Boosting Algorithm to Handle Unbalanced Classification of PM 2.5 Concentration Levels by Observing Meteorological Parameters in Jakarta-Indonesia Using AdaBoost, XGBoost, CatBoost, and LightGBM

Saved in:
Bibliographic Details
Published inIEEE access Vol. 11; pp. 35680 - 35696
Main Authors Toharudin, Toni, Caraka, Rezzy Eko, Pratiwi, Indah Reski, Kim, Yunho, Gio, Prana Ugiana, Sakti, Anjar Dimara, Noh, Maengseok, Nugraha, Farid Azhar Lutfi, Pontoh, Resa Septiani, Putri, Tafia Hasna, Azzahra, Thalita Safa, Cerelia, Jessica Jesslyn, Darmawan, Gumgum, Pardamean, Bens
Format Journal Article
LanguageEnglish
Published 2023
Online AccessGet full text

Cover

Loading…
Author Pontoh, Resa Septiani
Sakti, Anjar Dimara
Noh, Maengseok
Nugraha, Farid Azhar Lutfi
Cerelia, Jessica Jesslyn
Pardamean, Bens
Gio, Prana Ugiana
Azzahra, Thalita Safa
Caraka, Rezzy Eko
Pratiwi, Indah Reski
Kim, Yunho
Putri, Tafia Hasna
Toharudin, Toni
Darmawan, Gumgum
Author_xml – sequence: 1
  givenname: Toni
  orcidid: 0000-0001-6077-0881
  surname: Toharudin
  fullname: Toharudin, Toni
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 2
  givenname: Rezzy Eko
  orcidid: 0000-0002-1812-7478
  surname: Caraka
  fullname: Caraka, Rezzy Eko
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 3
  givenname: Indah Reski
  surname: Pratiwi
  fullname: Pratiwi, Indah Reski
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 4
  givenname: Yunho
  orcidid: 0000-0003-2679-0090
  surname: Kim
  fullname: Kim, Yunho
  organization: Department of Mathematical Sciences, Ulsan National Institute of Science and Technology, Ulsan, Republic of Korea
– sequence: 5
  givenname: Prana Ugiana
  surname: Gio
  fullname: Gio, Prana Ugiana
  organization: Department of Mathematics, Universitas Sumatera Utara, Medan, Indonesia
– sequence: 6
  givenname: Anjar Dimara
  orcidid: 0000-0002-7379-1777
  surname: Sakti
  fullname: Sakti, Anjar Dimara
  organization: Remote Sensing and Geographic Information Sciences Research Group, Faculty of Earth Sciences and Technology, Bandung Institute of Technology, Bandung, Indonesia
– sequence: 7
  givenname: Maengseok
  surname: Noh
  fullname: Noh, Maengseok
  organization: College of Information Technology and Convergence, Pukyong National University, Busan, South Korea
– sequence: 8
  givenname: Farid Azhar Lutfi
  orcidid: 0000-0002-4200-8380
  surname: Nugraha
  fullname: Nugraha, Farid Azhar Lutfi
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 9
  givenname: Resa Septiani
  orcidid: 0000-0003-0189-8679
  surname: Pontoh
  fullname: Pontoh, Resa Septiani
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 10
  givenname: Tafia Hasna
  surname: Putri
  fullname: Putri, Tafia Hasna
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 11
  givenname: Thalita Safa
  surname: Azzahra
  fullname: Azzahra, Thalita Safa
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 12
  givenname: Jessica Jesslyn
  surname: Cerelia
  fullname: Cerelia, Jessica Jesslyn
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 13
  givenname: Gumgum
  surname: Darmawan
  fullname: Darmawan, Gumgum
  organization: Department of Statistics, Faculty of Mathematics and Natural Science, Padjadjaran University, West Java, Indonesia
– sequence: 14
  givenname: Bens
  orcidid: 0000-0002-7404-9005
  surname: Pardamean
  fullname: Pardamean, Bens
  organization: Bioinformatics and Data Science Research Center, Bina Nusantara University, Jakarta, Indonesia
BookMark eNpNkd1KAzEQhYMoqNUn8GYewK356f7ksi61VVpaqIJ3y2w2W6PbRJJQ6OP5Zm5tL5ybOZxhhjN81-TcOqsJuWN0yBiVD-OynKzXQ065GAqepZTJM3LFWSYTkYrs_J--JLchfNK-it5K8yvy8-hciMZuYNxtnDfxYwvRwQxt02l4szV2aJVuoOwwBNMahdE4C66F1QL4MIXS9XMb_dGf653uAtR7WNZB-93h8kJH7bzr3Kbf7mCFHre95QMYCy_4hT5i8myb_q1gEN7CX5wG_6Ldw_v0JEqMJ9Wng7nZfMTp4-KGXLTYBX176gPy-jR5LWfJfDl9LsfzRMmRTFRNJXKGmqpUCd7wkWRSZnVBqaxRsoKpLM9zRNo2lBeyUaM6V6oQKbZCIYoBEcezyrsQvG6rb2-26PcVo9WBQ3XkUB04VCcO4hfF4YAm
CitedBy_id crossref_primary_10_3390_rs15164003
crossref_primary_10_1016_j_jece_2024_112921
crossref_primary_10_1002_smr_2665
crossref_primary_10_1109_ACCESS_2024_3406502
Cites_doi 10.1007/s10874-020-09401-w
10.1111/ina.12116
10.1098/rsta.2019.0054
10.1016/j.petrol.2022.110909
10.1021/acs.est.5b01236
10.1016/j.oceaneng.2022.111767
10.1089/big.2013.1508
10.1109/icsp54964.2022.9778520
10.1016/j.egyr.2022.09.008
10.1002/joc.4829
10.1016/j.aap.2022.106937
10.1016/j.optcom.2021.126857
10.1186/s40537-020-00345-2
10.1007/s10462-009-9124-7
10.1016/j.atmosres.2022.106238
10.5210/fm.v19i7.4901
10.1016/j.enconman.2014.12.045
10.3390/rs12223734
10.1007/s10666-020-09696-9
10.3390/su10062064
10.1186/s12864-019-6413-7
10.1016/j.jenvman.2023.117357
10.1257/aer.20180279
10.1016/j.autcon.2022.104371
10.1016/j.scitotenv.2022.159798
10.1016/j.cmpb.2021.106584
10.1016/j.engstruct.2022.114768
10.1016/j.ajp.2022.103316
10.1016/j.bspc.2022.104150
10.1016/j.engappai.2022.105579
10.1109/dasc-picom-cbdcom-cyberscitech52372.2021.00078
10.1109/access.2020.3038883
10.1016/j.eswa.2022.117943
10.1016/j.apr.2021.101260
10.1109/icoin.2017.7899468
10.1080/17538947.2020.1743785
10.1109/bigdata.2018.8622559
10.1016/j.asoc.2022.109632
10.1016/j.cmpb.2022.107038
10.1016/j.scib.2022.07.015
10.1016/j.dcan.2022.10.004
10.3390/su14063269
10.1016/j.catena.2022.106491
10.1007/s00477-018-1542-0
10.1016/j.jhazmat.2022.130635
10.1016/j.engappai.2022.105626
10.1016/j.envsoft.2022.105466
10.1109/icdm.2003.1250975
10.3390/su12062570
10.1016/j.jcmds.2022.100030
10.1016/j.engappai.2022.105020
10.1093/sw/47.3.209
10.1108/imefm-08-2020-0408
10.1016/j.asoc.2022.109637
10.1016/j.cbrev.2021.12.002
10.1016/j.compbiomed.2022.106466
10.1016/j.asr.2022.11.046
10.1016/j.envsoft.2022.105447
10.1109/IWBIS.2017.8275097
10.1109/access.2020.3033796
10.1109/tii.2014.2306391
10.1007/s00477-020-01784-2
10.1016/j.atmosenv.2020.117434
10.1016/j.scs.2022.104050
10.1016/j.jenvman.2020.110429
10.1016/j.chemolab.2022.104690
10.1016/j.enconman.2018.12.103
10.3389/fnbot.2013.00021
10.1007/s10661-020-08376-1
10.1007/s00704-007-0299-z
10.1016/j.conbuildmat.2022.128296
10.1016/j.ocemod.2021.101832
10.1016/j.asej.2020.11.011
10.1016/j.cageo.2022.105242
10.1016/j.ress.2022.109045
10.1109/jbhi.2015.2406883
10.1016/j.rsase.2021.100565
10.2352/issn.2470-1173.2016.1.vda-505
10.1016/j.scitotenv.2019.135161
10.1016/j.knosys.2021.106993
10.1016/j.compgeo.2022.105156
10.1016/j.envint.2021.106715
10.3390/su14042068
10.1016/j.patcog.2019.02.023
10.1080/20964471.2021.1939989
10.4236/jep.2015.65044
10.1289/ehp2732
10.1007/978-3-319-62407-5_31
10.1016/j.patrec.2021.09.018
10.1016/j.rser.2015.11.050
10.1016/j.engstruct.2021.112109
10.1016/j.cscm.2022.e01649
10.1038/s41598-022-25570-y
ContentType Journal Article
DBID AAYXX
CITATION
DOI 10.1109/ACCESS.2023.3265019
DatabaseName CrossRef
DatabaseTitle CrossRef
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2169-3536
EndPage 35696
ExternalDocumentID 10_1109_ACCESS_2023_3265019
GroupedDBID 0R~
4.4
5VS
6IK
97E
AAJGR
AAYXX
ACGFS
ADBBV
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CITATION
EBS
EJD
ESBDL
GROUPED_DOAJ
IFIPE
IPLJI
JAVBF
KQ8
M43
M~E
O9-
OCL
OK1
RIE
RIG
RNS
ID FETCH-LOGICAL-c949-cb09a21ae0c5c32d2491996b8009ba9181c6777aa0fd0289dc4b7cc835af3caa3
ISSN 2169-3536
IngestDate Fri Aug 23 03:12:51 EDT 2024
IsPeerReviewed true
IsScholarly true
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c949-cb09a21ae0c5c32d2491996b8009ba9181c6777aa0fd0289dc4b7cc835af3caa3
ORCID 0000-0003-2679-0090
0000-0003-0189-8679
0000-0002-1812-7478
0000-0002-7379-1777
0000-0002-4200-8380
0000-0001-6077-0881
0000-0002-7404-9005
PageCount 17
ParticipantIDs crossref_primary_10_1109_ACCESS_2023_3265019
PublicationCentury 2000
PublicationDate 2023-00-00
PublicationDateYYYYMMDD 2023-01-01
PublicationDate_xml – year: 2023
  text: 2023-00-00
PublicationDecade 2020
PublicationTitle IEEE access
PublicationYear 2023
References ref57
ref56
ref59
ref58
ref53
ref54
Rianto (ref51) 2020
ref50
ref45
ref48
ref42
ref41
ref44
ref43
Freund (ref46) 1999
ref49
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref100
ref40
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref39
ref38
Yan (ref16)
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref29
ref13
ref12
ref15
ref14
ref97
ref96
ref11
ref99
ref10
ref98
ref17
ref19
ref18
Nielsen (ref55) 2016
ref93
ref92
ref95
ref94
ref91
ref90
Chen (ref52) 2015; 1
ref89
ref86
ref85
ref88
ref87
ref82
ref81
ref84
ref83
ref80
ref79
ref78
ref75
ref74
ref77
ref76
ref2
ref1
ref71
ref70
ref73
ref72
ref68
ref67
ref69
ref64
ref63
ref66
ref65
Karthikeyan (ref47) 2022; 131
ref60
ref62
ref61
References_xml – start-page: 1
  volume-title: Proc. ACRS 41st Asian Conf. Remote Sens.
  ident: ref16
  article-title: Retrieval of real-time PM2.5, temperature and humidity profiles from satellite and ground-based remote sensing data using advanced deep learning models
  contributor:
    fullname: Yan
– ident: ref30
  doi: 10.1007/s10874-020-09401-w
– ident: ref32
  doi: 10.1111/ina.12116
– ident: ref13
  doi: 10.1098/rsta.2019.0054
– ident: ref88
  doi: 10.1016/j.petrol.2022.110909
– ident: ref17
  doi: 10.1021/acs.est.5b01236
– ident: ref59
  doi: 10.1016/j.oceaneng.2022.111767
– ident: ref3
  doi: 10.1089/big.2013.1508
– ident: ref20
  doi: 10.1109/icsp54964.2022.9778520
– ident: ref71
  doi: 10.1016/j.egyr.2022.09.008
– ident: ref35
  doi: 10.1002/joc.4829
– ident: ref69
  doi: 10.1016/j.aap.2022.106937
– ident: ref54
  doi: 10.1016/j.optcom.2021.126857
– ident: ref58
  doi: 10.1186/s40537-020-00345-2
– ident: ref40
  doi: 10.1007/s10462-009-9124-7
– ident: ref76
  doi: 10.1016/j.atmosres.2022.106238
– ident: ref10
  doi: 10.5210/fm.v19i7.4901
– ident: ref38
  doi: 10.1016/j.enconman.2014.12.045
– ident: ref1
  doi: 10.3390/rs12223734
– ident: ref63
  doi: 10.1186/s40537-020-00345-2
– ident: ref25
  doi: 10.1007/s10666-020-09696-9
– ident: ref34
  doi: 10.3390/su10062064
– ident: ref99
  doi: 10.1186/s12864-019-6413-7
– ident: ref82
  doi: 10.1016/j.jenvman.2023.117357
– ident: ref39
  doi: 10.1257/aer.20180279
– ident: ref60
  doi: 10.1016/j.autcon.2022.104371
– ident: ref78
  doi: 10.1016/j.scitotenv.2022.159798
– ident: ref94
  doi: 10.1016/j.cmpb.2021.106584
– ident: ref92
  doi: 10.1016/j.engstruct.2022.114768
– ident: ref95
  doi: 10.1016/j.ajp.2022.103316
– ident: ref49
  doi: 10.1016/j.bspc.2022.104150
– ident: ref65
  doi: 10.1016/j.engappai.2022.105579
– ident: ref19
  doi: 10.1109/dasc-picom-cbdcom-cyberscitech52372.2021.00078
– ident: ref21
  doi: 10.1109/access.2020.3038883
– ident: ref67
  doi: 10.1016/j.eswa.2022.117943
– ident: ref15
  doi: 10.1016/j.apr.2021.101260
– volume: 1
  start-page: 1
  issue: 4
  year: 2015
  ident: ref52
  article-title: XgBoost: eXtreme gradient boosting
  publication-title: R Package Version 0.4–2
  contributor:
    fullname: Chen
– ident: ref45
  doi: 10.1109/icoin.2017.7899468
– ident: ref5
  doi: 10.1080/17538947.2020.1743785
– ident: ref18
  doi: 10.1109/bigdata.2018.8622559
– ident: ref73
  doi: 10.1016/j.asoc.2022.109632
– ident: ref96
  doi: 10.1016/j.cmpb.2022.107038
– ident: ref6
  doi: 10.1016/j.scib.2022.07.015
– ident: ref62
  doi: 10.1016/j.dcan.2022.10.004
– ident: ref28
  doi: 10.3390/su14063269
– ident: ref53
  doi: 10.1016/j.catena.2022.106491
– ident: ref26
  doi: 10.1007/s00477-018-1542-0
– ident: ref74
  doi: 10.1016/j.jhazmat.2022.130635
– ident: ref70
  doi: 10.1016/j.engappai.2022.105626
– ident: ref93
  doi: 10.1016/j.envsoft.2022.105466
– volume: 131
  year: 2022
  ident: ref47
  article-title: Adaptive boosted random forest-support vector machine based classification scheme for speaker identification
  publication-title: Appl. Soft Comput.
  contributor:
    fullname: Karthikeyan
– ident: ref50
  doi: 10.1109/icdm.2003.1250975
– ident: ref29
  doi: 10.3390/su12062570
– ident: ref66
  doi: 10.1016/j.jcmds.2022.100030
– ident: ref72
  doi: 10.1016/j.engappai.2022.105020
– ident: ref7
  doi: 10.1093/sw/47.3.209
– ident: ref9
  doi: 10.1108/imefm-08-2020-0408
– ident: ref89
  doi: 10.1016/j.asoc.2022.109637
– ident: ref83
  doi: 10.1016/j.cbrev.2021.12.002
– ident: ref64
  doi: 10.1016/j.compbiomed.2022.106466
– ident: ref81
  doi: 10.1016/j.asr.2022.11.046
– volume-title: A Short Introduction to Boosting
  year: 1999
  ident: ref46
  contributor:
    fullname: Freund
– ident: ref61
  doi: 10.1016/j.envsoft.2022.105447
– ident: ref8
  doi: 10.1109/IWBIS.2017.8275097
– ident: ref100
  doi: 10.1109/access.2020.3033796
– ident: ref44
  doi: 10.1109/tii.2014.2306391
– ident: ref23
  doi: 10.1007/s00477-020-01784-2
– ident: ref80
  doi: 10.1016/j.atmosenv.2020.117434
– ident: ref43
  doi: 10.1016/j.scs.2022.104050
– ident: ref24
  doi: 10.1016/j.jenvman.2020.110429
– ident: ref48
  doi: 10.1016/j.chemolab.2022.104690
– ident: ref90
  doi: 10.1016/j.enconman.2018.12.103
– ident: ref56
  doi: 10.3389/fnbot.2013.00021
– ident: ref22
  doi: 10.1007/s10661-020-08376-1
– ident: ref36
  doi: 10.1007/s00704-007-0299-z
– ident: ref77
  doi: 10.1016/j.conbuildmat.2022.128296
– ident: ref85
  doi: 10.1016/j.ocemod.2021.101832
– ident: ref84
  doi: 10.1016/j.asej.2020.11.011
– ident: ref79
  doi: 10.1016/j.cageo.2022.105242
– ident: ref97
  doi: 10.1016/j.ress.2022.109045
– ident: ref11
  doi: 10.1109/jbhi.2015.2406883
– ident: ref86
  doi: 10.1016/j.rsase.2021.100565
– ident: ref42
  doi: 10.2352/issn.2470-1173.2016.1.vda-505
– ident: ref41
  doi: 10.1016/j.scitotenv.2019.135161
– ident: ref57
  doi: 10.1016/j.knosys.2021.106993
– ident: ref68
  doi: 10.1016/j.compgeo.2022.105156
– ident: ref33
  doi: 10.1016/j.envint.2021.106715
– ident: ref27
  doi: 10.3390/su14042068
– ident: ref98
  doi: 10.1016/j.patcog.2019.02.023
– ident: ref4
  doi: 10.1080/20964471.2021.1939989
– ident: ref14
  doi: 10.4236/jep.2015.65044
– volume-title: Tree Boosting With XGBoost
  year: 2016
  ident: ref55
  contributor:
    fullname: Nielsen
– ident: ref31
  doi: 10.1289/ehp2732
– ident: ref37
  doi: 10.1007/978-3-319-62407-5_31
– ident: ref87
  doi: 10.1016/j.patrec.2021.09.018
– start-page: 58
  year: 2020
  ident: ref51
  article-title: Prediction of netizen tweets using random forest, decision tree, Naïve Bayes, and ensemble algorithm
  publication-title: Sinkron
  contributor:
    fullname: Rianto
– ident: ref12
  doi: 10.1016/j.rser.2015.11.050
– ident: ref91
  doi: 10.1016/j.engstruct.2021.112109
– ident: ref75
  doi: 10.1016/j.cscm.2022.e01649
– ident: ref2
  doi: 10.1038/s41598-022-25570-y
SSID ssj0000816957
Score 2.3115225
SourceID crossref
SourceType Aggregation Database
StartPage 35680
Title Boosting Algorithm to Handle Unbalanced Classification of PM 2.5 Concentration Levels by Observing Meteorological Parameters in Jakarta-Indonesia Using AdaBoost, XGBoost, CatBoost, and LightGBM
Volume 11
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lj9owELbo9tIeqj7Vt-bQG4SGJE7wkUXbpaul5UAlekK2kxRESyoeqpZ_15_Tf9EZOzGhi6puL5FjgbE1H-NvxuMZxt6oVPkdladolujci3giPZl0tRdHwucZVyrITZTvh3jwKbqY8Emj8asWtbTdqLbeHb1X8j9SxT6UK92SvYFk3aDYgW2ULz5Rwvj8JxmfFsXahC33vn4p0MqffSMqOTCJE5BNKgpbpPN9U_mSYoIcPxwNm0Gb030_G51p-i8pgGhNhPSjImctjTxEUl2snIYcSQrmooyc5Ci5kAuclfTeU0mQbD2XTRuB0EulmRrJb3Lumn25cW3y11-SY-D8dFgnyGR8NqWp4rh3gM_kapvaZAdj1EH7c5MVTsCCZLe7ap4tCqfpaUk_5lYDpnJGxxQL98WyhPTn7XJW1N0e9k6y1YtBJxZeyMMyg_aRvkqxd2qaOeSxLRlVbvP4bkvpXt9DTArWXr-P_4A2_XQbKS73S81-kLH7j53UxTcay8oXUzvIlAaZloPcYrcD1Im8Zv0b0tDFFZi8tG4pZY4sHOftkcnUeFSNEI3vs3ulJQM9C8sHrJEtH7K7tfyWj9jPCqDgAAqbAixAYQ9QOAQoFDmMhoAAhQOAggUoqCtwAIVDgMIeoDBfwjWAggEoVABtQQnPFlTgbAHODipoPmbjd2fj_sAra4Z4WkTC08oXMujIzNdch0EaRILC7BWaRUJJgXRWx0mSSOnnKZ2xpzpSidZohsg81FKGT9jJEif0lEGgVKqRDlMsQ5TxrhCZRlsK7f80lWjlPGOtSgDT7zYzzPQvcn9-s4-_YHfo1Tr7XrKTzWqbvUL6u1GvDXB-A2_-r8M
link.rule.ids 315,783,787,867,4031,27935,27936,27937
linkProvider Directory of Open Access Journals
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=Boosting+Algorithm+to+Handle+Unbalanced+Classification+of+PM+2.5+Concentration+Levels+by+Observing+Meteorological+Parameters+in+Jakarta-Indonesia+Using+AdaBoost%2C+XGBoost%2C+CatBoost%2C+and+LightGBM&rft.jtitle=IEEE+access&rft.au=Toharudin%2C+Toni&rft.au=Caraka%2C+Rezzy+Eko&rft.au=Pratiwi%2C+Indah+Reski&rft.au=Kim%2C+Yunho&rft.date=2023&rft.issn=2169-3536&rft.eissn=2169-3536&rft.volume=11&rft.spage=35680&rft.epage=35696&rft_id=info:doi/10.1109%2FACCESS.2023.3265019&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_ACCESS_2023_3265019
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2169-3536&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2169-3536&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2169-3536&client=summon