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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… (More)
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Topic mentions per year

Topic mentions per year

1999-2017
051019992017

Related topics

Related topics

6 relations
Data compressionDistance matrixInformation theoryLagrange multiplier
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Related mentions per year

Related mentions per year

1936-2018
19401960198020002020
Information bottleneck method
Data compression
Information theory
Mutual information
Lagrange multiplier
Rate–distortion theory

Papers overview

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2010
2010
Document Clustering using Sequential Information Bottleneck Method
Document clustering is a subset of the larger field of data clustering, which borrows concepts from the fields of information… (More)
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2010
2010
Unsupervised object category discovery via information bottleneck method
We present a novel approach to automatically discover object categories from a collection of unlabeled images. This is achieved… (More)
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2009
2009
Image Segmentation Using Information Bottleneck Method
In image processing, segmentation algorithms constitute one of the main focuses of research. In this paper, new image… (More)
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2009
2009
Deformed statistics formulation of the information bottleneck method
The theoretical basis for a candidate variational principle for the information bottleneck (IB) method is formulated within the… (More)
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2005
2005
Extraction of relevant speech features using the information bottleneck method
We propose a novel approach to the design of efficient representations of speech for various recognition tasks. Using a… (More)
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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… (More)
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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… (More)
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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… (More)
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Highly Cited
1999
Highly Cited
1999
The information bottleneck method
We define the relevant information in a signal x ∈ X as being the information that this signal provides about another signal y… (More)
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Highly Cited
1999
Highly Cited
1999
Agglomerative Information Bottleneck
We introduce a novel distributional clustering algorithm that explicitly maximizes the mutual information per cluster between the… (More)
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