Coding theorems for a discrete source with a fidelity criterion, pp.325-350, 1993. ,
Deterministic annealing for clustering, compression, classification, regression, and related optimization problems, Proceedings of the IEEE, vol.86, issue.11, pp.2210-2239, 1998. ,
Information transmission with additional noise, IRE Transactions on Information Theory, vol.8, issue.5, pp.293-304, 1962. ,
The information bottleneck method, Proceedings of the 37-th Annual Allerton Conference on Communication, Control and Computing, pp.368-377, 1999. ,
Convex Optimization, 2004. ,
, Machine learning: a probabilistic perspective, 2012.
A conditional entropy bound for a pair of discrete random variables, Information Theory, IEEE Transactions on, vol.21, pp.493-501, 1975. ,
The power of word clusters for text classification, 23rd European Colloquium on Information Retrieval Research (ECIR), pp.1-12, 2001. ,
Objective classification of galaxy spectra using the information bottleneck method, Monthly Notes of the Royal Astronomical Society, vol.323, pp.270-284, 2001. ,
Speaker recognition by gaussian information bottleneck, INTERSPEECH. ISCA, pp.1567-1570, 2009. ,
The two-way cooperative information bottleneck, IEEE International Symp. on Information Theory, pp.2131-2135, 2015. ,
Deep learning and the information bottleneck principle, 2015 IEEE Information Theory Workshop, pp.1-5, 2015. ,
Collaborative representation learning, 2016. ,
Distributed informationtheoretic biclustering, CoRR, 2016. ,
The multi-layer information bottleneck problem, Information Theory Workshop, p.2017 ,
URL : https://hal.archives-ouvertes.fr/hal-01742326
, IEEE, 2017.
An algorithm for computing the capacity of arbitrary discrete memoryless channels, IEEE Trans. Inform. Theory, vol.18, issue.1, pp.14-20, 1972. ,
Computation of channel capacity and rate-distortion functions, IEEE Trans. Inform. Theory, vol.18, issue.4, pp.460-473, 1972. ,
Computation Wyner-Ziv rate-distortion function, ser, 1983. ,
Extracting relevant structures with side information, Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, NIPS 2002, pp.857-864, 2002. ,
Computation of secrecy capacity for more-capable channel pairs, Information Theory (ISIT), 2008. ,
An algorithm for computing the secrecy capacity of broadcast channels with confidential messages, Information Theory (ISIT), 2007. ,
Toward computing the capacity region of degraded broadcast channel, Information Theory (ISIT), 2010. ,
Multitask learning, Machine Learning, vol.28, pp.41-75, 1997. ,
A model of inductive bias learning, Journal of Artificial Intelligence Research, vol.12, pp.149-198, 2000. ,
, A Survey on Multi-Task Learning, 2017.
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data, Journal of Machine Learning Research, vol.6, pp.1817-1853, 2005. ,
, Convex Learning of Multiple Tasks and their Structure, 2015.
Convex Multi-task Feature Learning, Mach. Learn, vol.73, issue.3, pp.243-272, 2008. ,
A Review on Multi-Label Learning Algorithms, IEEE Transactions on Knowledge and Data Engineering, vol.26, issue.8, pp.1819-1837, 2014. ,
The rate-distortion function for source coding with side information at the decoder, IEEE Trans. Inform. Theory, vol.22, pp.1-10, 1976. ,
An introduction to kolmogorov complexity and its applications: Preface to the first edition, 1997. ,
, Series in Telecommunications and Signal Processing, 2006.
, Convex Analysis, 1970.
, Network Information Theory, 2012.
Information Theory and Reliable Communication, 1968. ,
Learning and generalization with the information bottleneck, Theor. Comput. Sci, vol.411, pp.2696-2711, 2010. ,
Opening the black box of deep neural networks via information, CoRR, 2017. ,
A divisive information theoretic feature clustering algorithm for text classification, J. Mach. Learn. Res, vol.3, pp.1265-1287, 2003. ,
A Probabilistic Framework for the Hierarchic Organisation and Classification of Document Collections, Journal of Intelligent Information Systems, vol.18, issue.2-3, pp.153-172, 2002. ,
, Pattern Recognition and Machine Learning (Information Science and Statistics), 2006.
Newsweeder: Learning to filter netnews, Proceedings of the 12th International Machine Learning Conference (ML95), 1995. ,