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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

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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… 
2014
2014
A novelty detection machine and its application to bank failure prediction
2011
2011
Comparing data-dependent and data-independent embeddings for classification and ranking of Internet images
This paper presents a comparative evaluation of feature embeddings for classification and ranking in large-scale Internet image… 
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
Binary Classification under Sample Selection Bias
1 Binary classification under sample selection bias 9 1. 
Review
2007
Review
2007
Technology survey and invalidity search: A comparative study of different tasks for Japanese patent document retrieval
2006
2006
The Star Clustering Algorithm for Information Organization
We present the star clustering algorithm for static and dynamic information organization. The offline star algorithm can be used… 
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
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