JOURNAL ARTICLE

CLASSIFICATION ON MULTI-LABEL DATASET USING RULE MINING TECHNIQUE

R. Singh Patel

Year: 2014 Journal:   International Journal of Research in Engineering and Technology Vol: 03 (06)Pages: 154-158

Abstract

Most recent work has been focused on associative classification technique. Most research work of classification has been doneon single label data.But it is not appropriate for some real world application like scene classification, bioinformatics, and text categorization.So that here we proposed multi label classification to solve the issues arise in single label classification.That is very useful in decision making process.Multi-label classification is an extension of single-label classification, and its generality makes it more difficult to solve compare to single label.Also we proposed classification based on association rule mining so that we can accumulate the advantages of both techniques.We can get the benefit of discovering interesting rules from data using rule mining technique and using rule ranking and rule pruning technique we can classified that rules so that redundant rules can be reduced.So that Here proposed work is done on multi label dataset that is classified using rule mining algorithm.Here proposed approach is an accurate and effective multi label classification technique, highly competitive and scalable than other traditional and associative classification approaches.

Keywords:
Data mining Computer science Pattern recognition (psychology) Artificial intelligence

Metrics

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Cited By
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FWCI (Field Weighted Citation Impact)
21
Refs
0.19
Citation Normalized Percentile
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Citation History

Topics

Data Mining Algorithms and Applications
Physical Sciences →  Computer Science →  Information Systems
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence
Algorithms and Data Compression
Physical Sciences →  Computer Science →  Artificial Intelligence

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