Citation Relationships

Eisenthal Y, Dror G, Ruppin E (2005) Facial Attractiveness: Beauty and the Machine Neural Comput 18:119-142

References and models cited by this paper

References and models that cite this paper

Alley TR, Cunningham MR (1991) Averaged faces are attractive, but very attractive faces are not average Psychological Science 2:123-125

Baenninger M (1994) The development of face recognition: featural or configurational processing? J Exp Child Psychol 57:377-96 [Journal] [PubMed]

Bruce V, Langton S (1994) The use of pigmentation and shading information in recognising the sex and identities of faces. Perception 23:803-22 [Journal] [PubMed]

Bruce V, Young A (1986) Understanding face recognition. Br J Psychol 77 ( Pt 3):305-27 [PubMed]

Burton AM, Bruce V, Dench N (1993) What's the difference between men and women? Evidence from facial measurement. Perception 22:153-76 [Journal] [PubMed]

Chen AC, German C, Zaidel DW (1997) Brain asymmetry and facial attractiveness: facial beauty is not simply in the eye of the beholder. Neuropsychologia 35:471-6

Cunningham MR (1986) Measuring the physical in physical attractiveness: Quasi experiments on the sociobiology of female facial beauty J Person Social Psychol 50:925-835

Cunningham MR, Barbee AP, Pike CL (1990) What do women want? Facialmetric assessment of multiple motives in the perception of male facial physical attractiveness. J Pers Soc Psychol 59:61-72 [PubMed]

Cunningham MR, Roberts AR, Wu CH, Barbee AP, Druen PB (1995) Their ideas of beauty are, on the whole, thesame as ours: Consistency and variability in the cross-cultural perception of female attractiveness Journal Of Personality And Social Psychology 68:261-279

Enquist M, Ghirlanda S (1998) Evolutionary biology. The secrets of faces. Nature 394:826-7 [Journal] [PubMed]

Etcoff N (1999) Survival of the prettiest: The science of beauty

Fink B, Grammer K, Thornhill R (2001) Human (Homo sapiens) facial attractiveness in relation to skin texture and color. J Comp Psychol 115:92-9 [PubMed]

Grammer K, Thornhill R (1994) Human (Homo sapiens) facial attractiveness and sexual selection: the role of symmetry and averageness. J Comp Psychol 108:233-42 [PubMed]

Haig ND (1984) The effect of feature displacement on face recognition. Perception 13:505-12 [Journal] [PubMed]

Hancock PJ, Burton AM, Bruce V (1996) Face processing: human perception and principal components analysis. Mem Cognit 24:21-40 [PubMed]

Joachims T (1999) Making large-scale SVM learning practical Advances in kernel methods-Support vector learning, Scholkpf B:Burges C:Smola A, ed.

Johnston VS, Franklin M (1993) Is beauty in the eye of the beholder? Ethology And Sociobiology 14:183-199

Jones D (1996) Physical attractiveness and the theory of sexual selection: Results from five populations

Kohavi R, John GH (1996) Wrappers for feature subset selection Artificial Intelligence 97:273-324

Langlois JH, Roggman LA (1990) Attractive faces are only average Psychological Science 1:115-121

Langlois JH, Roggman LA, Casey RJ, Ritter JM, Rieser-danner LA, Jenkins VY (1987) Infant preferences for attractive faces: Rudiments of a stereotype? Develop Psychol 23:363-369

Langlois JH, Roggman LA, Musselman L (1994) What is average and what is not average about attractive faces? Psychological Science 5:214-220

Mealey L, Bridgstock R, Townsend GC (1999) Symmetry and perceived facial attractiveness: a monozygotic co-twin comparison. J Pers Soc Psychol 76:151-8 [PubMed]

Mitchell T (1997) Machine learning

Moghaddam B, Pentland A (1994) Face recognition using view-based and modular eigenspaces Automatic systems for the identification and inspection of humans, Mammone RJ:Murley JD, ed.

O'Toole AJ, Deffenbacher KA, Valentin D, McKee K, Huff D, Abdi H (1998) The perception of face gender: the role of stimulus structure in recognition and classification. Mem Cognit 26:146-60 [PubMed]

O'Toole AJ, Vetter T, Troje NF, B├╝lthoff HH (1997) Sex classification is better with three-dimensional head structure than with image intensity information. Perception 26:75-84 [Journal] [PubMed]

Otoole A, Abdi H, Deffenbacher KA, Valentin D (1993) Low-dimensional representation of faces in higher dimensions of the face space Journal Of The Optical Society Of America 10:405-411

Otoole AJ, Deffenbacher KA, Abdi H, Bartlett JA (1991) Simulating the fiother-race effectfi as a problem in perceptual learning ing the fiother-race effectfi as a problem in perceptual learning. Connection Science Journal of Neural Computing, Artificial Intelligence, and Cognitive Research 3:163-178

Otoole AJ, Price T, Vetter T, Bartlett JC (1999) 3D shape and 2D surface textures of human faces: The role of fiaveragesfi in attractiveness and age Image And Vision Computing 18:9-19

Padgett C, Cottrell G (1997) Representing face images for emotion classification Advances in neural information processing systems, Mozer M:Jordan M:Petsche T, ed.

Perrett DI, Burt DM, Penton-voak IS, Lee KJ, Rowland DA, Edwards R (1999) Symmetry and human facial attractiveness Evolution And Human Behavior 20:295-307

Perrett DI, May KA, Yoshikawa S (1994) Facial shape and judgements of female attractiveness. Nature 368:239-42 [Journal] [PubMed]

Quinlan JR (1986) Induction of decision trees Machine Learning 1:81-106

Quinlan JR (1993) C4.5: Programs for machine learning

Schmidhuber J (1998) Facial beauty and fractal geometry Available online at:

Scholkopf B, Smola A, Muller KR (1999) Kernel principal component analysis Advances in kernel methods-Support vector learning, Scholkopf B:Burges C:Smola A, ed.

Slater A, Von_der_schulenberg C, Brown E, Badenoch M, Butterworth G, Parsons S, Samuels C (1998) Newborn infants prefer attractive faces Infant Behavior And Development 21:345-354

Symons D (1979) The evolution of human sexuality

Symons D (1995) Beauty is in the adaptations of the beholder: The evolutionary psychology of human female sexual attractiveness Sexual nature, sexual culture, Abramson PR:Pinkerton SD, ed. pp.80

Tenenbaum JB, de Silva V, Langford JC (2000) A global geometric framework for nonlinear dimensionality reduction. Science 290:2319-23 [Journal] [PubMed]

Thornhill R, Gangestad SW (1993) Human facial beauty : Averageness, symmetry, and parasite resistance. Hum Nat 4:237-69 [Journal] [PubMed]

Thornhill R, Gangestad SW (1999) Facial attractiveness. Trends Cogn Sci 3:452-460 [PubMed]

Turk M, Pentland A (1991) Eigen faces for recognition J Cogn Neurosci 3:71-86

Valentin D, Abdi H (1996) Can a linear autoassociator recognize faces from new orientations? J Opt Soc Am Series A 13:717-724

Valentine T, Bruce V (1986) The effect of race, inversion and encoding activity upon face recognition. Acta Psychol (Amst) 61:259-73 [PubMed]

Vapnik V (1995) The Nature of Statistical Learning Theory

Young AW, Hellawell D, Hay DC (1987) Configurational information in face perception. Perception 16:747-59 [Journal] [PubMed]

(48 refs)