  start-page: 38
  issue: 4
  year: 2019
  end-page: 47
  ident: CR119
  article-title: Real-time monitoring and control of industrial cyberphysical systems with integrated plant-wide monitoring and control framework
  publication-title: IEEE Ind Electron Mag
– start-page: 3
  year: 1994
  end-page: 16
  ident: CR28
  publication-title: Natural language processing: a historical review. Current issues in computational linguistics: in honour of Don Walker
– volume: 55
  start-page: 361
  issue: 1
  year: 2008
  end-page: 364
  ident: CR93
  article-title: Control of an electrical prosthesis with an SSVEP-based BCI
  publication-title: IEEE Trans Biomed Eng
– year: 2019
  ident: CR92
  article-title: Asynchronous non-invasive high-speed BCI speller with robust non-control state detection
  publication-title: Sci Rep
  doi: 10.1038/s41598-019-44645-x
– volume: 6
  start-page: 52138
  year: 2018
  end-page: 52160
  ident: CR137
  article-title: Peeking inside the black-box: a survey on explainable artificial intelligence (XAI)
  publication-title: IEEE Access
– year: 2018
  ident: CR8
  article-title: Bert: pre-training of deep bidirectional transformers for language understanding
  publication-title: Comput Lang
  doi: 10.48550/arXiv.1810.04805
– volume: 575
  start-page: 607
  year: 2019
  end-page: 617
  ident: CR56
  article-title: Towards spike-based machine intelligence with neuromorphic computing
  publication-title: Nature
– year: 2015
  ident: CR91
  publication-title: High-speed spelling with a noninvasive brain-computer interface
– volume: 67
  start-page: 101998
  year: 2021
  ident: CR10
  article-title: Emerging research fields in safety and ergonomics in industrial collaborative robotics: a systematic literature review
  publication-title: Robot Comput Integr Manuf
– volume: 62
  start-page: 1132
  issue: 4
  year: 2015
  end-page: 1140
  ident: CR110
  article-title: Multimodal neuroimaging feature learning for multiclass diagnosis of Alzheimer’s disease
  publication-title: IEEE Trans Biomed Eng
– year: 2021
  ident: CR139
  article-title: Playing against deep neural network-based object detectors: a novel bidirectional adversarial attack approach
  publication-title: IEEE Trans Artif Intell
  doi: 10.1109/TAI.2021.3107807
– volume: 114
  start-page: 3521
  issue: 13
  year: 2017
  end-page: 3526
  ident: CR81
  article-title: Overcoming catastrophic forgetting in neural networks
  publication-title: Proc Natl Acad Sci
– year: 2021
  ident: CR46
  article-title: When medical images meet generative adversarial network: recent development and research opportunities
  publication-title: Discov Artif Intell
  doi: 10.1007/s44163-021-00006-0
– volume: 61
  start-page: 577
  issue: 4
  year: 2018
  end-page: 586
  ident: CR71
  article-title: Artificial intelligence and the future of work: human-Al symbiosis in organizational decision making
  publication-title: Bus Horiz
– volume: 117
  start-page: 30071
  issue: 48
  year: 2020
  end-page: 30078
  ident: CR49
  article-title: Understanding the role of individual units in a deep neural network
  publication-title: Proc Nat Acad Sci USA
– volume: 37
  start-page: 35
  issue: 4
  year: 2018
  end-page: 39
  ident: CR38
  article-title: Machine learning for data-driven control of robots
  publication-title: IEEE Potentials
– volume: 4
  start-page: 362
  issue: 3
  year: 2018
  end-page: 370
  ident: CR37
  article-title: Review on the research and practice of deep learning and reinforcement learning in smart grids
  publication-title: CSEE J Power Energy Syst
– volume: 4
  start-page: 140
  year: 2011
  end-page: 154
  ident: CR89
  article-title: Brain-computer interfaces using electrocorticographic signals
  publication-title: IEEE Rev Biomed Eng
– volume: 35
  start-page: 1240
  issue: 5
  year: 2016
  end-page: 1251
  ident: CR108
  article-title: Brain tumor segmentation using convolutional neural networks in MRI images
  publication-title: IEEE Trans Med Imaging
– volume: 17
  start-page: 6379
  issue: 9
  year: 2021
  end-page: 6389
  ident: CR141
  article-title: A data-driven health monitoring method using multiobjective optimization and stacked autoencoder based health indicator
  publication-title: IEEE Trans Industr Inf
– volume: 356
  start-page: 508
  issue: 6337
  year: 2017
  end-page: 513
  ident: CR53
  article-title: DeepStack: expert-level artificial intelligence in heads-up no-limit poker
  publication-title: Science
– volume: 61
  start-page: 1425
  issue: 5
  year: 2014
  end-page: 1435
  ident: CR96
  article-title: Brain–computer interfaces using sensorimotor rhythms: current state and future perspectives
  publication-title: IEEE Trans Biomed Eng
– volume: 10
  start-page: 925
  issue: 4
  year: 1999
  end-page: 929
  ident: CR19
  article-title: A geometrical representation of McCulloch-Pitts neural model and its applications
  publication-title: IEEE Transact Neural Networks
– volume: 40
  start-page: 708
  issue: 4
  year: 2010
  end-page: 720
  ident: CR101
  article-title: The human-in-the-loop design approach to the longitudinal automation system for an intelligent vehicle
  publication-title: IEEE Trans Syst Man Cybern A Syst Humans
– ident: CR124
– volume: 45
  start-page: 2626
  issue: 12
  year: 2015
  end-page: 2639
  ident: CR59
  article-title: A new multivariate approach for prognostics based on extreme learning machine and fuzzy clustering
  publication-title: IEEE Trans Cybern
– year: 2018
  ident: CR34
  publication-title: Foundations of machine learning
– volume: 109
  start-page: 85
  year: 2019
  end-page: 101
  ident: CR79
  article-title: Artificial intelligence-based fault detection and diagnosis methods for building energy systems: advantages, challenges and the future
  publication-title: Renew Sustain Energy Rev
– year: 2021
  ident: CR129
  article-title: Learnable faster kernel-PCA for nonlinear fault detection: deep autoencoder-based realization
  publication-title: Mach Learn
  doi: 10.48550/arXiv.2112.04193
– volume: 21
  start-page: 1
  issue: 1
  year: 2017
  end-page: 18
  ident: CR18
  article-title: Relationship banking and information technology: the role of artificial intelligence and FinTech
  publication-title: Risk Manag
– volume: 379
  start-page: 20200362
  year: 2021
  ident: CR77
  article-title: On the philosophical, cognitive and mathematical foundations of symbiotic autonomous systems
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0362
– year: 1995
  ident: CR2
  publication-title: A proposal for the Dartmouth summer research project on artificial intelligence
– year: 2017
  ident: CR118
  article-title: Vehicular cyber physical systems adaptive connectivity and security
  publication-title: Springer Nat
  doi: 10.1007/978-3-319-44494-9
– start-page: 1251
  year: 2017
  end-page: 1258
  ident: CR6
  article-title: Xception: deep learning with depthwise separable convolutions
  publication-title: Proceedings of the IEEE conference on computer vision and pattern recognition
– volume: 17
  start-page: 1958
  issue: 3
  year: 2020
  end-page: 1967
  ident: CR106
  article-title: Lightweight attention convolutional neural network for retinal vessel image segmentation
  publication-title: IEEE Trans Industr Inf
– start-page: 6645
  year: 2013
  end-page: 6649
  ident: CR5
  article-title: Speech recognition with deep recurrent neural networks
  publication-title: IEEE international conference on acoustics, speech and signal processing
– volume: 23
  start-page: 2
  issue: 2
  year: 2008
  end-page: 4
  ident: CR27
  article-title: Avoiding another AI winter
  publication-title: IEEE Intell Syst
– year: 1969
  ident: CR29
  publication-title: Perceptrons
– volume: 11
  start-page: 441
  year: 2017
  end-page: 446
  ident: CR44
  article-title: Deep learning with coherent nanophotonic circuits
  publication-title: Nat Photon
– year: 2021
  ident: CR17
  article-title: Harnessing artificial intelligence for the next generation of 3D printed medicines
  publication-title: Adv Drug Deliv Rev
  doi: 10.1016/j.addr.2021.05.015
– volume: 103
  start-page: 143
  issue: 2
  year: 2015
  end-page: 146
  ident: CR42
  article-title: Big data for modern industry: challenges and trends
  publication-title: Proc IEEE
– volume: 550
  start-page: 354
  year: 2017
  end-page: 359
  ident: CR55
  article-title: Mastering the game of Go without human knowledge
  publication-title: Nature
– volume: 24
  start-page: 237
  issue: 2
  year: 2011
  ident: 22_CR47
  publication-title: IEEE Trans Semicond Manuf
  doi: 10.1109/TSM.2011.2118775
– volume: 80
  start-page: 317
  issue: 2
  year: 2019
  ident: 22_CR123
  publication-title: Water Sci Technol
  doi: 10.2166/wst.2019.272
– volume: 152
  start-page: 27
  year: 2015
  ident: 22_CR20
  publication-title: Neurocomputing
  doi: 10.1016/j.neucom.2014.11.022
– start-page: 505
  volume-title: 2016 IEEE 32nd International Conference on Data Engineering (ICDE)
  year: 2016
  ident: 22_CR74
  doi: 10.1109/ICDE.2016.7498266
– volume: 53
  start-page: 15
  year: 2017
  ident: 22_CR122
  publication-title: J Process Contr
  doi: 10.1016/j.jprocont.2017.02.010
– volume: 11
  start-page: 441
  year: 2017
  ident: 22_CR44
  publication-title: Nat Photon
  doi: 10.1038/nphoton.2017.93
– volume: 105
  start-page: 73
  issue: 1
  year: 2017
  ident: 22_CR95
  publication-title: Proc IEEE
  doi: 10.1109/JPROC.2016.2574938
– start-page: 770
  volume-title: Proceedings of the IEEE conference on computer vision and pattern recognition
  year: 2016
  ident: 22_CR7
– volume: 37
  start-page: 277
  issue: 3
  year: 2000
  ident: 22_CR22
  publication-title: Mach Learn
  doi: 10.1023/A:1007662407062
– volume-title: Foundations of machine learning
  year: 2018
  ident: 22_CR34
– volume: 13
  start-page: e0206460
  issue: 11
  year: 2018
  ident: 22_CR69
  publication-title: PloS ONE
  doi: 10.1371/journal.pone.0206460
– start-page: 3
  volume-title: Shifting value stream patterns along the product lifecycle with digital twins
  year: 2019
  ident: 22_CR84
– volume: 1
  start-page: 1
  year: 2021
  ident: 22_CR1
  publication-title: Discov Artif Intell
  doi: 10.1007/s44163-021-00009-x
– volume: 44
  start-page: 206
  issue: 1.2
  year: 2000
  ident: 22_CR21
  publication-title: IBM J Res Dev
  doi: 10.1147/rd.441.0206
– volume: 37
  start-page: 35
  issue: 4
  year: 2018
  ident: 22_CR38
  publication-title: IEEE Potentials
  doi: 10.1109/MPOT.2018.2824398
– volume: 19
  start-page: 535
  issue: 4
  year: 2008
  ident: 22_CR26
  publication-title: Int J Inf Manage Sci
– volume: 16
  start-page: 1574
  issue: 5
  year: 2019
  ident: 22_CR114
  publication-title: IEEE ACM Transact Comput Biol Bioinform
  doi: 10.1109/TCBB.2018.2889102
– ident: 22_CR3
– volume: 64
  start-page: 8013
  issue: 10
  year: 2017
  ident: 22_CR102
  publication-title: IEEE Trans Industr Electron
  doi: 10.1109/TIE.2017.2694391
– year: 2017
  ident: 22_CR126
– volume: 68
  start-page: 5259
  issue: 6
  year: 2021
  ident: 22_CR131
  publication-title: IEEE Trans Industr Electron
  doi: 10.1109/TIE.2020.2989708
– volume: 50
  start-page: 1352
  year: 2015
  ident: 22_CR15
  publication-title: Renew Sustain Energy Rev
  doi: 10.1016/j.rser.2015.04.065
– volume: 10
  start-page: 2016
  issue: 4
  year: 2014
  ident: 22_CR132
  publication-title: IEEE Trans Industr Inf
  doi: 10.1109/TII.2014.2341934
– volume: 256
  start-page: 64
  year: 1959
  ident: 22_CR24
  publication-title: IFIP Congr
– volume: 379
  start-page: 20200362
  year: 2021
  ident: 22_CR77
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0362
– year: 2012
  ident: 22_CR51
  publication-title: IEEE Trans Multimed
  doi: 10.1109/TMM.2012.2188783
– volume-title: IEEE transactions on artificial intelligence
  year: 2021
  ident: 22_CR127
– volume: 48
  start-page: 398
  issue: 3
  year: 1960
  ident: 22_CR23
  publication-title: Proc Inst Radio Eng
– volume: 3
  start-page: 2627
  year: 2013
  ident: 22_CR54
  publication-title: Sci Rep
  doi: 10.1038/srep02627
– volume: 1
  start-page: 33
  issue: 1
  year: 2016
  ident: 22_CR117
  publication-title: IEEE Transact Intell Veh
  doi: 10.1109/TIV.2016.2578706
– volume: 16
  start-page: 5042
  issue: 8
  year: 2020
  ident: 22_CR130
  publication-title: IEEE Trans Industr Inf
  doi: 10.1109/TII.2019.2951011
– volume-title: Machines who think: a personal inquiry into the history and prospects of artificial intelligence
  year: 2004
  ident: 22_CR33
  doi: 10.1201/9780429258985
– volume: 109
  start-page: 247
  issue: 3
  year: 2021
  ident: 22_CR125
  publication-title: Proc IEEE
  doi: 10.1109/JPROC.2021.3060483
– year: 2021
  ident: 22_CR139
  publication-title: IEEE Trans Artif Intell
  doi: 10.1109/TAI.2021.3107807
– ident: 22_CR124
– volume: 114
  start-page: 3521
  issue: 13
  year: 2017
  ident: 22_CR81
  publication-title: Proc Natl Acad Sci
  doi: 10.1073/pnas.1611835114
– volume: 6
  start-page: 6
  issue: 1
  year: 2020
  ident: 22_CR90
  publication-title: IEEE Syst Man Cybern Mag
  doi: 10.1109/MSMC.2018.2889502
– volume: 25
  start-page: 44
  year: 2019
  ident: 22_CR105
  publication-title: Nat Med
  doi: 10.1038/s41591-018-0300-7
– volume-title: Machine learning (In Chinese)
  year: 2016
  ident: 22_CR35
– year: 2021
  ident: 22_CR45
  publication-title: IEEE Transact Neural Networks Learn Syst
  doi: 10.1109/TNNLS.2021.3082304
– volume: 8
  start-page: 610
  issue: 2
  year: 2020
  ident: 22_CR113
  publication-title: IEEE Transact Cloud Comput
  doi: 10.1109/TCC.2018.2799219
– volume-title: The closed world: computers and the politics of discourse in Cold War America
  year: 1996
  ident: 22_CR32
  doi: 10.7551/mitpress/1871.001.0001
– volume: 521
  start-page: 436
  issue: 7553
  year: 2015
  ident: 22_CR41
  publication-title: Nature
  doi: 10.1038/nature14539
– volume: 4
  start-page: 362
  issue: 3
  year: 2018
  ident: 22_CR37
  publication-title: CSEE J Power Energy Syst
  doi: 10.17775/CSEEJPES.2018.00520
– volume: 35
  start-page: 1240
  issue: 5
  year: 2016
  ident: 22_CR108
  publication-title: IEEE Trans Med Imaging
  doi: 10.1109/TMI.2016.2538465
– volume: 43
  start-page: 1357
  issue: 5
  year: 2013
  ident: 22_CR75
  publication-title: IEEE Transact Cybern
  doi: 10.1109/TCYB.2013.2275945
– volume: 62
  start-page: 1132
  issue: 4
  year: 2015
  ident: 22_CR110
  publication-title: IEEE Trans Biomed Eng
  doi: 10.1109/TBME.2014.2372011
– volume: 17
  start-page: 2602
  issue: 12
  year: 2005
  ident: 22_CR135
  publication-title: Neural Comput
  doi: 10.1162/089976605774320557
– year: 2020
  ident: 22_CR104
  publication-title: Inf Manag
  doi: 10.1016/j.im.2019.103174
– year: 2020
  ident: 22_CR86
  publication-title: Comput Biol Med
  doi: 10.1016/j.compbiomed.2020.103792
– volume: 15
  start-page: 2416
  issue: 4
  year: 2019
  ident: 22_CR48
  publication-title: IEEE Trans Ind Informat
  doi: 10.1109/TII.2018.2881543
– volume: 4
  start-page: 140
  year: 2011
  ident: 22_CR89
  publication-title: IEEE Rev Biomed Eng
  doi: 10.1109/RBME.2011.2172408
– year: 2021
  ident: 22_CR107
  publication-title: IEEE Transact Ind Informatics
  doi: 10.1109/TII.2021.3055397
– volume: 37
  start-page: 362
  issue: 3
  year: 2019
  ident: 22_CR13
  publication-title: J Field Robotics
  doi: 10.1002/rob.21918
– volume: 14
  start-page: 272
  issue: 2
  year: 2020
  ident: 22_CR111
  publication-title: IEEE J Sel Top Signal Process
  doi: 10.1109/JSTSP.2019.2955022
– volume-title: Creating autonomous vehicle systems
  year: 2017
  ident: 22_CR116
– volume: 13
  start-page: 38
  issue: 4
  year: 2019
  ident: 22_CR119
  publication-title: IEEE Ind Electron Mag
  doi: 10.1109/MIE.2019.2938025
– volume-title: Perceptrons
  year: 1969
  ident: 22_CR29
– volume: 52
  start-page: 265
  issue: 15
  year: 2019
  ident: 22_CR88
  publication-title: IFAC PapersOnLine
  doi: 10.1016/j.ifacol.2019.11.685
– volume: 550
  start-page: 354
  year: 2017
  ident: 22_CR55
  publication-title: Nature
  doi: 10.1038/nature24270
– volume: 30
  start-page: 23
  issue: 1
  year: 2017
  ident: 22_CR61
  publication-title: IEEE Trans Semicond Manuf
  doi: 10.1109/TSM.2016.2628865
– start-page: 284
  volume-title: International conference on machine learning
  year: 2018
  ident: 22_CR138
– volume: 9
  start-page: 653
  issue: 6
  year: 2005
  ident: 22_CR76
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2005.856210
– volume: 17
  start-page: 6379
  issue: 9
  year: 2021
  ident: 22_CR141
  publication-title: IEEE Trans Industr Inf
  doi: 10.1109/TII.2020.2999323
– volume: 17
  start-page: 1958
  issue: 3
  year: 2020
  ident: 22_CR106
  publication-title: IEEE Trans Industr Inf
  doi: 10.1109/TII.2020.2993842
– year: 2017
  ident: 22_CR118
  publication-title: Springer Nat
  doi: 10.1007/978-3-319-44494-9
– year: 2015
  ident: 22_CR66
  publication-title: IEEE Int Conf Softw Qual Reliab Secur
  doi: 10.1109/QRS.2015.14
– year: 1984
  ident: 22_CR31
  publication-title: Ann NY Acad Sci
  doi: 10.1111/j.1749-6632.1984.tb16516.x
– volume: 2
  start-page: 993
  issue: 2
  year: 2017
  ident: 22_CR100
  publication-title: IEEE Rob Autom Lett
  doi: 10.1109/LRA.2017.2656948
– year: 2021
  ident: 22_CR129
  publication-title: Mach Learn
  doi: 10.48550/arXiv.2112.04193
– volume: 153
  start-page: 69
  year: 2018
  ident: 22_CR39
  publication-title: Comput Electron Agric
  doi: 10.1016/j.compag.2018.08.001
– volume: 6
  start-page: 52138
  year: 2018
  ident: 22_CR137
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2018.2870052
– volume: 323
  start-page: 533
  year: 1986
  ident: 22_CR36
  publication-title: Nature
  doi: 10.1038/323533a0
– volume: 16
  start-page: 1029
  issue: 3
  year: 2019
  ident: 22_CR112
  publication-title: IEEE ACM Transact Comput Biol Bioinform
  doi: 10.1109/TCBB.2018.2841396
– volume: 103
  start-page: 143
  issue: 2
  year: 2015
  ident: 22_CR42
  publication-title: Proc IEEE
  doi: 10.1109/JPROC.2015.2388958
– volume: 62
  start-page: 657
  issue: 1
  year: 2014
  ident: 22_CR43
  publication-title: IEEE Trans Industr Electron
  doi: 10.1109/TIE.2014.2308133
– start-page: 6645
  volume-title: IEEE international conference on acoustics, speech and signal processing
  year: 2013
  ident: 22_CR5
  doi: 10.1109/ICASSP.2013.6638947
– volume: 29
  start-page: 82
  issue: 6
  year: 2012
  ident: 22_CR4
  publication-title: IEEE Signal Process Mag
  doi: 10.1109/MSP.2012.2205597
– volume: 45
  start-page: 2626
  issue: 12
  year: 2015
  ident: 22_CR59
  publication-title: IEEE Trans Cybern
  doi: 10.1109/TCYB.2014.2378056
– volume-title: SOM-VAE: interpretable discrete representation learning on time series
  year: 2019
  ident: 22_CR136
– volume: 67
  start-page: 101998
  year: 2021
  ident: 22_CR10
  publication-title: Robot Comput Integr Manuf
  doi: 10.1016/j.rcim.2020.101998
– volume: 4
  start-page: 2378
  issue: 3
  year: 2019
  ident: 22_CR103
  publication-title: IEEE Robot Autom Lett
  doi: 10.1109/LRA.2019.2903261
– volume: 21
  start-page: 1
  issue: 1
  year: 2017
  ident: 22_CR18
  publication-title: Risk Manag
  doi: 10.1057/s41283-018-0039-y
– volume: 236
  start-page: 937
  year: 2019
  ident: 22_CR14
  publication-title: Appl Energy
  doi: 10.1016/j.apenergy.2018.12.061
– volume: 66
  start-page: 4726
  issue: 6
  year: 2019
  ident: 22_CR60
  publication-title: IEEE Trans Ind Electron
  doi: 10.1109/TIE.2018.2860532
– start-page: 1106
  volume-title: “ImageNet classification with deep convolutional neural networks
  year: 2012
  ident: 22_CR52
– start-page: 1251
  volume-title: Proceedings of the IEEE conference on computer vision and pattern recognition
  year: 2017
  ident: 22_CR6
– volume: 2
  start-page: 719
  issue: 10
  year: 2018
  ident: 22_CR16
  publication-title: Nat Biomed Eng
  doi: 10.1038/s41551-018-0305-z
– volume: 356
  start-page: 508
  issue: 6337
  year: 2017
  ident: 22_CR53
  publication-title: Science
  doi: 10.1126/science.aam6960
– volume: 55
  start-page: 22
  issue: 3
  year: 2017
  ident: 22_CR12
  publication-title: IEEE Commun Mag
  doi: 10.1109/MCOM.2017.1600238CM
– volume: 61
  start-page: 1425
  issue: 5
  year: 2014
  ident: 22_CR96
  publication-title: IEEE Trans Biomed Eng
  doi: 10.1109/TBME.2014.2312397
– volume: 17
  start-page: 944
  issue: 2
  year: 2015
  ident: 22_CR98
  publication-title: IEEE Commun Surv Tutorials
  doi: 10.1109/COMST.2015.2398816
– volume: 568
  start-page: 477
  year: 2019
  ident: 22_CR78
  publication-title: Nature
  doi: 10.1038/s41586-019-1138-y
– volume: 379
  start-page: 20200369
  year: 2021
  ident: 22_CR82
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0369
– volume: 61
  start-page: 577
  issue: 4
  year: 2018
  ident: 22_CR71
  publication-title: Bus Horiz
  doi: 10.1016/j.bushor.2018.03.007
– volume: 25
  start-page: 1124
  issue: 3
  year: 2017
  ident: 22_CR134
  publication-title: IEEE Trans Control Syst Technol
  doi: 10.1109/TCST.2016.2579609
– volume: 40
  start-page: 708
  issue: 4
  year: 2010
  ident: 22_CR101
  publication-title: IEEE Trans Syst Man Cybern A Syst Humans
  doi: 10.1109/TSMCA.2010.2041925
– volume: 61
  start-page: 209
  issue: 2
  year: 1993
  ident: 22_CR25
  publication-title: Artif Intell
  doi: 10.1016/0004-3702(93)90068-M
– volume-title: artificial intelligence: a modern approach
  year: 2010
  ident: 22_CR142
– start-page: 3104
  volume-title: Advances in neural information processing systems
  year: 2014
  ident: 22_CR9
– volume: 575
  start-page: 607
  year: 2019
  ident: 22_CR56
  publication-title: Nature
  doi: 10.1038/s41586-019-1677-2
– volume: 379
  start-page: 20200363
  year: 2021
  ident: 22_CR143
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0363
– volume: 10
  start-page: 726
  issue: 3
  year: 2018
  ident: 22_CR65
  publication-title: IEEE Transact Cogn Dev Syst
  doi: 10.1109/TCDS.2018.2816744
– volume: 8
  start-page: 2505
  issue: 5
  year: 2017
  ident: 22_CR67
  publication-title: IEEE Transact Smart Grid
  doi: 10.1109/TSG.2017.2703842
– start-page: 240
  volume-title: How to fool radiologists with generative adversarial networks? A visual turing test for lung cancer diagnosis
  year: 2018
  ident: 22_CR72
– start-page: 3
  volume-title: Natural language processing: a historical review. Current issues in computational linguistics: in honour of Don Walker
  year: 1994
  ident: 22_CR28
  doi: 10.1007/978-0-585-35958-8_1
– volume: 19
  start-page: 1145
  issue: 7
  year: 2008
  ident: 22_CR133
  publication-title: IEEE Trans Neural Networks
  doi: 10.1109/TNN.2008.2000082
– year: 2021
  ident: 22_CR17
  publication-title: Adv Drug Deliv Rev
  doi: 10.1016/j.addr.2021.05.015
– volume: 23
  start-page: 2
  issue: 2
  year: 2008
  ident: 22_CR27
  publication-title: IEEE Intell Syst
  doi: 10.1109/MIS.2008.20
– volume: 221
  start-page: 1
  issue: 108297
  year: 2022
  ident: 22_CR140
  publication-title: Reliab Eng Syst Saf
– year: 2021
  ident: 22_CR46
  publication-title: Discov Artif Intell
  doi: 10.1007/s44163-021-00006-0
– year: 2013
  ident: 22_CR62
– volume: 379
  start-page: 20200361
  year: 2021
  ident: 22_CR115
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0361
– volume: 379
  start-page: 20200364
  year: 2021
  ident: 22_CR80
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0364
– volume: 58
  start-page: 1
  year: 2015
  ident: 22_CR70
  publication-title: Sci China Inf Sci
  doi: 10.1007/s11432-014-5209-2
– volume-title: High-speed spelling with a noninvasive brain-computer interface
  year: 2015
  ident: 22_CR91
  doi: 10.1073/pnas.1508080112
– volume: 17
  start-page: 3176
  issue: 9
  year: 2020
  ident: 22_CR85
  publication-title: Int J Environ Res Public Health
  doi: 10.3390/ijerph17093176
– volume-title: Artificial Intelligence and Life in 2030. One hundred year study on artificial intelligence: report of the 2015–2016 study panel
  year: 2016
  ident: 22_CR68
– volume: 117
  start-page: 30071
  issue: 48
  year: 2020
  ident: 22_CR49
  publication-title: Proc Nat Acad Sci USA
  doi: 10.1073/pnas.1907375117
– volume: 9
  start-page: 248
  issue: 2
  year: 2015
  ident: 22_CR94
  publication-title: IEEE Trans Biomed Circuits Syst
  doi: 10.1109/TBCAS.2015.2392555
– volume: 10
  start-page: 925
  issue: 4
  year: 1999
  ident: 22_CR19
  publication-title: IEEE Transact Neural Networks
  doi: 10.1109/72.774263
– volume-title: Artificial Intelligence: a paper symposium
  year: 1973
  ident: 22_CR30
– volume: 2007
  start-page: 64
  year: 2007
  ident: 22_CR64
  publication-title: IEEE RSJ Int Conf Intell Robot Syst
– volume: 109
  start-page: 85
  year: 2019
  ident: 22_CR79
  publication-title: Renew Sustain Energy Rev
  doi: 10.1016/j.rser.2019.04.021
– year: 2018
  ident: 22_CR11
  publication-title: Nat Rev Mater
  doi: 10.1038/s41578-018-0016-9
– year: 2022
  ident: 22_CR120
  publication-title: Reliab Eng Syst Saf
  doi: 10.1016/j.ress.2022.108357
– year: 2019
  ident: 22_CR92
  publication-title: Sci Rep
  doi: 10.1038/s41598-019-44645-x
– volume: 51
  start-page: 1004
  issue: 2
  year: 2021
  ident: 22_CR63
  publication-title: IEEE Transact Syst Man Cybern Syst
  doi: 10.1109/TSMC.2018.2884996
– volume-title: A proposal for the Dartmouth summer research project on artificial intelligence
  year: 1995
  ident: 22_CR2
– volume: 55
  start-page: 361
  issue: 1
  year: 2008
  ident: 22_CR93
  publication-title: IEEE Trans Biomed Eng
  doi: 10.1109/TBME.2007.897815
– volume: 2
  start-page: 448
  issue: 4
  year: 2014
  ident: 22_CR99
  publication-title: IEEE Trans Emerg Topics Comput
  doi: 10.1109/TETC.2013.2281204
– volume: 14
  start-page: 4
  year: 2021
  ident: 22_CR87
  publication-title: IEEE Rev Biomed Eng
  doi: 10.1109/RBME.2020.2987975
– volume: 17
  start-page: 1449
  issue: 2
  year: 2020
  ident: 22_CR121
  publication-title: IEEE Trans Industr Inf
  doi: 10.1109/TII.2020.2987840
– volume: 530
  start-page: 829
  year: 2015
  ident: 22_CR40
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2015.10.038
– volume: 43
  start-page: 437
  issue: 5
  year: 2013
  ident: 22_CR57
  publication-title: IEEE Trans Human-Mach Syst
  doi: 10.1109/THMS.2013.2279006
– volume: 2
  start-page: 21
  year: 2021
  ident: 22_CR58
  publication-title: IEEE Open J Ind Electron Soc
  doi: 10.1109/OJIES.2020.3046044
– volume: 379
  start-page: 20200360
  year: 2021
  ident: 22_CR83
  publication-title: Phil Trans R Soc A
  doi: 10.1098/rsta.2020.0360
– volume: 36
  start-page: i499
  issue: 1
  year: 2020
  ident: 22_CR128
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btaa506
– volume-title: The singularity is near: when humans transcend biology
  year: 2005
  ident: 22_CR144
– volume: 35
  start-page: 1252
  issue: 5
  year: 2016
  ident: 22_CR109
  publication-title: IEEE Trans Med Imaging
  doi: 10.1109/TMI.2016.2548501
– year: 2019
  ident: 22_CR97
  publication-title: Science
  doi: 10.1126/science.aav9436
– volume: 8
  start-page: 216
  issue: 2
  year: 2020
  ident: 22_CR73
  publication-title: Synth Lect Comput Sci
– volume: 544
  start-page: 1
  year: 2019
  ident: 22_CR50
  publication-title: CIRP J Manuf Sci Technol
– year: 2018
  ident: 22_CR8
  publication-title: Comput Lang
  doi: 10.48550/arXiv.1810.04805
SSID ssj0002857390
Score 2.6270733
SecondaryResourceType review_article
Snippet The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that...
Abstract The study of artificial intelligence (AI) has been a continuous endeavor of scientists and engineers for over 65 years. The simple contention is that...
SourceID doaj
crossref
springer
SourceType Open Website
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Artificial Intelligence
Computer Science
Engineering
Review
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LSwMxEA7SkxffYn2xiDcNptmkSU-iYimCgmChtzB5QUVa6cPf7yS7LRWhXryGLNl8M9lvssl8Q8hliJ1WdMxSBmWgQntHrW0zysEGIQPIoFK-8_NLu9cXTwM5WCn1le6EVfLAFXA33nkefIREdYJFDPBV0ithPJa2BJ-_vsh5K5up9_zLSCrczddZMjlXTqTQg6bL61n0heofTJQF-3-dhmaS6e6QrTo6LO6qt9olG2G0R7YXlReKeiHuk4vX-bj4Aj-cFmkGlQpEMVyR17w9IP3u49tDj9bVDqgTyLPUc6GdlUoxJ53FSApAAW7OrNMIpuIA3mnHWtZh0KYBqZYrxKXNuPeiY1l5SBqj8SgckQIRRtqWoLE5laMCG5UCWXIFXpbRN0lrMXPjainwVJHiwyxFjDNaBnEyGS2jm-Rq-cxnJYSxtvd9AnTZM4lY5wY0ralNa_4ybZNcL8xh6pU1XTPm8X-MeUI2efYRdBV1ShqzyTycYdgxs-fZw74Ba3PQVw
  priority: 102
  providerName: Directory of Open Access Journals
Title Quo vadis artificial intelligence?
URI https://link.springer.com/article/10.1007/s44163-022-00022-8
https://doaj.org/article/dcd2edfa074340f2877965802f3b3ad2
Volume 2
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB60vejBR1Wsj7KINw2k2c1mexJbWopgUbHQW8hrpSKt9OHvN0mzS0UpeNlDmLDsl5nMzCbzDcC1yVvNXGGJsIgNSjKtkJQpRkRIk1AjqGGu3vlxkPaHycOIjkJR2Ly47V4cSfqduix2S1zsgNztc8_agrJtqFKbuzu97oQah3f_u4gym8mHCpm_p_7wQp6s_9dJqHcwvQPYC5FhdL9aykPYMpMa7BddF6JghDXYXaMQPIKr5-U0-hJ6PI-cEqz4IKLxGtHm3TEMe93XTh-FvgdIJdbjIk2STEnKGFZUSRtTCcGETdOkyiysjAihVaZwUyobvmXCOl3CdC5STLROWhLHJ1CZTCfmFCKLtXXgVGR22DWmEjJnTNCYMKFpnOs6NAscuAqk4K43xQcv6Yw9dtyixj12PKvDTTnnc0WJsVG67eAtJR2dtR-Yzt54sA6ulSbGfoKLZxKc2yyOOVIaTPJYxkKTOtwWi8ODjc03vPPsf-LnsEO8blgVYRdQWcyW5tKGGgvZgGq7O3h6aXgNc8-00_Bp-zcAdMxN
linkProvider Springer Nature
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB58HNSDj6pYn4t402CaTTbxJFqUqm1BaMFbyGuhIK3Y6u93st2W-qDgNUwI-80MM7PJfANwFvKrWu6oJdSkgXDlHbE2o4QZG7gIRgQZ-51b7azR5Y8v4qWkyYm9MD_u7y-HPGYMJL45L7haiFqEZY6Vcny-V8_q0_8pTAmJ9XvZF_P31m-xp6Do_3X_WYSV-01YL_PB5GaswC1YCP0KbExmLSSl61VgbYY4cBtOnz8GyafxvWESVT9mgUh6M_Sa1zvQvb_r1BuknHZAHMc4SzzjylkhJXXCWcykjJEGizPrFIIpmTHeKUdr1mHSpgyGWiZ9bjLKvOdXlqa7sNQf9MMeJIgwhm1hFC7HcVTG5lIakTJpvEhzX4XaBAftSirwOJHiVU9JjAvsNKKmC-y0qsL5dM_bmAhjrvRthHcqGUmsiwXUrS59QnvnWcBPiFkMpznWbjJS0VCWpzY1nlXhYqIcXXrWcM6Z-_8TP4GVRqfV1M2H9tMBrLLCTtBc5CEsjd4_whEmGyN7XFjZF9Cyx_I
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1ZSwMxEB60guiDR1Ws5yK-aTDNbpr0SbRa6lUULPQt5FopyLb08PebpNulohR8DRPCfplhZnYy3wCc27ReTTVWCMvYooQbjZSqYUSksgm1klrm-51f2rVWJ3ns0u5cF3947T4rSU57GjxLUza-Gpj0qmh8S3wcgfxL9MDggvgyrLhMJRRqG7VG8ZeFcMpcVp93y_y99YdHCsT9v6qiwdk0t2AjjxKjm-m1bsOSzcqwOZvAEOUGWYb1OTrBHTh7m_SjL2l6o8grxJQbIurNkW5e70Knef_eaKF8BgLSifO-yJCEa0UZw5pq5eIrKZl0KZvS3EHMiJRGc42rSrtQjkvngAkzqaxhYkxSVzjeg1LWz-w-RA5358yp5G7ZD6mSKmVM0pgwaWicmgpUZzgInROE-zkVn6KgNg7YCYeaCNgJXoGLYs9gSo-xUPrWw1tIemrrsNAffojcUoTRhlj3CT62SXDqMjrmCWowSWMVS0MqcDm7HJHb22jBmQf_Ez-F1de7pnh-aD8dwhoJauK0hR1BaTyc2GMXgYzVSVCybyOq0Dk
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Quo+vadis+artificial+intelligence%3F&rft.jtitle=Discover+Artificial+Intelligence&rft.au=Jiang%2C+Yuchen&rft.au=Li%2C+Xiang&rft.au=Luo%2C+Hao&rft.au=Yin%2C+Shen&rft.date=2022-03-07&rft.pub=Springer+International+Publishing&rft.eissn=2731-0809&rft.volume=2&rft.issue=1&rft_id=info:doi/10.1007%2Fs44163-022-00022-8&rft.externalDocID=10_1007_s44163_022_00022_8
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2731-0809&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2731-0809&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2731-0809&client=summon