Feature-Based Subjectivity Classification of Filipino Text

被引:2
|
作者
Regalado, Ralph Vincent J. [1 ]
Cheng, Charibeth K. [1 ]
机构
[1] De La Salle Univ, Ctr Language Technol, Manila 1004, Philippines
关键词
subjectivity classification; feature-based approach; Filipino language;
D O I
10.1109/IALP.2012.39
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Subjectivity classification classifies whether a text expresses an opinion or not. Though there are already existing works in this field especially for the English Language, no reports have been made if these approaches are indeed effective when adapted to the Filipino language. This research reports a feature-based approach for subjectivity classification using existing classifiers such as Naive Bayes, Bagging, Multilayer perceptron and Random Forest Tree. Result shows that the Bagging classifier gave the best results with 64.7% accuracy.
引用
收藏
页码:57 / 60
页数:4
相关论文
共 50 条
  • [21] A Feature-Based Classification of Model Repair Approaches
    Macedo, Nuno
    Jorge, Tiago
    Cunha, Alcino
    IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2017, 43 (07) : 615 - 640
  • [22] Feature-based classification of bidirectional transformation approaches
    Hidaka, Soichiro
    Tisi, Massimo
    Cabot, Jordi
    Hu, Zhenjiang
    SOFTWARE AND SYSTEMS MODELING, 2016, 15 (03): : 907 - 928
  • [23] Feature-based classification of bidirectional transformation approaches
    Soichiro Hidaka
    Massimo Tisi
    Jordi Cabot
    Zhenjiang Hu
    Software & Systems Modeling, 2016, 15 : 907 - 928
  • [24] A Feature-Based Network Traffic Classification Approach
    Mao, Qian
    O’Neill, Charles
    Bao, Ke
    International Journal of Network Security, 2023, 25 (05) : 821 - 828
  • [25] Feature-Based Classification of Electric Guitar Types
    Profeta, Renato de Castro Rabelo
    Schuller, Gerald
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2019, PT II, 2020, 1168 : 478 - 484
  • [26] Classification of schizophrenia using feature-based morphometry
    Castellani, U.
    Rossato, E.
    Murino, V.
    Bellani, M.
    Rambaldelli, G.
    Perlini, C.
    Tomelleri, L.
    Tansella, M.
    Brambilla, P.
    JOURNAL OF NEURAL TRANSMISSION, 2012, 119 (03) : 395 - 404
  • [27] Feature-Based Classification for Audio Bootlegs Detection
    Bestagini, P.
    Zanoni, M.
    Albonico, L.
    Paganini, A.
    Sarti, A.
    Tubaro, S.
    PROCEEDINGS OF THE 2013 IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS'13), 2013, : 126 - 131
  • [28] Feature-based augmentation and classification for tabular data
    Sathianarayanan, Balachander
    Samant, Yogesh Chandra Singh
    Guruprasad, Prahalad S. Conjeepuram
    Hariharan, Varshin B.
    Manickam, Nirmala Devi
    CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY, 2022, 7 (03) : 481 - 491
  • [29] Adaptive Sensor Management for Feature-Based Classification
    Jenkins, Karen
    Castanon, David A.
    49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 522 - 527
  • [30] Geometric feature-based skin image classification
    Yang, Jinfeng
    Shi, Yihua
    Xiao, Mingliang
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF THEORETICAL AND METHODOLOGICAL ISSUES, 2007, 4681 : 1158 - +