Publications

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Articles in Refereed Journals
  1. Chartier, S. & Cousineau, D. (In press). Computing Mixed-Design (Split-Plot) ANOVA. The Mathematica Journal.

  2. Chartier, S. Leth-Steensen, C. & Hébert, M.-F. (In press). Performing Complex Associations Using a Generalized Bidirectional Associative Memory. Journal of Experimental & Theoretical Artificial Intelligence. 21 pages.

  3. Watier, N. N., Lamontagne, C. & Chartier, S. (2011). What does the mean mean? Journal of Statistics Education. vol. 19, no. 2, 20 pages.

  4. Chartier, S. & Boukadoum, M. (2011). Encoding Static and Temporal Patterns with a Bidirectional Heteroassociative Memory. Journal of Applied Mathematics. Article ID 301204, 34 pages.

  5. Cousineau, D. & Chartier, S. (2010). Outliers Detection and Treatment: A review. International Journal of Psychological Research.vol. 3, no. 1, pp. 58-67.

  6. Amiri, M., Davande, H., Sadeghian, A. & Chartier, S. (2010). Feedback Associative Memory Based on a New Hybrid Model of Generalized Regression and Self Feedback Neural Networks. Neural Networks.vol. 23, no. 7, pp. 892-904.

  7. Renaud, P., Goyette, M., Chartier, S., Zhornicki, S., Trottier, D., Rouleau, J.-L., Proulx, J., Fedoroff, P., Bradford, J., Dassylva, B., & Bouchard, S. (2010). Sexual Affordances, Perceptual-motor Invariance Extraction and Intentional Nonlinear Dynamics: Sexually Deviant and non-Deviant Patterns in Male Subjects. Nonlinear Dynamics in Psychology and the Life Sciences (Special issue on Medical Applications of Nonlinear Dynamics), vol. 14, no. 4, pp. 463-462.

  8. Langlois, D. Chartier, S. & Gosselin, D. (2010). Independent Component Analysis. Tutorials in Quantitative Methods for Psychology, vol.6 no. 1, pp. 31-38.

  9. Chartier, S., Boukadoum, M., & Amiri, M. (2009). BAM Learning of Nonlinearly Separable Tasks by using an Asymetrical Output Function and Reinforcement Learning, IEEE Transactions on Neural Networks, vol. 20, no. 8, pp. 1281-1292 .

  10. Chartier, S., Giguère, G. & Langlois, D. (2009). A New Bidirectional Heteroassociative Memeory Encompassing Correlational, Competitive and Toplogical Properties, Neural Networks, vol. 11, no. 5-6, pp. 568-578.

  11. Renaud, P. Chartier, S., Rouleau, J.-L., Proulx, J., Trottier, D., Bradford, J., Federoff, P., & Bouchard, S. (2009). Gaze Behavior Nonlinear Dynamics Assessed in Virtual Immersion as a Diagonostic Index of Sexual Deviancy: Preliminary Results, Journal of Virtual Reality and Broadcasting, vol. 6, no. 3, 11 pages. ISSN 1860-2037.

  12. Chartier, S. & Faulkner, A. (2008). General Linear Models: An Integrated Approaches to Statistics. Tutorials in Quantitative Methods for Psychology, vol. 4, no. 2, pp. 65-78.

  13. Chartier S., Renaud, P. & Boukadoum, M. (2008). A Nonlinear Dynamic Artificial Neural Network Model of Memory, New Ideas in Psychology, vol 26, no. 2, pp. 252-277. 

  14. Chartier, S. & Allaire, J.-F. (2007). Power Estimation in MANOVA, Tutorials in Quantitative Methods for Psychology, vol. 3,  no. 2,  pp. 70-78.

  15. Renaud, P., Chartier, S., Albert, G., Décarie, J., Cournoyer, L.-G. & Bouchard, S., (2007). Presence as Determined by Fractal Perceptual-Motor Dynamics, Cyberpsychology and Behavior, vol. 10, no. 1, pp. 122-130.

  16. Chartier, S., Renaud, P., Bouchard, S., Proulx, J., Rouleau, J. L., Fedoroff P., & Bradford, J., (2006). Sexual Preference Classification from Gaze Behavior Data using a Multilayer Perceptron, Annual Review of CyberTherapy and Telemedicine, vol. 4, pp. 149-157.

  17. Renaud, P., Chartier, S., Bonin, M.-P., DeCourville-Nicol, P., Proulx, J., Rouleau, J.-L., Cournoyer, L.-G., Fedoroff, P., Bradford, J. & Bouchard, S. (2006). Sexual Presence as Determined by Fractal Oculomotor Dynamics. Annual Review of CyberTherapy and Telemedicine, vol. 4, pp. 78-86.

  18. Hélie, S., Chartier, S. & Proulx, R. (2006). Are Unsupervised Neural Networks Ignorant? Sizing the Effect of the Environmental Distribution on Unsupervised Learning. Cognitive Systems Research, vol. 7, no. 4, pp. 357-371.

  19. Chartier, S. & Boukadoum, M. (2006). A New Bidirectional Heteroassociative Memory for Binary and Grey-Level Patterns. IEEE Transactions on Neural Networks, vol. 17, no. 2, pp. 385 - 396.

  20. Chartier, S. & Boukadoum, M. (2006). A Sequential Dynamic Heteroassociative Memory for MultiStep Pattern Recognition and One-to-Many Association. IEEE Transactions on Neural Networks, vol. 17, no. 1, pp. 59-68.

  21. Albert, G., Renaud, P., Chartier, S., Renaud, L., Sauvé, L., & Bouchard, S. (2005). Scene Perception, Gaze Behavior and Perceptual Learning in Virtual Environements. Cyberpsychology and Behavior, vol. 8, no. 6, pp. 592-600.

  22. Chartier, S. & Proulx, R. (2005). NDRAM: A Nonlinear Dynamic Recurrent Associative Memory for Learning Bipolar and Nonbipolar Correlated Patterns. IEEE Transactions on Neural Networks, vol. 16, no. 6, pp. 1393-1400.

Articles in Refereed Conference Proceedings
  1. Vandermeulen, R., Morrissette, L. & Chartier, S. (2011, July). Modeling Prosopagnosia Using Dynamic Artificial Neural Networks. Proceedings of the International Joint Conference on Neural Networks, San Jose, USA. pp. 2074-2079.

  2. Amiri, M., Sadeghian, A, & Chartier, S. (2010, July). One-shot Training Algorithm for Self-Feedback Neural Networks. North American Fuzzy Information Processing Society, Toronto, Canada. pp. 104-109.

  3. Salmon R., Sadeghian A. & Chartier, S. (2010, July). Reinforcement Learning using Associative Memory Networks. Proceedings of the International Joint Conference on Neural Networks, Barcelona, Spain.6 pages.

  4. Zamani, M., Sadeghian A. & Chartier, S. (2010, July). A Bidirectional Associative Memory Based on Cortical Spiking Neurons Using Temporal Coding. Proceedings of the International Joint Conference on Neural Networks, Barcelona, Spain.7 pages.

  5. Leth-Steensen, C., Chartier, S., Langlois, D. & Hébert, M. (2010, May). Performing Complex Associations using a Feature-Extracting Bidirectional Associative Memory. In H. W. Guesgen & R. C. Murray (Eds.), Florida Artificial Intelligence Research Society Conference (pp. 367-372). Florida, USA: AAAI Press.

  6. Lahmiri, S., Boukadoum, M. & Chartier, S. (2010, May). Daily Stock Market Forecasting using Volume: A comparison of ANFIS and Time Delay Recurrent Neural Networks. Sixth International Conference on Intelligent Systems: Theory and Applications. Rabat, Morocco, pp. 1-10.

  7. Chartier, S, Giguère, G., Langlois, D., & Sioufi, R. (2009, June). Bidirectional Associative Memories, Self-Organizing Maps and k-Winners-Take-All: Uniting Feature Extraction and Topological Principles, Proceedings of the International Joint Conference on Neural Networks. Atlanta, USA, pp. 503-510.

  8. Chartier, S. & Giguère, G. (2008, July). Autonomous Perceptual Feature Extraction in a Topology-Constrained Architecture. In B. C. Love, K. McRae, & V. M. Sloutsky (Eds.), Proceedings of the 30th Annual Conference of the Cognitive Science Society (pp. 1868-1873). Austin, TX: Cognitive Science Society.


  9. Davande, H., Amiri, M., Sadeghian, A. & Chartier, S. (2008, June). Associative Memory Based on a New Hybrid Model of SFNN and GRNN: Performance Comparison with NDRAM, ART2 and MLP. Proceedings of the International Joint Conference on Neural Networks, Hong Kong, China, pp. 1698-1703 

  10. Renaud, P., Chartier, S., Décarie, J., Trottier, D. Bradford, J. P., Federoff, P. & Bouchard, S. (2008, April) Gaze behavior nonlinear dynamics assessed in virtual immersion as a diagnostic index of sexual deviancy. Proceeding of the 10th Virtual Reality International Conference (Laval Virtual), Laval, France, pp. 145-151.

  11. Chartier, S. & Renaud, P. (2008, March). An Online Noise Filter for Eye-Tracker Data Recorded in a Virtual Environment. Proceedings of Eye Tracking Research & Applications Symposium, Savannah, USA, pp. 153-156.  

  12. Renaud, P., Chartier, S., & Kaufman, D. (2008, February). Perceptual Constancy and the Dynamics of Extracting Perceptual Visual Invariants in Virtual Immersion. Proceedings of the 5th IASTED international conference on Signal Processing and Pattern Recognition and Applications, Innsbruck, Austria pp. 169-174.

  13. Chartier, S., Giguère, G., Renaud, P., Lina, J.-M., & Proulx, R. (2007, August). FEBAM: A Feature-Extracting Bidirectional Associative Memory, Proceedings of the International Joint Conference on Neural Networks. Orlando, Florida, pp. 1679-1684.

  14. Giguère, G., Chartier, S., Proulx, R., Lina, J.-M. (2007, July). Category development and reorganization using a bidirectional associative memory-inspired architecture. In R.L. Lewis, T.A. Polk, & J.E. Laird (Eds.), Proceedings of the 8th International Conference on Cognitive Modeling, (pp. 97-102). Ann Arbor, Mi: University of Michigan.

  15. Giguère, G., Chartier, S., Proulx, R., & Lina, J.-M. (2007, July). Creating Perceptual Features Using a BAM Architecture, In D. S. McNamara & J. G. Trafton (Eds.), Proceedings of the 29th Annual Cognitive Science Society (pp. 1025-1030). Austin, TX: Cognitive Science Society.

  16. Chartier, S., Renaud, P. & Caron, S. (2007, June). Autonomous Classification of Sexual Offenders from Eye Pattern Behavior, In G. Bourgon, R.K. Hanson, J.D. Pozzulo, K.E. Morton Bourgon, & C.L. Tanasichuk (Eds.), The Proceedings of the 2007 North American Correctional & Criminal Justice Psychology Conference (pp. 158-161). Ottawa: Public Safety Canada.

  17. Chartier, S. & Boukadoum, M. (2006, December) A Chaotic Bidirectional Associative Memory. Proceedings of Maghrebian Conference on Software Engineering and Artificial Intelligence, Agadir, Morocco, pp. 498-501.

  18. Tabari, K., Boukadoum, M., Chartier, S. & Lounis. H. (2006, December) Reconnaissance d’expressions faciales à l’aide d’une mémoire associative bidirectionnelle à fonction de sortie chaotique. Proceedings of Maghrebian Conference on Software Engineering and Artificial Intelligence, Agadir, Morocco, pp. 422-426.

  19. Chartier, S. & Renaud, P. (2006, May). Eye-tracker Data Filtering Using Pulse Coupled Neural Network. Proceeding of the 17th IASTED International Conference on Modelling and Simulation, Montréal, Canada, pp. 91-96.

  20. Renaud, P., Albert, G., Chartier, S., Bonin, M.-P., DeCourville-Nicol, P., Bouchard, S. & Proulx J. (2006, April). Mesures et rétroactions psychophysiologiques en immersion virtuelle: le cas des réponses oculomotrices et sexuelles. Proceedings of the 18th international conference on Association Francophone d'Interaction Homme-Machine (IHM06), Montréal, Canada, pp. 175-178.

  21. Chartier, S., Hélie, S., Boukadoum, M. & Proulx, R. (2005, August). SCRAM: Statistically Converging Recurrent Associative Memory. Proceedings of the International Joint Conference on Neural Networks, 2, Montréal, Canada, pp. 723-728.

  22. Chartier, S., Cousineau, D., & Charbonneau, D. (2004, July). A Connexionist Model of the Attentional Blink Effect During a Rapid Serial Visual Presentation Task. In M. Lovett, C. Schunn, C. Lebiere, P. Munro (Eds.) Proceedings of the Sixth International Conference on Cognitive Modelling, (pp. 64-69). Mahwah, NJ: Lawrence Erlbaum Associates Publishers. Pittsburgh, USA.

  23. Hélie, S., Chartier, S. & Proulx, R. (2004, July). Applying Fuzzy Logic to Neural Modeling. In M. Lovett, C. Schunn, C. Lebiere, P. Munro (Eds.) Proceedings of the Sixth International Conference on Cognitive Modeling, (pp. 352-353). Mahwah, NJ: Lawrence Erlbaum Associates Publishers. Pittsburgh, USA.

  24. Chartier, S. & Lepage, R. (2002, August). Learning and Extracting Edges from Images by a Modified Hopfield Neural Network. Proceeding of the 16th International Conference on Pattern Recognition, 3, Quebec City, Canada, pp. 431-434.

  25. Chartier, S. & Proulx, R. (2001, July). A New Online Unsupervised Learning Rule for the BSB Model. Proceedings of the International Joint Conference on Neural Networks, 1, Washington D.C., USA, pp. 448-453.

  26. Chartier, S. & Proulx, R. (1999, July). A Self-Scaling Procedure in Unsupervised Correlational Neural Networks. Proceedings of the International Joint Conference on Neural Networks, 2, Washington D.C., USA, pp. 1092-1096.

Book Chapters

  1. Renaud, P, Chartier, S., Fedoroff, P., Bradford, J., Rouleau, J.L., Proulx, J. and Bouchard, S. (2010). The Use of Virtual Reality in Clinical Psychology Research: Focusing on Approach and Avoidance Behaviors. In D. Kaufman, L. Sauvé (Eds.) Educational gameplay and simulation environments: Case studies and lessons learned, (pp. 231-251). Information Science Publishing.

  2. Renaud, P., Bouchard, S., Chartier, S., & Bonin, M.-P. (2009). Cybertherapy, cyberpsychology and the use of virtual reality in mental health. In Universal Access, Lawrence Erlbaum Associates (Ergonomics and Human Factors Series), pp. 52.1-52.13.

  3. Renaud, P. Chartier, S. & Albert, G. (2009). Embodied and Embedded: The Dynamics of Extracting Visual Perceptual-Motor Invariants. In S. Guastello, M. Koopmans, D. Pincus (Eds.) Chaos and Complexity in Psychology: The Theory of Nonlinear Dynamical Systems, (pp. 177-206). New York, NY: Cambridge University Press.