SPEEDSER: A Possibilistic System for Query Disambiguation, Expansion and Translation

被引:1
|
作者
Elayeb, Bilel [1 ,2 ]
Ben Khiroun, Oussama [2 ,3 ]
机构
[1] Liwa Coll Technol, Abu Dhabi, U Arab Emirates
[2] Manouba Univ, RIADI Res Lab, ENSI, Manouba, Tunisia
[3] Carthage Univ, Fac Econ & Management Nabeul, Tunis, Tunisia
关键词
Mono- and cross-language information retrieval; query disambiguation; query expansion; query translation; possibility theory; possibilistic networks; MODEL;
D O I
10.1142/S0219622023500499
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We design, implement and assess in this paper a new architecture of a possibilistic mono- and cross-language information retrieval (IR/CLIR) system. The latter is useful to experiment query disambiguation, expansion and translation processes in both IR and CLIR frameworks. We take advantage of possibility theory to overcome the problems of query disambiguation and expansion in an uncertain and imprecise IR/CLIR context. We investigate the impact of combining possibilistic query disambiguation with expansion on IR/CLIR efficiency. A co-occurrence graph representation is exploited to quantify the similarity between query terms and their semantically close words (expansion task) or between query terms and their possible meanings (disambiguation task). We extend the possibilistic mono-language query disambiguation approach to a cross-language framework. We conduct a set of experiments using ROMANSEVAL data collection, the French-English parallel text corpus Europarl and the CLEF-2003 French-English IR/CLIR test collection. Results highlight some statistically significant improvements of our possibilistic approaches when compared to some state-of-the-art IR/CLIR works.
引用
收藏
页数:43
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