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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 analysis
Information retrieval
K-means clustering
Machine learning
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Broader (1)
Data modeling
Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
2015
2015
A Transductive SVM with quasi-linear kernel based on cluster assumption for semi-supervised classification
Bo Zhou
,
Di Fu
,
Chao Dong
,
Jinglu Hu
IEEE International Joint Conference on Neural…
2015
Corpus ID: 16120532
This paper presents a Transductive Support Vector Machine (TSVM) with quasi-linear kernel based on a clustering assumption for…
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2014
2014
A novelty detection machine and its application to bank failure prediction
Shukai Li
,
W. Tung
,
W. Ng
Neurocomputing
2014
Corpus ID: 30153564
2011
2011
Comparing data-dependent and data-independent embeddings for classification and ranking of Internet images
Yunchao Gong
,
Svetlana Lazebnik
Computer Vision and Pattern Recognition
2011
Corpus ID: 181600
This paper presents a comparative evaluation of feature embeddings for classification and ranking in large-scale Internet image…
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2010
2010
Multimodal kernel learning for image retrieval
Yen-Yu Lin
,
C. Fuh
International Conference on System Science and…
2010
Corpus ID: 6506066
We propose a semi-supervised learning technique to address the problem of fusing multimodal information sources for CBIR. In our…
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2010
2010
Semantic Relation Extraction Based on Semi-supervised Learning
Haibo Li
,
Y. Matsuo
,
M. Ishizuka
Asia Information Retrieval Symposium
2010
Corpus ID: 8963228
Many tasks of information extraction or natural language processing have a property that the data naturally consist of several…
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2008
2008
Binary Classification under Sample Selection Bias
Hein Matthias
2008
Corpus ID: 124259181
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
Sumio Fujita
Information Processing & Management
2007
Corpus ID: 2109932
2006
2006
The Star Clustering Algorithm for Information Organization
J. Aslam
,
Katya Pelekhov
,
D. Rus
Grouping Multidimensional Data
2006
Corpus ID: 206614866
We present the star clustering algorithm for static and dynamic information organization. The offline star algorithm can be used…
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2004
2004
DIMENSIONALITY REDUCTION TECHNIQUES FOR SEARCH RESULTS CLUSTERING
Yoshihiro Gotoh
2004
Corpus ID: 58963759
Search results clustering is an attempt to automatically organise a linear list of document references returned by a search…
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1999
1999
Support for Interactive Document Selection in Cross-Language Information Retrieval
Douglas W. Oard
,
P. Resnik
Information Processing & Management
1999
Corpus ID: 15166242
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