A course in density estimation
A course in density estimation
Elements of information theory
Elements of information theory
Using MPI (2nd ed.): portable parallel programming with the message-passing interface
Using MPI (2nd ed.): portable parallel programming with the message-passing interface
Information Theoretic Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Learning from Examples with Information Theoretic Criteria
Journal of VLSI Signal Processing Systems
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
The Correlation Ratio as a New Similarity Measure for Multimodal Image Registration
MICCAI '98 Proceedings of the First International Conference on Medical Image Computing and Computer-Assisted Intervention
Retrospective Correction of MR Intensity Inhomogeneity by Information Minimization
MICCAI '00 Proceedings of the Third International Conference on Medical Image Computing and Computer-Assisted Intervention
Affine Registration with Feature Space Mutual Information
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
Alignment by maximization of mutual information
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Analysis of multimodal sequences using geometric video representations
Signal Processing - Special section: Multimodal human-computer interfaces
Cross-modal localization through mutual information
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Information theoretic combination of classifiers with application to AdaBoost
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Information theoretic combination of pattern classifiers
Pattern Recognition
IEEE Transactions on Signal Processing
Elastic image registration using attractive and repulsive particle swarm optimization
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Differential evolution applied to a multimodal information theoretic optimization problem
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
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We propose an information theoretic model that unifies a wide range of existing information theoretic signal processing algorithms in a compact mathematical framework. It is mainly based on stochastic processes, Markov chains and error probabilities. The proposed framework will allow us to discuss revealing analogies and differences between several well-known algorithms and to propose interesting extensions resulting directly from our formalism. We will then describe how the theory can be applied to the rapidly emerging field of multi-modal signal processing: we will show how our framework can be efficiently used for multi-modal medical image processing and for joint analysis of multi-media sequences (audio and video).