.png){kind=icon}
返回
A rough set-based case-based reasoner for text categorization
.png){kind=icon}
PRE
AI
DOI：10.1016/j.ijar.2005.06.019.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
This paper presents a novel rough set-based case-based reasoner For Use in text categorization (TC). The reasoner has four main components: feature term extractor, document representor, case selector, and case retriever. It operates by first reducing the number of feature terms in the documents Using the rough set technique. Then, the number of documents is reduced using a new document selection approach based on the case-based reasoning (CBR) concepts of coverage and reachability. As a result, both the number of feature terms and documents are reduced with only minimal loss of information. Finally, this smaller set of documents with fewer feature terms is Used in TC. The proposed rough set-based case-based reasoner wits tested on the Reuters21578 text datasets. The experimental results demonstrate its effectiveness and efficiency as it significantly reduced feature terms and documents, important for improving the efficiency of TC, while preserving and even improving classification accuracy. (C) 2005 Elsevier Inc. All rights reserved.
Keyword:
text categorization (TC)
case-based reasoning (CBR)
rough set
case coverage
case reachability
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3
论文数:
3.0K
被引数:
5.1K
机构
暂无机构信息
引用论文
Characterisation of whey drainage kinetics during soft cheese manufacture in relation with the physicochemical and technological factors, pH at renneting, casein concentration and ionic strength of milk.png)
Le Lait
OAAI
Le LaitIF0
OAAI分享收藏Coordination complexes of niobium and tantalum. V. Eight-coordinated di- and triperoxoniobates(V) and -tantalates(V) with some nitrogen and oxygen bidentate ligands铌和钽的配合物。五。具有一些氮和氧双齿配体的八配位的二过氧化物和三过氧化物铌酸盐 (V) 和钽酸盐 (V)
PREAI
分享收藏Application of rough sets analysis to identify polluted aquatic sites based on a battery of biomarkers:: a comparison with classical methodsCHEMOSPHERE
CHEMOSPHEREIF8.1
PREAI
分享收藏A fuzzy-rough approach for the maintenance of distributed case-based reasoning systemsSOFT COMPUTING
SOFT COMPUTINGIF2.5
PREAI
分享收藏
查看更多内容