Hervé Abdi, Ph.D. Professor School of Behavioral and Brain Sciences The University of Texas at Dallas MS: GR4.1 800 West Campbell Road Richardson, TX 75080-3021 USA Tel: (972) 883-2065 Email address: herve@utdallas.edu

Professional biography sketch

Some time ago, Hervé Abdi was born in France where he grew up. He received an M.S. in Psychology from the University of Franche-Comté (France) in 1975, an M.S. (D.E.A.) in Economics from the University of Clermond-Ferrand (France) in 1976, an M.S. (D.E.A.) in Neurology from the University Louis Pasteur in Strasbourg (France) in 1977, and a Ph.D. in Mathematical Psychology from the University of Aix-en-Provence (France) in 1980. He was an assistant professor in the University of Franche-Comté (France) in 1979, an associate professor in the University of Bourgogne at Dijon (France) in 1983, a full professor in the University of Bourgogne at Dijon (France) in 1988. He is currently a full professor in the School of Behavioral and Brain Sciences at the University of Texas at Dallas and an adjunct professor of radiology at the University of Texas Southwestern Medical Center at Dallas. He was twice a Fulbright scholar. He has been also a visiting scientist or professor in in the Rotman Institute (Toronto University), in Brown University, and in the Universities of Chuo (Japan), Dijon (France), Geneva (Switzerland), Nice Sophia Antipolis (France), and Paris 13 (France). His recent work is concerned with face and person perception, odor perception, and with computational modeling of these processes. He is also developing statistical techniques to analyze the structure of large data sets as found, e.g., in brain imaging and sensory evaluation (e.g., PLS-Regression, STATIS, DISTATIS, discriminant correspondence analysis, multiple factor analysis, additive tree representations,...). In the past decade, he has published over 80 papers (plus 5 books and 3 edited volumes) on these topics. He teaches or has taught classes in cognition, computational modeling, experimental design, multivariate statistics, and the analysis of brain imaging data.

Research interests

• face processing and computational models of face processing.
• neural networks.
• computational and statistical models of cognitive processes (especially memory and learning).
• experimental design.
• multivariate statistical analysis (including simple and multiple correspondence analysis, PLS regression, STATIS, multiple factor analysis. etc.).
• statistical analysis of brain imaging data.
• olfaction, smell, taste, flavor, etc.

Current Ph.D. Student(s)

• Derek Beaton
• Anjali Krishnan
• Maneesha Bendkhale
• Joseph Dunlop.

Some Former Ph.D. Student(s)

• Lucile Chanquoy (now professor at the Université de Nice-Sophia Antipolis, France).
• Patrick Lemaire (now professor at the Université de Marseille, France).
• Dominique Valentin (now associate professor at the Université de Bourgogne à Dijon, France).
  
• Betty Edelman (now senior lecturer at UTD).
• Fan Yang (now professor at the Université de Bourgogne à Dijon, France).
• Mette Posamentier (now faculty at UTSW).
• Nils Pénard. (now research scientist at Institute of Neuroscience, Trinity College Dublin, Ireland)
• Dana Roark (now lecturer at UTD).
• Marsha Neville-Smith. (now associate professor at TWU-Dallas Campus).
• Jun Yi Wang (now post-doctoral scholar at University of California at Davis).

Some Former Post Doctoral Student(s)

• Alice O'Toole (now professor at UTD).
• Barbara Tillman (now research scientist at CNRS-Lyon at INRA, France).
• Claire Sulmont-Rossé (now research scientist at INRA-Dijon, France).

Some Former Pre Doctoral Student(s)

• Christelle Chrea.
• Camille Ferdenzi.

Some Former Sabbatical Visitor(s)

• Catherine Dacremont (now professor at Université de Bourgogne).
• Guy Lories (now professor at the Catholic University of Louvain).

Some Recent Publications Below [(Almost) Complete List Here]

Books

• B7. Abdi, H., Edelman, B., Valentin, D., & Dowling, W.J. (2009).
  Experimental Design and Analysis for Psychology.
  Oxford: Oxford University Press. Errata (Ooooops!)

  • B8. Williams, L.J., Posamentier, M.T., Edelman, B.E., & Abdi, H. (2009).
    SAS Companion for Experimental Design and Analysis for Psychology.
    Oxford: Oxford University Press.

  • B9. Williams, L.J., Krishnan, A., & Abdi, H. (2009).
    [R] Companion for Experimental Design and Analysis for Psychology.
    Oxford: Oxford University Press.

  • B10. Abdi, H, Williams, L.J., Edelman, B.E., Valentin, D., & Posamentier, M.T. (2010).
    Exercises for Experimental Design and Analysis for Psychology.
    Oxford: Oxford University Press.

• B6. Abdi, H., & Valentin, D. (2006).
  Mathématiques pour les Sciences Cognitives (Mathematics for Cognitive Sciences).
  Grenoble: PUG.

• B5. Tiberghien, G., Abdi, H., Descles, J.P., Georgieff, N., Jeannerod, M., LeNy, J.F., Livet, P., Pynte, J., & Sabah, G. (2002).
  Dictionnaire des Sciences Cognitives (A Cognitive Science Dictionary) .
  Paris: Armand Colin.

• B4. Abdi, H., Valentin, D., & Edelman, B. (1999). Neural Networks. Newbury Park (CA, USA): Sage (Sage University Series).
  (Table of Contents)
  matlab Programs

• B3. Abdi, H. (1994). Les Réseaux de Neurones. Grenoble: PUG.
  matlab Programs

• B2. Abdi, H. (1987). Introduction au Traitement Statistique des Données Expérimentales. Grenoble: PUG.

Edited Books and Special Issues of Journals

• E6. Abdi, H., Valentin, D., & Nguyen, D.H. (2009).
  Food Consumer Insights in Asia: Current Issues and Future.
  Proceedings of SPISE 2009.
  Ho Chi Minh (Vietnam): Vietnam National University & HoChiMinh City Publishing House.

• E5. Valentin, D., Edelman, B., & Abdi, H. (Eds.) (1998).
  Applications of Neural Networks to Face Processing.
  Special issue of Journal of Biological Systems, 6(3). (Table of Contents)

• E4. Lories, G., & Abdi, H. (Eds.) (1996). Issues in Computational Modeling. Special issue of Psychologica Belgica, 36(1).

• E3. Abdi, H., Valentin, D., Edelman, B., & O'Toole, A.J. (Eds.) (1994). Neural Networks and Biological Systems. Special issue of Journal of Biological Systems, 2(4).

Articles

• A81. Krishnan, A., Williams, L.J., McIntosh, A.R., & Abdi, H. (in press 2010). Partial Least Squares (PLS) methods for neuroimaging: A tutorial and review. NeuroImage.

• A80. Coulon, M., Baudoin, C., Abdi, H., Heyman, Y., & Deputte, B. (in press, 2010). Social behavior and kin discrimination in a mixed group of cloned and non cloned heifers (Bos taurus). Theriogenology, 74.

• A79. Santosa, M., Abdi, H., & Guinard, J.-X. (in press, 2010). A modified sorting task to investigate consumer perceptions of extra virgin olive oils. Food Quality and Preference, 21 .

• A78. Williams, L.J., Abdi, H., French, R., & Orange, J.B. (in press, 2010). A tutorial on Multi-Block Discriminant Correspondence Analysis (MUDICA): A new method for analyzing discourse data from clinical populations. Journal of Speech Language and Hearing Research, 53.
  (new) matlab programs for MUDICA and DICA.

• A77. Abdi, H., & Williams, L.J. (2010). Principal component analysis. Wiley Interdisciplinary Reviews: Computational Statistics, 2, 433-459.
  (new) matlab programs for PCA.

• A76. Abdi, H. (2010). Partial least square regression, projection on latent structure regression, PLS-Regression. Wiley Interdisciplinary Reviews: Computational Statistics, 2, 97-106.
  (new) matlab programs for PLS.

• A75. Ballester, J., Abdi, H., Langlois, J., Peyron, D., & Valentin, D. (2009). The odor of colors: Can wine experts and novices distinguish the odors of white, red, and rosé wines? Chemosensory Perception, 2, 203-213.

• A74. Lelièvre M., Chollet, S., Abdi, H., & Valentin, B. (2009). Beer trained and untrained assessors rely more on vision than on taste when they categorize beers. Chemosensory Perception, 2, 143-153.

• A73. Bartlett, J.C., Shastri, K.K., Abdi, H., & Neville-Smith, M. (2009). Component structure of individual differences in true and false recognition of faces. Journal of Experimental Psychology: Learning, Memory, and Cognition, 35, 1207-1230.

• A72. Abdi, H. (2009). Centroid. Wiley Interdisciplinary Reviews: Computational Statistics, 1, 259-260.

• A71. Abdi, H., Dunlop, J.P., & Williams, L.J. (2009). How to compute reliability estimates and display confidence and tolerance intervals for pattern classiffers using the Bootstrap and 3-way multidimensional scaling (DISTATIS). NeuroImage, 45, 89-95.

• A70. Otsuka, Y., Konishi, Y., Kanazawa, S., Yamaguchi, M.K., Abdi, H., & O'Toole, A.J. (2009). Recognition of moving and static faces by young infants. Child Development, 80, 1259-1271.

• A69. Jerger S., Tye-Murray, N., & Abdi, H. (2009). Role of visual speech in phonological processing by children with hearing loss. Journal of Speech, Language, and Hearing Research, 52, 412-434.

• A68. Chrea, C., Valentin, D., & Abdi, H. (2009). Graded structure in odor categories: A cross-cultural case study. Perception, 38, 292-309.

• A67. Jerger, S., Damian, M., Spence, M., Tye-Murray, N., & Abdi, H. (2009). Developmental shifts in covert audiovisual speech processing by children: A new multimodal picture word task. Journal of Experimental Child Psychology, 102, 40-59.

• A66. Takane, Y., Hwang, H., & Abdi, H. (2008). Regularized multiple-set canonical correlation analysis. Psychometrika, 73, 753-775.

• A65. Lelièvre, M., Chollet, S., Abdi, H., & Valentin, D. (2008). What is the validity of the sorting task for describing beers? A study using trained and untrained assessors. Food Quality and Preference, 19, 697-703.
  

• A64. Wang, J.Y., Bakhadirov, K., Devous, M.D. Sr., Abdi, H., McColl, R., Moore, C. Marquez de la Plata, C.D., Ding, K., Whittemore, A. Babcock, E., Rickbeil, E.T., Dobervich, J., Kroll, D., Dao, B., Mohindra, N., & Diaz-Arrastia, R. (2008). Diffusion tensor tractography of traumatic diffuse axonal injury. Archives of Neurology, 65, 619-626.

• A63. Chrea, C., Ferdenzi, C., Valentin, D., & Abdi, H. (2007). Revisiting the relation between language and cognition: A cross-cultural study with odors. Current Psychology Letters: Behavior, Brain, & Cognition, 22(2), 1-14.

• A62. O'Toole, A.J., Jiang, F., Abdi, H., Penard, N., Dunlop, J.P., & Parent, M.A. (2007). Theroretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data. Journal of Cognitive Neuroscience, 19, 1735-1752.

• A61. O'Toole, A.J., Abdi, H., Jiang, F., & Phillips, J. (2007). Fusing face recognition algorithms and humans. IEEE: Transaction on Systems, Man, & Cybernetics, Part B, 37(5), 1149-1155.

• A60. O'Toole, A.J., Phillips, J., Jiang, F., Ayyad, J., Penard, N., & Abdi, H. (2007). Face recognition algorithms surpass humans matching faces over changes in illumination. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29, 1642-1646. Supplemental Material.

• A59. Abdi, H., Valentin, D., Chollet, S., & Chrea, C. (2007). Analyzing assessors and products in sorting tasks: DISTATIS, theory and applications. Food Quality and Preference, 18, 627-640.
  DISTATIS for Sorting Tasks -> Matlab Programs (zipped file)
  DISTATIS for Sorting Tasks -> Guillaume Blancher's R Programs (zipped file)

• A58. Yang, F., Paindavoine, M., Abdi, & H., Arnoult, D. (2006). Fast panoramic face mosaicing and recognition. Journal of Multimedia, 1, 14-20.

• A57. Roark, D.A., O'Toole, A.J., Abdi, H., & Barrett, S.E., (2006). Learning the moves: The effect of familiarity and facial motion on person recognition across large changes in viewing format. Perception, 36, 761-773.

• A56. Caldara, R., & Abdi, H. (2006). Simulating the "other-race" effect with autoassociative neural networks: Further evidence in favor of the face-space model. Perception, 36, 659-670.

• A55. Otsuka, Y., Kanazawa, S., Yamaguchi, M., O'Toole, A.J., & Abdi, H. (2005). The effect of motion information on infants' recognition of unfamiliar faces. Japanese Journal of Psychonomic Science , 24(1) , 125-126.

• A54. Yang, F., Paindavoine, M., Abdi, H., & Monopoly A. (2005). Development of a fast panoramic face mosaicing and recognition system . Optical Engineering, 44(8), 087005-1/087005-10.

• A53. O'Toole, A.J., Harms, J., Snow, S.L., Hurst, D.R., Pappas, M.R., Ayyad, J., & Abdi, H. (2005). A video database of moving faces and people. IEEE Transactions on Pattern Analysis and Machine Intelligence. 27, 812-816.

• A52. O'Toole, A.J., Jiang, F., Abdi, H., & Haxby, J.V. (2005). Partially distributed representations of objects and faces in ventral temporal cortex. Journal of Cognitive Neuroscience, 17, 580-590.

• A51. Chrea C., Valentin, D., Sulmont-Rossé C., Nguyen-Hoan, D., & Abdi, H. (2005). Semantic, typicality, and odor representation: A cross-cultural study. Chemical Senses, 30, 37-49.

• A50. Chollet, S., Valentin, D., & Abdi, H. (2005). Do trained assessors generalize their knowledge to new stimuli? Food Quality and Preference, 16, 13-21.

• A49. Chrea C., Valentin D., Sulmont-Rossé C., Ly Mai, H., Hoang Nguyen D., & Abdi H. (2004). Culture and odor categorization: Agreement between cultures depends upon the odors. Food Quality and Preference, 15, 669-679.

• A48. Valentin, D., Chollet, S., & Abdi, H. (2003). Les mots du vin: Experts et novices diffèrent-ils quand ils décrivent des vins? (Wine talk: do experts and novices differ when they describe wines). Corpus, 2, 183-200.

• A47. Posamentier, M., & Abdi, H. (2003). Processing faces and facial expressions. Neuropsychology Review, 13(3), 113-144.

• A46. Roark, D.A., Barrett, S.E., Spence, M.J., Abdi, H., & O'Toole, A.J. (2003). Psychological and neural perspectives on the role of motion in face recognition. Behavioral and Cognitive Neuroscience Reviews, 2(1), 15-46.

• A45. Abdi, H. (2002). What can cognitive psychology and sensory evaluation learn from each other? Food Quality and Preference, 13, 445-451.

• A44. O'Toole, A.J., Roark, D.A., & Abdi, H. (2002). Recognizing moving faces: A psychological and neural synthesis. Trends in Cognitive Science, 6, 261-266.

• A43. Chang Y.D., O'Toole, A.J., & Abdi H. (2001). Classifying adults' and children's faces by sex: Computational investigations of subcategorical feature encoding. Cognitive Science, 25 , 819-838.

• A42. Valentin, D., & Abdi, H. (2001). Face recognition by myopic baby neural networks. Child and Infant Development, 10, 19-20.

• A41. Yang, F., Paindavoine, M., & Abdi, H. (2000). A new image filtering technique combining a wavelet transform with a linear neural network: Application to face recognition. Optical Engineering, 38, 2894-2899.

• A40. O'Toole, A.J., Bartlett, J.C., & Abdi, H. (2000). A signal detection model applied to the stimulus: Understanding covariances in face recognition experiments in the context of face sampling distributions. Visual Cognition,7, 436-463.

• A39. Valentin, D., Abdi, H., & Edelman, B. (1999). From rotation to disfiguration: Testing a dual-strategy model for recognition of faces across view angles. Perception, 28, 817-824.
  

• A38. Deffenbacher, K.A., Hendrickson, C. O'Toole A.J., David P. Huff, D.P., & Abdi, H. (1998). Manipulating Face Gender: Effects on Categorization and Recognition Judgments. Journal of Biological Systems, 6, 219-240.

• A37. Edelman, B., Valentin, D., & Abdi, H. (1998). Sex Classification of Face Areas: How Well Can a Linear Neural Network Predict Human Performance? Journal of Biological Systems, 6, 241-264.

• A36. Abdi, H., Valentin, D., & Edelman, B. (1998). Eigenfeatures as intermediate level representations: the case for PCA models. Brain and Behavioral Sciences, 21, 17-18.

• A35. O'Toole, A.J., Deffenbacher, K.A., Valentin, D., McKee K., Huff, D., & Abdi, H. (1998). The perception of face gender: The role of stimulus structure in recognition and classification. Memory & Cognition, 26, 146-160.

• A34. Valentin, D., Abdi, H., Edelman, B., & O'Toole, A.J. (1997). Principal Component and Neural Network Analyses of Face Images: What Can Be Generalized in Gender Classification? Journal of Mathematical Psychology, 41, 398-412.

• A33. Valentin, D., Abdi, H., & Edelman, B. (1997). What represents a face: A computational approach for the integration of physiological and psychological data. Perception, 26, 1271-1288.

• A32. Abdi, H., Valentin, D., Edelman, B., & O'Toole. A.J. (1996). A Widrow-Hoff learning rule for a generalization of the linear auto-associator. Journal of Mathematical Psychology, 40, 175-182.

• A31. Valentin, D., Abdi, H., Edelman, B., & Nijdam, A. (1996). Connectionism ``face''-off: Different algorithms for different tasks. Psychologica Belgica, 36, 65-92.

• A30. Edelman, B., Abdi, H., & Valentin D. (1996). Multiplication number facts: Modeling human performance with connectionist networks. Psychologica Belgica, 36, 31-63.

• A29. Valentin, D., & Abdi, H. (1996). Can a linear autoassociator recognize faces from new orientations? Journal of the Optical Society of America, series A, 13, 717-724.

• A28. Lemaire, P., Abdi, H., & Fayol, M. (1996). Working memory and cognitive arithmetic: Evidence from the disruption of the associative confusion effect. European Journal of Cognitive Psychology, 8, 73-103.

• A27. Abdi, H., Valentin, D., Edelman, B.E., & O'Toole, A.J. (1995). More about the difference between men and women: Evidence from linear neural networks and the principal component approach. Perception, 24, 539-562.

• A26. Abdi, H., & Valentin, D. (1994) Modèles numériques, statistiques et neuronaux de la reconnaissance des visages. Psychologie Française, 39, 375-391.

• A25. Valentin, D., Abdi, H., O'Toole, A.J., & Cottrell, G.W. (1994). Connectionist models of face processing: A survey. Pattern Recognition, 27, 1208-1230.

• A24. Valentin, D., Abdi, H., & O'Toole (1994). Categorization and identification of human face images by neural networks: A review of linear auto-associator and principal component approaches. Journal of Biological Systems, 2, 413-429.

• A23. Abdi, H. (1994). A neural network primer. Journal of Biological Systems, 2, 247-281.

• A22. Lemaire, P., Barrett, S., Fayol, M., & Abdi, H. (1994). Automatic activation of addition and multiplication facts in elementary school children. Journal of Experimental Child Psychology, 57, 224-258.

• A21. O'Toole, A.J., Deffenbacher, K.A., Valentin, D., & Abdi, H., (1994). Structural aspects of face recognition and the other race effect. Memory & Cognition, 22, 208-224,

• A20. Barrett, S.E., Abdi, H., Murphy, G.L., & McCarthy-Gallagher, J. (1993). Theory-based correlation and their role in children's concepts. Child Development, 64, 1595-1616.

• A19. O'Toole, A.J., Abdi, H., Deffenbacher, K.A., & Valentin, D. (1993). A low dimensional representation of faces in the higher dimensions of the space. Journal of the Optical Society of America, series A, 10, 405-411.

• A18. Lemaire, P., Fayol, M., & Abdi, H. (1991). Associative confusion effect in cognitive arithmetic: Evidence for partially autonomous processes. European Bulletin of Cognitive Psychology, 11, 587-604.

• A17. O'Toole, A.J., Deffenbacher, K., Abdi, H., & Bartlett, J.C. (1991). Simulating the other race effect. Connection Science, 3, 163-178.

• A16. Abdi, H. (1990). Additive-tree representations (with an application to face processing) Lecture Notes in Biomathematics, 84, 43-59.

• A10. Fayol, M., Abdi, H. (1988). Influence of script structure on punctuation. European Bulletin of Cognitive Psychology, 8, 265-279.

• A9. Fayol, M., Abdi, H., Gombert, J.E. (1987). Arithmetical formulation and working memory load. Cognition & Instruction, 4, 183-202.

• A8. Bruyer, R., Abdi, H., Benoit, J. (1987). Stimulus vs face recognition in lateraly displayed stimuli. American Journal of Psychology, 100, 117-121.

• A7. Abdi, H. (1987). Do we really need a contingency model for concept formation? British Journal of Psychology, 78, 113-25.

• A1. Chastaing, M., Abdi, H. (1980). La psychologie des injures. Journal de Psychologie Normale et Pathologique, 77, 31-62.

Book Chapters

• C74. Abdi, H. & Williams, L.J. (2010). Barycentric discriminant analysis (BADIA). In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 64-75.

• C73. Abdi, H. (2010). Coefficient of variation. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 169-171.

• C72. Abdi, H. & Williams, L.J. (2010). Coefficients of correlation, alienation, and determination. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 171-180.

• C71. Abdi, H. (2010). Congruence: Congruence coefficient, RV coefficient, and Mantel Coefficient. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 222-229.

• C70. Abdi, H. & Williams, L.J. (2010). Contrast analysis. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 243-251.

• C69. Abdi, H. & Williams, L.J. (2010). Correspondence analysis. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 267-278. Matlab program for correspondence analysis.

• C68. Abdi, H. (2010). Effect coding. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 404-407.

• C67. Williams, L.J. & Abdi, H. (2010). Fisher's least significance difference (LSD) test In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 491-494.

• C66. Abdi, H. (2010). The general linear model (GLM). In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 538-541.

• C65. Abdi, H. (2010). Greenhouse-Geisser correction. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 544-548.

• C64. Abdi, H. (2010). Guttman Scaling. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 558-560.

• C63. Abdi, H. (2010). Holm's sequential Bonferroni procedure. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 573-577.

• C62. Abdi, H. & Williams, L.J. (2010). Honestly significant difference (HSD) test. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 583-585.

• C61. Abdi, H. & Williams, L.J. (2010). Jackknife. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 655-660.

• C60. Abdi, H. (2010). The method of least squares. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 705-708.

• C59. Abdi, H. & Williams, L.J. (2010). Matrix algebra. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 761-776.

• C58. Abdi, H. & Williams, L.J. (2010). Newman-Keuls and Tukey test. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 897-904.

• C57. Abdi, H. & Williams, L.J. (2010). Normalizing data. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 935-938.

• C56. Williams, L.J. & Abdi, H. (2010). Post-hoc comparisons. In N.J. Salkind, D.M., Dougherty, & B. Frey (Eds.): Encyclopedia of Research Design. Thousand Oaks (CA): Sage. pp. 1060-1067.

• C55. Abdi, H. (2010). Signal detection theory (SDT). Peterson, P.L. Baker, E., & B. McGaw (Eds.): International Encyclopedia of Education (3rd Ed). (Vol 7). New York: Elsevier. pp 407-410.

• C54. Abdi, H. (2007). Binomial distribution: binomial and sign tests. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 87-89.

• C53. Abdi, H. (2007). Bonferroni and Sidak corrections for multiple comparisons. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 103-107.

• C52. Abdi, H. (2007). Centroid, center of gravity, center of mass, barycenter. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 128-129.

• C51. Abdi, H. (2007). Coefficients of correlation, alienation and determination. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 158-162.

• C50. Abdi, H. (2007). Discriminant correspondence analysis. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 270-275.

• C49. Abdi, H. (2007). Distance. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 280-284.

• C48. Abdi, H., & Valentin, D. (2007). DISTATIS: the analysis of multiple distance matrices. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 284-290.

• C47. Abdi, H. (2007). Eigen-decomposition: eigenvalues and eigenvecteurs. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 304-308.

• C46. Abdi, H. (2007). Kendall rank correlation. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 508-510.

• C45. Abdi, H., (2007). (The Method of) Least Squares. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 530-532.

• C44. Abdi, H., & Molin, P. (2007). Lilliefors test of normality. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 540-544.

• C43. Abdi, H. (2007). Metric multidimensional scaling. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 598-605.

• C42. Abdi, H. (2007). Multiple correlation coefficient. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 648-651.

• C41. Abdi, H., & Valentin, D. (2007). Multiple correspondence analysis. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 651-657.

• C40. Abdi, H., & Valentin, D. (2007). Multiple factor analysis. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 657-663.

• C39. Abdi, H. (2007). O'Brien test for homogeneity of variance. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 701-704.

• C38. Abdi, H. (2007). Part and partial correlations. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 736-740.

• C37. Abdi, H. (2007). Partial least square regression (PLS regression). In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 740-744.

• C36. Abdi, H. (2007). RV coefficient and congruence coefficient. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 849-853.

• C35. Abdi, H. (2007). Signal detection theory. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 886-889.

• C34. Abdi, H. (2007). Singular Value Decomposition (SVD) and Generalized Singular Value Decomposition (GSVD). In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 907-912.

• C33. Abdi, H., & Valentin, D. (2007). STATIS. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 955-962.

• C32. Abdi, H. (2007). Z-scores. In N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistics. Thousand Oaks (CA): Sage. pp. 1057-1058.

• C31. O'Toole, A.J., Jiang, F., Roark, D., & Abdi, H. (2006). Predicting human performance for face recognition. In R. Chellappa & W. Zhao (Eds.). Face processing: Advanced models and methods. New York: Academic Press. pp. 293-320.

• C30. Valentin, D., & Abdi H. (2003). Early face recognition: What can we learn from a myopic baby neural network? In Slater, A., & Pascalis, O. (Eds.), The development of face processing in infancy and early childhood: current perspectives. New York: Nova Science Publishers. pp. 143-153.

• C29. Abdi, H. (2003). Factor rotations. In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. 978-982.

• C28. Abdi, H. (2003). Least-squares. In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. pp. 559-561.

• C27. Abdi, H. (2003). Multivariate analysis. In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. pp. 699-702.

• C26. Abdi, H. (2003). Neural networks. In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. pp. 725-728.

• C25. Abdi, H. (2003). Partial least squares regression (PLS-regression). In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. pp. 792-795.
  PLS-Regression -> Matlab Programs

• C24. Abdi, H. (2003). Partial regression coefficients. In M. Lewis-Beck, A. Bryman, T. Futing (Eds): Encyclopedia for research methods for the social sciences. Thousand Oaks (CA): Sage. pp.978-982.

• C23. Bartlett J.C., Searcy J.H., & Abdi, H. (2003). What are the routes to face recognition? In M. Peterson, & G. Rhodes (Eds.): Perception of faces, objects, and scenes: analytic and holistic processes. Oxford:Oxford University Press. (pp. 21-52).

• C22. Abdi H. (2001). Linear algebra for neural networks. In N.J. Smelser, P.B. Baltes (Eds.): International Encyclopedia of the Social and Behavioral Sciences. Oxford (UK): Elsevier.

• C21. O'Toole, A.J., & Abdi H. (2001). Models of face recognition. In N.J. Smelser, & P.B. Baltes (Eds.): International Encyclopedia of the Social and Behavioral Sciences. Oxford (UK): Elsevier.

• C20. Valentin, D., Abdi, H., Edelman, B., & Posamentier, M. (2001). 2D or not 2D? that is the question: What can we learn from computational models operating on 2D representations of faces? in M. Wenger, & J. Townsend (Eds.), Computational, geometric, and process perspectives on facial cognition. Mahwah (NJ): Erlbaum.

• C19. Abdi, H., & Valentin, D. (1997). De la reconnaissance des objets à la reconnaissance des visages. In F. Cordier & S. Tyvaert, (Eds.) La place de l'image dans la cognition. pp.13-41.

• C18. Abdi, H., Valentin, D., & O'Toole, A.J. (1997). A generalized auto-associator model for face processing and sex categorization: From principal components to multivariate analysis. In Levine D., & W.R. Elsberry (Eds.), Optimality in Biological and Artificial Networks? Hillsdale: Erlbaum.

• C17. O'Toole, A.J., Abdi, H., Deffenbacher, K.A., & Valentin, D. (1995). A perceptual learning theory on the information in faces. In T. Valentine, (Ed.) Cognitive and Computational Aspects of Face Recognition. London: Routledge.

• C16. O'Toole, J.A., Abdi, H., & Valentin, D. (1995). Face recognition with a neural network. In M.A. Arbib, (Ed.) Handbook of Brain Theory and Neural Networks. Cambridge (MA): M.I.T. Press.

• C15. Abdi, H. (1993). Précis de Connexionisme. In Rossi, J.P., & Le Ny, J.F. Intelligence Artificielle et Intelligence Naturelle. Paris: PUF.

• C14. Barrett, S.E., Abdi, H., & Sniffen, J.M. (1992). Reflections on Process and Representation: Children's Understanding of Cognition. In B. Burns (Ed.), Percepts, Concepts, and Categories: the Representation and Processing of Information. New York: Elsevier.

• C13. O'Toole, A.J., & Abdi, H. (1989). Connectionist approaches to visually-based feature extraction. In G. Tiberghien (Ed.), Advances in Cognitive Sciences. London: Wiley.

• C12. Abdi, H. (1988). A generalized approach for connectionist auto-associative memories: interpretation, implications and illustration for face processing. In J. Demongeot (Ed.), Artificial Intelligence and Cognitive Sciences. Manchester: Manchester University Press.

• C11. Abdi, H. (1986). Faces, prototypes and additive-tree representations. In H.D. Ellis, M.A. Jeeves, F. Newcombs, & A.W. Young (Eds.), Aspects of Face Processing. Dordrecht: Nijhoff.

Chapters in Proceedings

• P32. Abdi, H., & Valentin, D., (2007). Some new and easy ways to describe, compare, and evaluate products and assessors. In D., Valentin, D.Z. Nguyen, L. Pelletier (Eds) New trends in sensory evaluation of food and non-food products. Ho Chi Minh (Vietnam): Vietnam National University-Ho chi Minh City Publishing House. pp. 5-18. PowerPoint Presentation.

• P31. O'Toole, A.J., Jiang, F., Abdi, H., & Phillips, J. (2006). Fusing individual algorithms and humans improves face recognition accuracy. Advances in Visual Computing. Proceeding of the Second International Symposium ISCV 2006. Lake Tahoe, NV USA. New York: Springer-Verlag. pp.447-456.

• P30. Chrea, C., Valentin, D., Sulmont-Rossé, C., Nguyen, D., & Abdi, H. (2005). .Odeurs et catégorisation: notre représentation mentale des odeurs est elle universelle ou dépendante de notre culture? Actes de la 3ème Journée du Sensolier, Paris (France).

• P29. Yang, F., Paindavoine, M., & Abdi, H., (2005). Panoramic face mosaicing and recognition using multi-cameras. Proceedings of the IEEE Computer Society: The International Conference on Signal-Technology and Internet-Based Systems (SITIS'05) (Yaounde Cameroon).. pp. 22-27.

• P28. Yang, F., Paindavoine, M., & Abdi, H. (2005). Fast Panoramic Face Mosaicing and Recognition. IEEE-ISPA 2005. Proceedings of the 4th International Symposium on Image and Signal Processing and Analysis. September 15-17, 2005. pp: 197-202

• P27. Abdi, H., Valentin, D., O'Toole, A.J., & Edelman, B. (2005). DISTATIS: The analysis of multiple distance matrices. Proceedings of the IEEE Computer Society: International Conference on Computer Vision and Pattern Recognition. (San Diego, CA, USA). pp. 42-47.

• P26. Tillmann, B., Abdi, H., & Dowling W.J. (2004). Musical style perception by a linear auto-associator model and human listeners. In Lipscomb, S.D., Ashley R., Gjerdingen, R.O., & Webster P. (Eds.), Proceedings of the 8th International Conference on Music Perception and Cognition (Evanston, IL). Adelaide (AU): Causal Production. (1-3).

• P25. Roak, D.A., O'Toole, A.J., & Abdi, H. (2003). Human recognition of familiar and unfamiliar people in naturalistic videos. Proceeding of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures. 36-43.

• P24. Yang, F., Paindavoine, M., & Abdi, H. (1998). Parallel implementation of DSPs of face detection algorithm. Signal Processing Proceedings, 1998. ICSP 98. , 1, 69-72.

• P23. Yang, F., Paindavoine, M., & Abdi, H. (1997). A pre-processing technique based on the wavelet transform for linear autoassociators with applications to face processing. In W. Gerstner, A. Germond, M. Hasler, & J.-D. Nicoud (Eds.). Artificial Neural Networks (International Conference on Neural Networks 1997). New York, Berlin: Springer Verlag. (pp.925-930).

• P22. O'Toole, A.J., Abdi, H., Deffenbacher, K.A., & Bartlett, J.C. (1991). Classifying faces by race and sex using and auto-associative memory trained for recognition. In K.J. Hammond & D. Gentner (Eds.), Proceedings of the Thirteenth Annual Conference of the Cognitive Science Society. Hillsdale (NJ): Erlbaum.

• P21. Abdi, H. (1990). Mémoire et Cognition. In C. Juden (Ed.), Actes des Journées NSI-90. Grenoble.

Technical Report

• T1. Molin, P., & Abdi, H. (1998). New table and numerical approximation for the Kolomogorov-Smirnov/Lillliefors/Van Soest normality test. Technical Report, University of Bourgogne (France) / University of Texas at Dallas (USA).

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