Opinion Recognition on Movie Reviews by Combining Classifiers

被引：3
作者：
Koumpouri, Athanasia [1 ]
Mporas, Iosif [1 ]
Megalooikonomou, Vasileios [1 ]
机构：
[1] Univ Patras, Dept Comp Engn & Informat, Multidimens Data Anal & Knowledge Management Lab, Rion 26500, Greece
来源：
SPEECH AND COMPUTER (SPECOM 2015) | 2015年 / 9319卷
关键词：
Opinion mining; Discriminative algorithms; Decision trees; Probabilistic algorithms;
D O I：
10.1007/978-3-319-23132-7_38
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper we present a combined opinion recognition scheme based on discriminative algorithms, decision trees and probabilistic algorithms. The proposed scheme takes advantage of the information provided from each of the recognition models in decision level, in order to provide refined and more accurate opinion recognition results. The experimental results showed that the proposed combined scheme achieved an overall recognition performance of 87.90 %, increasing the accuracy of our best-performing opinion recognition model by 3.5%.
引用
收藏
页码：309 / 316
页数：8
相关论文
共 15 条
  • [1] [Anonymous], 2009, ACM PRESS P 1 INT CI, DOI [10.1145/1651461.1651474, DOI 10.1145/1651461.1651474]
  • [2] [Anonymous], 2010, P INT C COMP LING CO
  • [3] [Anonymous], 2005, P C HUM LANG TECHN E, DOI DOI 10.3115/1220575.1220618
  • [4] [Anonymous], 2004, 20 INT C COMP LING G
  • [5] New Avenues in Opinion Mining and Sentiment Analysis
    Cambria, Erik
    Schuller, Bjoern
    Xia, Yunqing
    Havasi, Catherine
    [J]. IEEE INTELLIGENT SYSTEMS, 2013, 28 (02) : 15 - 21
  • [6] Dasgupta Sajib, 2009, Proceedings of the Joint Conference ACL-IJCNLP, P701
  • [7] GOLDBERG A.B., 2006, P HLT NAACL WORKSHOP, P45
  • [8] Predicting the semantic orientation of adjectives
    Hatzivassiloglou, V
    McKeown, KR
    [J]. 35TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 8TH CONFERENCE OF THE EUROPEAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE, 1997, : 174 - 181
  • [9] Hu M., 2004, P TENTHACM SIGKDD IN, P168
  • [10] Pak A, 2010, 7 INT C LANGUAGE RES
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