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Volumn 38, Issue 9, 2011, Pages 11382-11393

A classification-based Kansei engineering system for modeling consumers' affective responses and analyzing product form features

Author keywords

Factor analysis (FA); Kansei engineering; Procrustes analysis (PA); Support vector machine (SVM); Support vector machine recursive feature elimination (SVM RFE)

Indexed keywords

AFFECTIVE RESPONSE; CLASS LABELS; CLASSIFICATION MODELS; CROSS VALIDATION; FACTOR ANALYSIS; KANSEI ENGINEERING; MULTICLASS SUPPORT VECTOR MACHINES; OPTIMAL TRAINING; PROCRUSTES ANALYSIS; PRODUCT DESIGNERS; PRODUCT FORM DESIGN; PRODUCT FORMS; RELATIVE IMPORTANCE; SUPPORT VECTOR MACHINE RECURSIVE FEATURE ELIMINATION (SVM-RFE); SUPPORT VECTOR MACHINE RECURSIVE FEATURE ELIMINATIONS; WEIGHT DISTRIBUTIONS;

EID: 79955589495     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.03.008     Document Type: Article
Times cited : (71)

References (34)
  • 1
    • 22244442790 scopus 로고    scopus 로고
    • Application of product semantics to footwear design. Part I - Identification of footwear semantic space applying diferential semantics
    • DOI 10.1016/j.ergon.2005.02.005, PII S0169814105000429
    • E. Alcantara, M.A. Artacho, J.C. Gonzalez, and A.C. Garcia Application of product semantics to footwear design. Part I - Identification of footwear semantic space applying differential semantics International Journal of Industrial Ergonomics 35 2005 713 725 (Pubitemid 40991428)
    • (2005) International Journal of Industrial Ergonomics , vol.35 , Issue.8 , pp. 713-725
    • Alcantara, E.1    Artacho, M.A.2    Gonzalez, J.C.3    Garcia, A.C.4
  • 2
    • 0035121890 scopus 로고    scopus 로고
    • Perceptual factors underlying user preferences toward product form of mobile phones
    • DOI 10.1016/S0169-8141(00)00054-8, PII S0169814100000548
    • M.C. Chuang, C.C. Chang, and S.H. Hsu Perceptual factors underlying user preferences toward product form of mobile phones International Journal of Industrial Ergonomics 27 2001 247 258 (Pubitemid 32143776)
    • (2001) International Journal of Industrial Ergonomics , vol.27 , Issue.4 , pp. 247-258
    • Chuang, M.C.1    Chang, C.C.2    Hsu, S.H.3
  • 3
    • 34247931317 scopus 로고
    • Factor analysis of semantic differential data
    • P. Coxhead, and J.M. Bynner Factor analysis of semantic differential data Quality and Quantity 15 1981 553 567
    • (1981) Quality and Quantity , vol.15 , pp. 553-567
    • Coxhead, P.1    Bynner, J.M.2
  • 4
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • DOI 10.1023/A:1012487302797
    • I. Guyon, J. Weston, S. Barnhill, and V. Bapnik Gene selection for cancer classification using support vector machines Machine Learning 46 1-3 2002 389 422 (Pubitemid 34129977)
    • (2002) Machine Learning , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 5
    • 0344512416 scopus 로고    scopus 로고
    • A systematic approach for coupling user satisfaction with product design
    • DOI 10.1080/00140130310001610928
    • S.H. Han, and S.W. Hong A systematic approach for coupling user satisfaction with product design Ergonomics 46 13/14 2003 1441 1461 (Pubitemid 37461137)
    • (2003) Ergonomics , vol.46 , Issue.13-14 , pp. 1441-1461
    • Han, S.H.1    Hong, S.W.2
  • 8
    • 0031187372 scopus 로고    scopus 로고
    • A semantic and shape grammar based approach for product design
    • S.W. Hsiao, and C.H. Chen A semantic and shape grammar based approach for product design Design Studies 18 1997 275 296
    • (1997) Design Studies , vol.18 , pp. 275-296
    • Hsiao, S.W.1    Chen, C.H.2
  • 10
    • 0036131854 scopus 로고    scopus 로고
    • A neural network based approach for product form design
    • DOI 10.1016/S0142-694X(01)00015-1, PII S0142694X01000151
    • S.W. Hsiao, and H.C. Huang A neural network based approach for product form design Design Studies 23 2002 67 84 (Pubitemid 33110317)
    • (2002) Design Studies , vol.23 , Issue.1 , pp. 67-84
    • Hsiao, S.-W.1    Huang, H.C.2
  • 11
    • 10044259862 scopus 로고    scopus 로고
    • A neurofuzzy-evolutionary approach for product design
    • S.W. Hsiao, and E. Liu A neurofuzzy-evolutionary approach for product design Integrated Computer-Aided Engineering 11 2004 323 338
    • (2004) Integrated Computer-Aided Engineering , vol.11 , pp. 323-338
    • Hsiao, S.W.1    Liu, E.2
  • 12
    • 15244355266 scopus 로고    scopus 로고
    • Applying a hybrid approach based on fuzzy neural network and genetic algorithm to product form design
    • S.W. Hsiao, and H.C. Tsai Applying a hybrid approach based on fuzzy neural network and genetic algorithm to product form design International Journal of Industrial Ergonomics 35 2005 411 428
    • (2005) International Journal of Industrial Ergonomics , vol.35 , pp. 411-428
    • Hsiao, S.W.1    Tsai, H.C.2
  • 13
    • 0343503025 scopus 로고    scopus 로고
    • A semantic differential study of designers' and users' product form perception
    • DOI 10.1016/S0169-8141(99)00026-8, PII S0169814199000268
    • S.H. Hsu, M.C. Chuang, and C.C. Chang A semantic differential study of designers' and users' product form perception International Journal of Industrial Ergonomics 25 2000 375 391 (Pubitemid 30103575)
    • (2000) International Journal of Industrial Ergonomics , vol.25 , Issue.4 , pp. 375-391
    • Hsu, S.H.1    Chuang, M.C.2    Chang, C.C.3
  • 17
    • 0002229304 scopus 로고    scopus 로고
    • Pairwise classification and support vector machines
    • U. Krebel Pairwise classification and support vector machines B. Scholkopf, J.C. Burges, A.J. Smola, Advances in kernel methods - Support vector learning 1999 MIT Press Cambridge, MA 255 268
    • (1999) Advances in Kernel Methods - Support Vector Learning , pp. 255-268
    • Krebel, U.1
  • 18
    • 0002457803 scopus 로고
    • Selection of variables to preserve multivariate data structure, using principal components
    • W.J. Krzanowski Selection of variables to preserve multivariate data structure, using principal components Applied Statistics 36 1 1987 22 33
    • (1987) Applied Statistics , vol.36 , Issue.1 , pp. 22-33
    • Krzanowski, W.J.1
  • 19
    • 0036024017 scopus 로고    scopus 로고
    • A methodology for evaluating the usability of audiovisual consumer electronic products
    • DOI 10.1016/S0003-6870(02)00034-0, PII S0003687002000340
    • J. Kwahk, and S.H. Han A methodology for evaluating the usability of audiovisual consumer electronic products Applied Ergonomics 33 2002 419 431 (Pubitemid 34879169)
    • (2002) Applied Ergonomics , vol.33 , Issue.5 , pp. 419-431
    • Kwahk, J.1    Han, S.H.2
  • 21
    • 33747346222 scopus 로고    scopus 로고
    • Chemometrics, econometrics, psychometrics-How best to handle hedonics?
    • DOI 10.1016/j.foodqual.2005.09.003, PII S095032930500145X
    • D. MacKay Chemometrics, econometrics, psychometrics - How best to handle hedonics? Food Quality and Preference 17 2006 529 535 (Pubitemid 44242036)
    • (2006) Food Quality and Preference , vol.17 , Issue.7-8 , pp. 529-535
    • MacKay, D.1
  • 22
    • 0029080101 scopus 로고
    • Kansei engineering: A new ergonomic consumer-oriented technology for product development
    • M. Nagamachi Kansei engineering: A new ergonomic consumer-oriented technology for product development International Journal of Industrial Ergonomics 15 1 1995 311 346
    • (1995) International Journal of Industrial Ergonomics , vol.15 , Issue.1 , pp. 311-346
    • Nagamachi, M.1
  • 25
    • 2342641982 scopus 로고    scopus 로고
    • A fuzzy rule-based approach to modeling affective user satisfaction towards office chair design
    • DOI 10.1016/j.ergon.2004.01.006, PII S016981410400023X
    • J. Park, and S.H. Han A fuzzy rule-based approach to modeling affective user satisfaction towards office chair design International Journal of Industrial Ergonomics 34 2004 31 47 (Pubitemid 38595414)
    • (2004) International Journal of Industrial Ergonomics , vol.34 , Issue.1 , pp. 31-47
    • Park, J.1    Han, S.H.2
  • 27
    • 79952377457 scopus 로고    scopus 로고
    • A clustering approach to affective dimension responses selection for product design
    • M.D. Shieh, J.H. Wang, and C.C. Yang A clustering approach to affective dimension responses selection for product design Journal of Convergence Information Technology 6 2 2011 197 206
    • (2011) Journal of Convergence Information Technology , vol.6 , Issue.2 , pp. 197-206
    • Shieh, M.D.1    Wang, J.H.2    Yang, C.C.3
  • 28
  • 29
    • 44649198345 scopus 로고    scopus 로고
    • Classification model for product form design using fuzzy support vector machines
    • M.D. Shieh, and C.C. Yang Classification model for product form design using fuzzy support vector machines Computers and Industrial Engineering 55 1 2008 150 164
    • (2008) Computers and Industrial Engineering , vol.55 , Issue.1 , pp. 150-164
    • Shieh, M.D.1    Yang, C.C.2
  • 30
    • 44949258241 scopus 로고    scopus 로고
    • Multiclass SVM-RFE for product form feature selection
    • M.D. Shieh, and C.C. Yang Multiclass SVM-RFE for product form feature selection Expert Systems with Applications 35 1-2 2008 531 541
    • (2008) Expert Systems with Applications , vol.35 , Issue.12 , pp. 531-541
    • Shieh, M.D.1    Yang, C.C.2
  • 32
    • 79952628295 scopus 로고    scopus 로고
    • Constructing a hybrid Kansei engineering system based on multiple affective responses: Application to product form design
    • C.C. Yang Constructing a hybrid Kansei engineering system based on multiple affective responses: Application to product form design Computers & Industrial Engineering 60 4 2011 760 768
    • (2011) Computers & Industrial Engineering , vol.60 , Issue.4 , pp. 760-768
    • Yang, C.C.1
  • 33
    • 78049369155 scopus 로고    scopus 로고
    • A support vector regression based prediction model of affective responses for product form design
    • C.C. Yang, and M.D. Shieh A support vector regression based prediction model of affective responses for product form design Computers & Industrial Engineering 59 4 2010 682 689
    • (2010) Computers & Industrial Engineering , vol.59 , Issue.4 , pp. 682-689
    • Yang, C.C.1    Shieh, M.D.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.