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Issue No.02 - March/April (2011 vol.26)
pp: 54-63
Maria E. Jabon , Stanford University
Sun Joo Ahn , Stanford University
Jeremy N. Bailenson , Stanford University
<p>Using facial feature points automatically extracted from short video segments, researchers couple computer vision with machine learning to predict performance over an entire task and at any given instant within the task.</p>
Intelligent systems, face and gesture recognition, video analysis, feature representation, decision support
Maria E. Jabon, Sun Joo Ahn, Jeremy N. Bailenson, "Automatically Analyzing Facial-Feature Movements to Identify Human Errors", IEEE Intelligent Systems, vol.26, no. 2, pp. 54-63, March/April 2011, doi:10.1109/MIS.2009.106
1. P. Salmon et al., "Predicting Design Induced Pilot Error: A Comparison of SHERPA, Human Error HAZOP, HEIST and HET, a Newly Developed Aviation Specific HEI Method," Human-Centered Computing: Cognitive, Social, and Ergonomic Aspects, Lawrence Erlbaum Associates, vol. 3, 2003, pp. 567–571.
2. P. Ekman and E.L. Rosenberg, What the Face Reveals: Basic and Applied Studies of Spontaneous Expression Using the Facial Action Coding System (FACS), Oxford Univ. Press, 1997.
3. H.I. Witten and E. Fank, Data Mining: Practical Machine Learning Tools and Techniques, 2nd ed., Morgan Kaufmann, 2005.
4. P. Kosla, A Feature Selection Approach in Problems with a Great Number of Features, Springer, 2008, pp. 394–401.
5. X. Jin et al., "Machine Learning Techniques and Chi-Square Feature Selection for Cancer Classification Using SAGE Gene Expression Profile," Proc. Data Mining for Biomedical Applications, LNBI 3916, Springer, 2006, pp. 106–115.
6. R. Kohavi, "The Power of Decision Tables," Proc. 8th European Conf. Machine Learning, Springer-Verlag, 1995, pp. 174–189.
7. J.H. Friedman, T. Hastie, and R. Tibshirani, "Additive Logistic Regression: A Statistical View of Boosting," Annals of Statistics, vol. 28, no. 2, 2000, pp. 337–407.
8. J.W. Senders and N. Moray, Human Error: Cause, Prediction, and Reduction, Lawrence Erlbaum Associates, 1991.
9. A. Isaac, "Human Error in European Air Traffic Management: The HERA project," Reliability Eng. and System Safety, vol. 75, no. 2, 2002, pp. 257–272.
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