Information retrieval and text categorization with semantic indexing

被引：0
|
作者：
Rosso, P [1 ]
Molina, A [1 ]
Pla, F [1 ]
Jiménez, D [1 ]
Vidal, V [1 ]
机构：
[1] Univ Politecn Valencia, Dpto Sist Informat & Computac, E-46071 Valencia, Spain
来源：
COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING | 2004年 / 2945卷
关键词：
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, we present the effect of the semantic indexing using WordNet senses on the Information Retrieval (IR) and Text Categorization (TC) tasks. The documents have been sense-tagged using a Word Sense Disambiguation (WSD) system based on Specialized Hidden Markov Models (SHMMs). The preliminary results showed that a small improvement of the performance was obtained only in the TC task.
引用
收藏
页码：596 / 600
页数：5
相关论文
共 50 条
  • [31] A CROSS LANGUAGE TEXT CATEGORIZATION ALGORITHMFROMTHE PERSPECTIVE OF INFORMATION RETRIEVAL
    Liu, Yue
    Tian, Ming
    Zhou, Weitao
    Dai, Lin
    2012 INTERNATIONAL CONFERENCE ON INDUSTRIAL CONTROL AND ELECTRONICS ENGINEERING (ICICEE), 2012, : 254 - 257
  • [32] Concept indexing for automated text categorization
    Gómez, JM
    Cortizo, JC
    Puertas, E
    Ruiz, M
    NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, 2004, 3136 : 195 - 206
  • [33] Semantic annotation, indexing, and retrieval
    Kiryakov, A
    Popov, B
    Ognyanoff, D
    Manov, D
    Kirilov, A
    Goranov, M
    SEMANTIC WEB - ISWC 2003, 2003, 2870 : 484 - 499
  • [34] Text Information Retrieval Based on Concept Semantic Similarity
    Lv, Gang
    Zheng, Cheng
    Zhang, Li
    2009 FIFTH INTERNATIONAL CONFERENCE ON SEMANTICS, KNOWLEDGE AND GRID (SKG 2009), 2009, : 356 - +
  • [35] Integrating semantic knowledge into text similarity and information retrieval
    Mueller, Christof
    Gurevych, Iryna
    Muehlhaeuser, Max
    ICSC 2007: INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING, PROCEEDINGS, 2007, : 257 - +
  • [36] Semantic Categorization and Retrieval of Images
    Ion, Anca Loredana
    Stanescu, Liana
    Burdescu, Dan
    NINTH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING, PROCEEDINGS, 2007, : 211 - 218
  • [37] The Semantic Dimension in Information Retrieval, from Document Indexing to Query Reformulation
    Bouramoul, Abdelkrim
    KNOWLEDGE ORGANIZATION, 2011, 38 (05): : 425 - 437
  • [38] Comparison Probabilistic Latent Semantic Indexing Model In Chinese Information Retrieval
    Xie Fang
    Liu Xiaoguang
    Hu Quan
    2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 3, PROCEEDINGS, 2009, : 559 - +
  • [39] An Information Retrieval Model Based on Latent Semantic Indexing with Intelligent Preprocessing
    Kumar, Ch.
    Gupta, Ankush
    Batool, Mahmooda
    Trehan, Shagun
    JOURNAL OF INFORMATION & KNOWLEDGE MANAGEMENT, 2005, 4 (04) : 279 - 285
  • [40] A neural network model for information retrieval using latent semantic indexing
    Syu, I
    Lang, SD
    Deo, N
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1318 - 1323
12345