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Issue No.03 - May/June (2010 vol.25)
pp: 32-40
Alessio Dore , University of Genoa University of Genoa, Genoa Genoa
Carlo Regazzoni , Univesrity of Genova Univesrity of Genova , Genova Genova
<p>A Dynamic Bayesian Network model uses the Instantaneous Topological Map algorithm to process couples of observed interacting trajectories. It recognizes human interactions through the analysis of their patterns of movement.</p>
Interaction analysis, Dynamic Bayesian Networks, trajectory analysis, activity recognition, intelligent systems
Alessio Dore, Carlo Regazzoni, "Interaction Analysis with a Bayesian Trajectory Model", IEEE Intelligent Systems, vol.25, no. 3, pp. 32-40, May/June 2010, doi:10.1109/MIS.2010.37
1. K.P. Murphy, "Dynamic Bayesian Networks: Representation, Inference and Learning," doctoral dissertation, Univ. of Calif, Berkeley, 2002.
2. J. Jockusch and H. Ritter, "An Instantaneous Topological Map for Correlated Stimuli," Proc. Int'l Joint Conf. Neural Networks, IEEE Press, vol. 1, 1999, pp. 529–534.
3. A. Dore, A.F. Cattoni, and C.S. Regazzoni, "Interaction Modeling and Prediction in Smart Spaces: A Bio-inspired Approach Based on Autobiographical Memory," to be published in IEEE Trans. Systems, Man, and Cybernetics, Part A, 2010.
4. A.R. Damasio, The Feeling of What Happens: Body, Emotion and the Making of Consciousness, Harvest Books, 2000.
5. S. Scheding, R. Grover, and H. Durrant-Whyte, "Machine Perception in Unstructured and Unknown Environments," Robotics and Cognitive Approaches to Spatial Mapping, Springer, 2008, pp. 65–81.
6. T.M. Martinetz, "Competitive Hebbian Learning Rule Forms Perfectly Topology Preserving Maps," Proc. Int'l Conf. Artificial Neural Networks (ICANN 93), IEEE Press, 1993, pp. 427–434.
7. T. Martinetz and K. Schulten, "A 'Neural-Gas' Network Learns Topologies," Artificial Neural Networks, vol. I, 1991, pp. 397–402.
8. M.A.T. Figueiredo and A.K. Jain, "Unsupervised Learning of Finite Mixture Models," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 3, 2002, pp. 381–396.
9. A. Dore and C.S. Regazzoni, "Bayesian Bio-inspired Model for Learning Interactive Trajectories," Proc. Int'l Conf. Advanced Video and Signal Based Surveillance (AVSS 09), IEEE CS Press, 2009, pp. 207–212.
10. N. Oliver, B. Rosario, and A. Pentland, "A Bayesian Computer Vision System for Modeling Human Interactions," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 8, 2000, pp. 831–843.
11. Y. Du, F. Chen, and W. Xu, "Human Interaction Representation and Recognition through Motion Decomposition," IEEE Signal Processing Letters, vol. 14, no. 12, 2007, pp. 952–955.
12. X. Ma et al., "Event Analysis Based on Multiple Interactive Motion Trajectories," IEEE Trans. Circuits and Systems for Video Technology, vol. 19, no. 3, 2009, pp. 397–406.
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