Human Awareness Support by Changing Values of Hidden Factors of Input Stimuli Dynamically

We propose an awareness support system that helps a user to be aware of the reason of his/her evaluations. Based on our proposed definition of human awareness mechanism, we extract hidden factors of input information using an autoencoder neural networks and implement its decoder part into an awarene...

Full description

Saved in:
Bibliographic Details
Published in2018 9th International Conference on Awareness Science and Technology (iCAST) pp. 20 - 25
Main Authors TAKAGI, Hideyuki, IKEDA, Keisuke, LAI, WeiQiang
Format Conference Proceeding
LanguageEnglish
Japanese
Published IEEE 01.09.2018
Subjects
Artificial neural networks
awareness support system
Bars
Decoding
dynamic change
Face
Graphical user interfaces
hidden variables
IEC
neural networks
Online AccessGet full text
ISSN2325-5994
DOI10.1109/ICAwST.2018.8517174

Cover

Abstract We propose an awareness support system that helps a user to be aware of the reason of his/her evaluations. Based on our proposed definition of human awareness mechanism, we extract hidden factors of input information using an autoencoder neural networks and implement its decoder part into an awareness support system. The big feature of this system is to let a user change the values of the extracted hidden factors manually and observe the system outputs that change according to the changes of hidden factors. Experimental results using a task of generating facial emotions with 21 human subjects have shown the effectiveness of this approach.
AbstractList We propose an awareness support system that helps a user to be aware of the reason of his/her evaluations. Based on our proposed definition of human awareness mechanism, we extract hidden factors of input information using an autoencoder neural networks and implement its decoder part into an awareness support system. The big feature of this system is to let a user change the values of the extracted hidden factors manually and observe the system outputs that change according to the changes of hidden factors. Experimental results using a task of generating facial emotions with 21 human subjects have shown the effectiveness of this approach.
Author IKEDA, Keisuke
LAI, WeiQiang
TAKAGI, Hideyuki
Author_xml – sequence: 1
  givenname: Hideyuki
  surname: TAKAGI
  fullname: TAKAGI, Hideyuki
  organization: Faculty of Design, Kyushu University, Fukuoka, 815-8540, Japan
– sequence: 2
  givenname: Keisuke
  surname: IKEDA
  fullname: IKEDA, Keisuke
  organization: Graduate School of Design, Kyushu University, Fukuoka, 815-8540, Japan
– sequence: 3
  givenname: WeiQiang
  surname: LAI
  fullname: LAI, WeiQiang
  organization: Graduate School of Design, Kyushu University, Fukuoka, 815-8540, Japan
BookMark eNotkMtKw0AYRkdRsNY-QTfzAqnzzyUzsyzRmkLBRYrgqkySP3UkmYRcKHl7Rbv64CwOh--R3IU2ICFrYBsAZp_3yfaSHTecgdkYBRq0vCErqw0oYWJleMxuyYILriJlrXwgq2H4ZoyBjS2P7YJ8plPjAt1eXI8Bh4FmU9e1_UjzmSZfLpx9ONMPV0840LaiqS9LDHTnirHt_8g-dNNIs9E3U-3pyxxc4wtX1_MTua9cPeDqukty3L0ekzQ6vL_9Zh8iL0COEcrClA6M0Ua6XOWsACEEahlL6ZADVAUwLmWulUbBUeZgqkLpSjJXqlIsyfpf6xHx1PW-cf18un4hfgDMfVUO
ContentType Conference Proceeding
DBID 6IE
6IL
CBEJK
RIE
RIL
DOI 10.1109/ICAwST.2018.8517174
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Xplore POP ALL
IEEE Xplore All Conference Proceedings
IEEE Electronic Library (IEL)
IEEE Proceedings Order Plans (POP All) 1998-Present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE/IET Electronic Library
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISBN 9781538658260
1538658267
EISSN 2325-5994
EndPage 25
ExternalDocumentID 8517174
Genre orig-research
GroupedDBID 6IE
6IF
6IL
6IN
AAJGR
AAWTH
ABLEC
ALMA_UNASSIGNED_HOLDINGS
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CBEJK
IEGSK
OCL
RIE
RIL
ID FETCH-LOGICAL-i314t-e4c8da188784ab5b0c1333e74644ae211fc10244b757e32e4b18fc57f40ad5d3
IEDL.DBID RIE
IngestDate Wed Aug 27 02:46:38 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed false
IsScholarly false
Language English
Japanese
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-i314t-e4c8da188784ab5b0c1333e74644ae211fc10244b757e32e4b18fc57f40ad5d3
OpenAccessLink https://hdl.handle.net/2324/2230939
PageCount 6
ParticipantIDs ieee_primary_8517174
PublicationCentury 2000
PublicationDate 2018-09-01
PublicationDateYYYYMMDD 2018-09-01
PublicationDate_xml – month: 09
  year: 2018
  text: 2018-09-01
  day: 01
PublicationDecade 2010
PublicationTitle 2018 9th International Conference on Awareness Science and Technology (iCAST)
PublicationTitleAbbrev ICAwST
PublicationYear 2018
Publisher IEEE
Publisher_xml – name: IEEE
SSID ssj0001969269
ssj0002685567
Score 1.6731566
Snippet We propose an awareness support system that helps a user to be aware of the reason of his/her evaluations. Based on our proposed definition of human awareness...
SourceID ieee
SourceType Publisher
StartPage 20
SubjectTerms Artificial neural networks
awareness support system
Bars
Decoding
dynamic change
Face
Graphical user interfaces
hidden variables
IEC
neural networks
Title Human Awareness Support by Changing Values of Hidden Factors of Input Stimuli Dynamically
URI https://ieeexplore.ieee.org/document/8517174
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1NT8JAEN0gJ0-oYPzOHjzaQtvdtnskKAETjAlo8ET2YzYhkmJMCcFf72xbIBoP3tpNOtnstDsz2_fmEXIbJlgEKIcSDyH0GGjpKcXBU9IwAdxYax05efQUD17Y45RPa-Rux4UBgAJ8Br67LP7lm6VeuaOyttORxwz6gBzga1ZytfbnKSIWlVh2cR_GKedxUjUaCjqiPex11-OJQ3OlfmXph6RKEVH6DTLazqUEkrz7q1z5-utXm8b_TvaItPbcPfq8i0rHpAbZCWlsxRto9S03yVtxfE-7a8cGw-2OOn1PzMWp2tCCcoBP01e5wLBBl5YOXKuRjPZLeR43MszQIh3ncwewovelsr1cLDYtMuk_THoDr9JZ8OZRwHIPmE6NDHC7SZlUXHU0Fq4RJAxzJQlYIVqNaQhjKuEJoE-ZClKreWJZRxpuolNSz5YZnBEqmHDtXQyXkWTCSjQqAIJIG-nAtOk5abqFmn2UnTRm1Rpd_D18SQ6ds0pE1xWp558ruMYUIFc3he-_AXbvsJ4
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1NT8IwGG4QD3pCBeO3PXh0k7F2W48EJUOBmDANnkg_3iZEMowZIfjrbbcB0XjwtjXZm6bd-n7sed4HoZtWaJIAYVHiLWg5BCR3hKDgCK4IA6q01pacPBgG8Qt5HNNxBd1uuDAAkIPPwLWX-b98NZcLWyq7szryJoLeQbvG7xNasLW2FRUWsFIuO79vBRGlQVi2GvKa7K7XaS9HicVzRW5p64eoSu5TujU0WM-mgJK8u4tMuPLrV6PG_073ADW27D38vPFLh6gC6RGqreUbcPk119FbXsDH7aXlg5kDD1uFTxONY7HCOenAPI1f-cw4DjzXOLbNRlLcLQR67EgvNRbxKJtaiBW-L7Tt-Wy2aqCk-5B0YqdUWnCmvkcyB4iMFPfMgRMRLqhoSpO6-hASEy1xMDmiliYQIUSENASzq0R4kZY01KTJFVX-Maqm8xROEGaE2QYvinKfE6a5McoAPF8qbuG00Smq24WafBS9NCblGp39PXyN9uJk0J_0e8Onc7RvN67Ad12gava5gEsTEGTiKn8PvgHmc7Pr
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%3Abook&rft.genre=proceeding&rft.title=2018+9th+International+Conference+on+Awareness+Science+and+Technology+%28iCAST%29&rft.atitle=Human+Awareness+Support+by+Changing+Values+of+Hidden+Factors+of+Input+Stimuli+Dynamically&rft.au=TAKAGI%2C+Hideyuki&rft.au=IKEDA%2C+Keisuke&rft.au=LAI%2C+WeiQiang&rft.date=2018-09-01&rft.pub=IEEE&rft.eissn=2325-5994&rft.spage=20&rft.epage=25&rft_id=info:doi/10.1109%2FICAwST.2018.8517174&rft.externalDocID=8517174