Fetching the paper…
Reading the bibliography…
The information bottleneck (IB) approach to clustering takes a joint distribution $P\!\left(X,Y\right)$ and maps the data $X$ to cluster labels $T$ which retain maximal information about $Y$ (Tishby et al., 1999).
The information bottleneck method
Tishby, N., Pereira, F. C., and Bialek, W. (1999) · 1999
Earlier work this paper cites.
The Power of Word Clusters for Text Classification
Slonim, N. and Tishby, N. (2001) · 2001
Earlier work this paper cites.
Information Theory, Inference, and Learning Algorithms
MacKay, D. J. C. (2002) · 2002
Earlier work this paper cites.
Maximum likelihood and the information bottleneck
Slonim, N. and Weiss, Y. (2003) · 2003
Earlier work this paper cites.
How many clusters an information-theoretic perspective
Still, S. and Bialek, W. (2004) · 2004
Earlier work this paper cites.
Geometric clustering using the information bottleneck method
Still, S., Bialek, W., and Bottou, L. (2004) · 2004
Earlier work this paper cites.
Information Bottleneck for Gaussian Variables
Chechik, G., Globerson, A., Tishby, N., and Weiss, Y. (2005) · 2005
Earlier work this paper cites.
Information-based clustering
Slonim, N., Atwal, G., Tkacik, G., and Bialek, W. (2005) · 2005
Earlier work this paper cites.
A Probabilistic Interpretation of Canonical Correlation Analysis
Bach, F. R. and Jordan, M. I. (2006) · 2006
Cited alongside, same era.
Pattern Recognition and Machine Learning (Information Science and Statistics)
Bishop, C. M. (2006) · 2006
Cited alongside, same era.
Elements of Information Theory
Cover, T. M. and Thomas, J. A. (2006) · 2006
Cited alongside, same era.
A maximum-likelihood interpretation for slow feature analysis
Turner, R. E. and Sahani, M. (2007) · 2007
Cited alongside, same era.
Past-future information bottleneck in dynamical systems
Creutzig, F., Globerson, A., and Tishby, N. (2009) · 2009
Cited alongside, same era.
Auto-Encoding Variational Bayes
Kingma, D. P. and Welling, M. (2014) · 2014
Cited alongside, same era.
Deep learning and the information bottleneck principle
Tishby, N. and Zaslavsky, N. (2015) · 2015
Later among the works it cites.
Predictive learning
LeCun, Y. (2016) · 2016
Later among the works it cites.
The representation of prediction error in auditory cortex
Rubin, J., Ulanovsky, N., Nelken, I., and Tishby, N. (2016) · 2016
Later among the works it cites.
Deep variational information bottleneck
Alemi, A. A., Fischer, I., Dillon, J. V., and Murphy, K. (2017) · 2017
Closest in time.
SCAN: Learning Abstract Hierarchical Compositional Visual Concepts
Higgins, I., Sonnerat, N., Matthey, L., Pal, A., Burgess, C. P., Botvinick, M., Hassabis, D., and Lerchner, A. (2017) · 2017
Closest in time.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Predictive information in a sensory population
Palmer, S. E., Marre, O., Berry II, M. J., and Bialek, W. (2015) · 2015
Cited alongside, same era.
Shwartz-Ziv, R. and Tishby, N. (2017) · 2017
Closest in time.
The Deterministic Information Bottleneck
Strouse, D. and Schwab, D. J. (2017) · 2017
Closest in time.