A Classification Algorithm based on Concept Similarity

2007 ◽  
pp. 281-291
Author(s):  
João Paulo Domingos-Silva ◽  
Newton José Vieira
Keyword(s):  
Classification Algorithm ◽  
Concept Similarity

CACS: A Novel Classification Algorithm Based on Concept Similarity

2007 ◽  
pp. 500-507
Author(s):  
Jing Peng ◽  
Dong-qing Yang ◽  
Chang-jie Tang ◽  
Jing Zhang ◽  
Jian-jun Hu
Keyword(s):  
Classification Algorithm ◽  
Concept Similarity

Decision Tree Classification Algorithm within Concept Similarity

2012 ◽  
Vol 235 ◽  
pp. 9-14
Author(s):  
Chun Hua Ju ◽  
Li Li Mao
Keyword(s):  
Data Streams ◽  
Data Stream ◽  
Concept Drift ◽  
Classification Algorithm ◽  
Streaming Data ◽  
Decision Tree Classification ◽  
The Cost ◽  
Prediction Efficiency ◽  
Concept Similarity

Data stream mining has been applied in many domains, but the concept drifts of data streams bring great obstacles to data mining. Current researches about classification algorithm for streaming data with concept drift have achieved many successes, while they pay little attention to the iterancy of data streams, namely, the situation of the historical concept reappears. For this characteristic, this paper puts forward that it utilizes the classifier model of the historical concepts or high similarity concepts through calculating the concept similarity to classify and predict. In this way, we don’t need training any more. Meanwhile, it reduces the cost of update model, speeds up the classification of the rate and improves the prediction efficiency.

A Concept Similarity Based Text Classification Algorithm

2007 ◽  
Author(s):  
Jing Peng ◽  
Dong-qing Yang ◽  
Shi-Wei Tang ◽  
Jun Gao ◽  
Peng-yi Zhang ◽  
...  
Keyword(s):  
Text Classification ◽  
Classification Algorithm ◽  
Concept Similarity

A Multi-Label Classification Algorithm Based on Random Walk Model

2010 ◽  
Vol 33 (8) ◽  
pp. 1418-1426 ◽  
Author(s):  
Wei ZHENG ◽  
Chao-Kun WANG ◽  
Zhang LIU ◽  
Jian-Min WANG
Keyword(s):  
Random Walk ◽  
Classification Algorithm ◽  
Random Walk Model

Uncertain data decision tree classification algorithm

2009 ◽  
Vol 29 (11) ◽  
pp. 3092-3095 ◽  
Author(s):  
Fang LI ◽  
Yi-yuan LI ◽  
Chong WANG
Keyword(s):  
Decision Tree ◽  
Uncertain Data ◽  
Classification Algorithm ◽  
Decision Tree Classification
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