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Volumn 48, Issue 2, 2008, Pages 235-243

A machine learning predictor of facial attractiveness revealing human-like psychophysical biases

Author keywords

Aesthetics; Computational neuroscience; Face perception; Facial attractiveness; Machine learning

Indexed keywords

ALGORITHM; ARTICLE; CORRELATION COEFFICIENT; DECISION MAKING; ESTHETICS; HUMAN; LINEAR REGRESSION ANALYSIS; MACHINE LEARNING; MODEL; PHYSICAL ATTRACTIVENESS; PRIORITY JOURNAL; PSYCHOPHYSICS; SIMULATION; SUPPORT VECTOR MACHINE;

EID: 38549125396     PISSN: 00426989     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.visres.2007.11.007     Document Type: Article
Times cited : (54)

References (34)
  • 1
    • 84970220777 scopus 로고
    • Averaged faces are attractive but very attractive faces are not average
    • Alley T.R., and Cunningham M.R. Averaged faces are attractive but very attractive faces are not average. Psychological Science 2 (1991) 123-125
    • (1991) Psychological Science , vol.2 , pp. 123-125
    • Alley, T.R.1    Cunningham, M.R.2
  • 2
    • 0004134698 scopus 로고
    • Princeton University Press, Princeton, NJ
    • Andersson M. Sexual selection (1994), Princeton University Press, Princeton, NJ
    • (1994) Sexual selection
    • Andersson, M.1
  • 3
    • 0033556920 scopus 로고    scopus 로고
    • Implicit learning in 3D object recognition: The importance of temporal context
    • Becker S. Implicit learning in 3D object recognition: The importance of temporal context. Neural Computation 11 2 (1999) 347-374
    • (1999) Neural Computation , vol.11 , Issue.2 , pp. 347-374
    • Becker, S.1
  • 4
    • 0010175044 scopus 로고
    • Measuring the physical attractiveness: Quasi-experiments on the sociobiology of female facial beauty
    • Cunningham M.R. Measuring the physical attractiveness: Quasi-experiments on the sociobiology of female facial beauty. Journal of Personality and Social Psychology 50 (1986) 925-935
    • (1986) Journal of Personality and Social Psychology , vol.50 , pp. 925-935
    • Cunningham, M.R.1
  • 5
    • 0038337434 scopus 로고    scopus 로고
    • Dimensions of facial physical attractiveness: The intersection of biology and culture
    • Rhodes G., and Zebrowitz L.A. (Eds), Ablex, Westport, CT
    • Cunningham M.R., Barbee A.P., and Philhower C.L. Dimensions of facial physical attractiveness: The intersection of biology and culture. In: Rhodes G., and Zebrowitz L.A. (Eds). Advances in visual cognition, vol. 1: facial attractiveness (2002), Ablex, Westport, CT
    • (2002) Advances in visual cognition, vol. 1: facial attractiveness
    • Cunningham, M.R.1    Barbee, A.P.2    Philhower, C.L.3
  • 6
    • 0006659371 scopus 로고
    • Their ideas of beauty are, on the whole, the same as ours: Consistency and variability in the cross-cultural perception of female physical attractiveness
    • Cunningham M.R., Roberts A.R., Wu C.-H., Barbee A.P., and Druen P.B. Their ideas of beauty are, on the whole, the same as ours: Consistency and variability in the cross-cultural perception of female physical attractiveness. Journal of Personality and Social Psychology 68 (1995) 261-279
    • (1995) Journal of Personality and Social Psychology , vol.68 , pp. 261-279
    • Cunningham, M.R.1    Roberts, A.R.2    Wu, C.-H.3    Barbee, A.P.4    Druen, P.B.5
  • 8
    • 33644874834 scopus 로고    scopus 로고
    • Facial attractiveness: Beauty and the machine
    • Eisenthal Y., Dror G., and Ruppin E. Facial attractiveness: Beauty and the machine. Neural Computation 18 (2006) 119-142
    • (2006) Neural Computation , vol.18 , pp. 119-142
    • Eisenthal, Y.1    Dror, G.2    Ruppin, E.3
  • 9
    • 85047683155 scopus 로고    scopus 로고
    • Human (homo sapiens) facial attractiveness in relation to skin texture and color
    • Fink B., Grammer K., and Thornhill R. Human (homo sapiens) facial attractiveness in relation to skin texture and color. Journal of Comparative Psychology 115 (2001) 92-99
    • (2001) Journal of Comparative Psychology , vol.115 , pp. 92-99
    • Fink, B.1    Grammer, K.2    Thornhill, R.3
  • 12
    • 0028502153 scopus 로고
    • Human (Homo sapiens) facial attractiveness and sexual selection: The role of symmetry and averageness
    • Grammer K., and Thornhill R. Human (Homo sapiens) facial attractiveness and sexual selection: The role of symmetry and averageness. Journal of Comparative Psychology 108 (1994) 233-242
    • (1994) Journal of Comparative Psychology , vol.108 , pp. 233-242
    • Grammer, K.1    Thornhill, R.2
  • 14
    • 0042779672 scopus 로고    scopus 로고
    • It's not just average faces that are attractive: Computer-manipulated averageness makes birds, fish, and automobiles attractive
    • Halberstadt J.B., and Rhodes G. It's not just average faces that are attractive: Computer-manipulated averageness makes birds, fish, and automobiles attractive. Psychonomic Bulletin and Review 10 (2003) 149-156
    • (2003) Psychonomic Bulletin and Review , vol.10 , pp. 149-156
    • Halberstadt, J.B.1    Rhodes, G.2
  • 17
    • 38549139319 scopus 로고    scopus 로고
    • Kurzweil, R. (2005). The singularity is near: When humans transcend biology. Viking Penguin.
    • Kurzweil, R. (2005). The singularity is near: When humans transcend biology. Viking Penguin.
  • 20
    • 0010945351 scopus 로고    scopus 로고
    • Evolution and individual differences in the perception of attractiveness: How cyclic hormonal changes and self-perceived attractiveness influence female preferences for male faces
    • Rhodes G., and Zebrowitz L.A. (Eds), Ablex, Westport, CT
    • Little A.C., Penton-Voak I.S., Burt D.M., and Perrett D.I. Evolution and individual differences in the perception of attractiveness: How cyclic hormonal changes and self-perceived attractiveness influence female preferences for male faces. In: Rhodes G., and Zebrowitz L.A. (Eds). Advances in visual cognition, vol. 1: facial attractiveness (2002), Ablex, Westport, CT
    • (2002) Advances in visual cognition, vol. 1: facial attractiveness
    • Little, A.C.1    Penton-Voak, I.S.2    Burt, D.M.3    Perrett, D.I.4
  • 22
    • 0033327181 scopus 로고    scopus 로고
    • 3D shape and 2D surface textures of human faces: The role of averages in attractiveness and age
    • ÓToole A.J., Price T., Vetter T., Bartlett J.C., and Blanz V. 3D shape and 2D surface textures of human faces: The role of averages in attractiveness and age. Image and Vision Computing 18 (1999) 9-19
    • (1999) Image and Vision Computing , vol.18 , pp. 9-19
    • ÓToole, A.J.1    Price, T.2    Vetter, T.3    Bartlett, J.C.4    Blanz, V.5
  • 23
    • 0028351708 scopus 로고
    • Facial shape and judgments of female attractiveness
    • Perrett D.I., May K.A., and Yoshikawa S. Facial shape and judgments of female attractiveness. Nature 368 (1994) 239-242
    • (1994) Nature , vol.368 , pp. 239-242
    • Perrett, D.I.1    May, K.A.2    Yoshikawa, S.3
  • 24
    • 38549164942 scopus 로고    scopus 로고
    • Rasmussen, C. E., & Williams, C. K. I. (2006). Gaussian processes for machine learning. The MIT Press. ISBN 0-262-18253-X.
    • Rasmussen, C. E., & Williams, C. K. I. (2006). Gaussian processes for machine learning. The MIT Press. ISBN 0-262-18253-X.
  • 25
    • 10844219729 scopus 로고    scopus 로고
    • Processing fluency and aesthetic pleasure: Is beauty in the perceiver's processing experience?
    • Reber R., Schwarz N., and Winkielman P. Processing fluency and aesthetic pleasure: Is beauty in the perceiver's processing experience?. Personality and Social Psychology Review 8 (2004) 364-382
    • (2004) Personality and Social Psychology Review , vol.8 , pp. 364-382
    • Reber, R.1    Schwarz, N.2    Winkielman, P.3
  • 26
    • 0039424076 scopus 로고    scopus 로고
    • Are average facial configurations attractive only because of their symmetry?
    • Rhodes G., Sumich A., and Byatt G. Are average facial configurations attractive only because of their symmetry?. Psychological Science 10 (1999) 52-58
    • (1999) Psychological Science , vol.10 , pp. 52-58
    • Rhodes, G.1    Sumich, A.2    Byatt, G.3
  • 27
    • 0037661681 scopus 로고    scopus 로고
    • What makes a face attractive and why: The role of averageness in defining facial beauty
    • Rhodes G., and Zebrowitz L.A. (Eds), Ablex, Westport, CT
    • Rubenstein A.J., Langlois J.H., and Roggman L.A. What makes a face attractive and why: The role of averageness in defining facial beauty. In: Rhodes G., and Zebrowitz L.A. (Eds). Advances in visual cognition, vol. 1: facial attractiveness (2002), Ablex, Westport, CT
    • (2002) Advances in visual cognition, vol. 1: facial attractiveness
    • Rubenstein, A.J.1    Langlois, J.H.2    Roggman, L.A.3
  • 28
    • 0036145791 scopus 로고    scopus 로고
    • Games, computers, and artificial intelligence
    • Schaeffer J., and Herik H.J. Games, computers, and artificial intelligence. Artificial Intelligence 134 (2002) 1-7
    • (2002) Artificial Intelligence , vol.134 , pp. 1-7
    • Schaeffer, J.1    Herik, H.J.2
  • 29
    • 84972758241 scopus 로고
    • Artificial experts: Essay review
    • Slezak P. Artificial experts: Essay review. Social Studies of Science 22 1 (1991) 175-201
    • (1991) Social Studies of Science , vol.22 , Issue.1 , pp. 175-201
    • Slezak, P.1
  • 30
    • 38549115855 scopus 로고    scopus 로고
    • Suykens, J. A. K., Van Gestel, T., De Brabanter, J., De Moor, B., & Vandewalle, J. (2002). Least squares support vector machines. World Scientific, Singapore. ISBN 981-238-151-1.
    • Suykens, J. A. K., Van Gestel, T., De Brabanter, J., De Moor, B., & Vandewalle, J. (2002). Least squares support vector machines. World Scientific, Singapore. ISBN 981-238-151-1.
  • 32
    • 0029027658 scopus 로고
    • She is not a beauty even when she smiles: Possible evolutionary basis for a relationship between facial attractiveness and hemispheric specialization
    • Zaidel D.W., Chen A.C., and German C. She is not a beauty even when she smiles: Possible evolutionary basis for a relationship between facial attractiveness and hemispheric specialization. Neuropsychologia 33 5 (1995) 649-655
    • (1995) Neuropsychologia , vol.33 , Issue.5 , pp. 649-655
    • Zaidel, D.W.1    Chen, A.C.2    German, C.3
  • 33
    • 0038337423 scopus 로고    scopus 로고
    • Nature let a hundred flowers bloom: The multiple ways and wherefores of attractiveness
    • Rhodes G., and Zebrowitz L.A. (Eds), Ablex, Westport, CT
    • Zebrowitz L.A., and Rhodes G. Nature let a hundred flowers bloom: The multiple ways and wherefores of attractiveness. In: Rhodes G., and Zebrowitz L.A. (Eds). Advances in visual cognition, vol. 1: facial attractiveness (2002), Ablex, Westport, CT
    • (2002) Advances in visual cognition, vol. 1: facial attractiveness
    • Zebrowitz, L.A.1    Rhodes, G.2
  • 34
    • 38549115346 scopus 로고    scopus 로고
    • Zhao, W. Y., Chellappa, R., Rosenfeld, A., & Phillips, P. J. (2000). Face recognition: A literature survey. UMD CfAR Technical Report CAR-TR-948.
    • Zhao, W. Y., Chellappa, R., Rosenfeld, A., & Phillips, P. J. (2000). Face recognition: A literature survey. UMD CfAR Technical Report CAR-TR-948.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.