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Cluster hypothesis

Known as: Cluster assumption 
In machine learning and information retrieval, the cluster hypothesis is an assumption about the nature of the data handled in those fields, which… 
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Related topics

Related topics

7 relations
Cluster analysisInformation retrievalK-means clusteringMachine learning

Broader (1)

Data modeling

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2019
2019
Learning the $k$ in $k$-means via the Camp-Meidell Inequality
Determining <tex>$k$</tex>, the number clusters, is a key challenge in <tex>$k$</tex>-means clustering. We propose an approach… 
2017
2017
Label propagation based saliency detection via graph design
Saliency detection has been widely used as the pre-processing of the computer-vision tasks. Existing propagation based saliency… 
2015
2015
A Transductive SVM with quasi-linear kernel based on cluster assumption for semi-supervised classification
This paper presents a Transductive Support Vector Machine (TSVM) with quasi-linear kernel based on a clustering assumption for… 
2015
2015
Optimal and mode-independent filters for generalised Bernoulli jump systems
This paper provides the optimal solution of the filtering design problem for a special class of discrete-time Markov jump linear… 
2010
2010
Multimodal kernel learning for image retrieval
We propose a semi-supervised learning technique to address the problem of fusing multimodal information sources for CBIR. In our… 
2010
2010
Semantic Relation Extraction Based on Semi-supervised Learning
Many tasks of information extraction or natural language processing have a property that the data naturally consist of several… 
2008
2008
Hierarchical cluster kernels for supervised and semi-supervised learning
Semi-supervised learning became an important subdomain of machine learning in the last years. These methods try to exploit the… 
2004
2004
DIMENSIONALITY REDUCTION TECHNIQUES FOR SEARCH RESULTS CLUSTERING
Search results clustering is an attempt to automatically organise a linear list of document references returned by a search… 
1999
1999
Support for Interactive Document Selection in Cross-Language Information Retrieval
Review
1975
Review
1975
Aggregation of Magnetic Fluids under an External Field : Micelle Formation : A Review
Soon after the invention of the magnetic fluid (MF), it was found that needlelike agglomerates (macro-clusters) were generated in… 
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