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Information bottleneck method

The information bottleneck method is a technique in information theory introduced by Naftali Tishby, Fernando C. Pereira, and William Bialek. for… Expand
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Data compressionDistance matrixInformation theoryLagrange multiplier
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Papers overview

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2016
2016
Information Bottleneck Learning Using Privileged Information for Visual Recognition
We explore the visual recognition problem from a main data view when an auxiliary data view is available during training. This is… Expand
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2015
2015
Trellis based node operations for LDPC decoders from the Information Bottleneck method
We utilize the Information Bottleneck method in a discrete density evolution scheme that was introduced by Brian M. Kurkoski et… Expand
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2014
2014
Information Bottleneck Approach to Predictive Inference
This paper synthesizes a recent line of work on automated predictive model making inspired by Rate-Distortion theory, in… Expand
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Highly Cited
2010
Highly Cited
2010
Learning and generalization with the information bottleneck
The Information Bottleneck is an information theoretic framework that finds concise representations for an 'input' random… Expand
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Highly Cited
2007
Highly Cited
2007
The Information Bottleneck Revisited or How to Choose a Good Distortion Measure
It is well-known that the information bottleneck method and rate distortion theory are related. Here it is described how the… Expand
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2003
2003
Geometric Clustering Using the Information Bottleneck Method
We argue that K–means and deterministic annealing algorithms for geometric clustering can be derived from the more general… Expand
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Highly Cited
2000
Highly Cited
2000
Document clustering using word clusters via the information bottleneck method
We present a novel implementation of the recently introduced information bottleneck method for unsupervised document clustering… Expand
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Highly Cited
2000
Highly Cited
2000
Data Clustering by Markovian Relaxation and the Information Bottleneck Method
We introduce a new, non-parametric and principled, distance based clustering method. This method combines a pairwise based… Expand
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Highly Cited
1999
Highly Cited
1999
The information bottleneck method
We define the relevant information in a signal $x\in X$ as being the information that this signal provides about another signal… Expand
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Highly Cited
1999
Highly Cited
1999
Agglomerative Information Bottleneck
We introduce a novel distributional clustering algorithm that maximizes the mutual information per cluster between data and given… Expand
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