Classifier combination in speech recognition

被引:0
|
作者
Felföldi, László [1 ]
Kocsor, András [1 ]
Tóth, Lászlo [1 ]
机构
[1] Res. Grp. on Artificial Intelligence, Hungarian Academy of Sciences, University of Szeged, Aradi vértanúk tere 1, H-6720 Szeged, Hungary
来源
关键词
Artificial intelligence - Database systems - Decision making - Information technology - Knowledge based systems - Learning systems;
D O I
暂无
中图分类号
学科分类号
摘要
In statistical pattern recognition, the principal task is to classify abstract data sets. Instead of using robust but computational expensive algorithms it is possible to combine 'weak' classifiers that can be employed in solving complex classification tasks. In this comparative study, we will examine the effectiveness of the commonly used hybrid schemes - especially those used for speech recognition problems - concentrating on cases which employ different combinations of classifiers.
引用
收藏
页码:125 / 140
相关论文
共 50 条
  • [1] Combination of generative models and SVM based classifier for speech emotion recognition
    Chandrakala, S.
    Sekhar, C. Chandra
    IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 1374 - 1379
  • [2] Second guessing a commercial 'black box' classifier by an 'in house' classifier: Serial classifier combination in a speech recognition application
    Rahman, F
    Tarnikova, Y
    Kumar, A
    Alam, H
    MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, 2004, 3077 : 374 - 383
  • [3] Connectionist fuzzy classifier for speech recognition
    Kuo, Yau-Hwang
    Kao, Cheng-I
    Chen, Jiahn-Jung
    Journal of Information Science and Engineering, 1994, 10 (01) : 1 - 20
  • [4] Classifier combination for vehicle silhouettes recognition
    Prampero, PS
    de Carvalho, ACPLF
    SEVENTH INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND ITS APPLICATIONS, 1999, (465): : 67 - 71
  • [5] CLASSIFIER FUSION FOR EMOTION RECOGNITION FROM SPEECH
    Scherer, Stefan
    Schwenker, Friedhelm
    Palm, Guenther
    ADVANCED INTELLIGENT ENVIRONMENTS, 2009, : 95 - 117
  • [6] Evaluation of Wains as a Classifier for Automatic Speech Recognition
    Salaja, Rosemary T.
    Flynn, Ronan
    Russell, Michael
    2015 26TH IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC), 2015,
  • [7] Dynamic classifier combination in hybrid speech recognition systems using utterance-level confidence values
    Kirchhoff, K
    Bilmes, JA
    ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, : 693 - 696
  • [8] Classifier combination and its application in iris recognition
    Feng, Xinhua
    Ding, Xiaoqing
    Wu, Youshou
    Wang, Patrick S. P.
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2008, 22 (03) : 617 - 638
  • [9] Towards automated classifier combination for pattern recognition
    Baykut, A
    Erçil, A
    MULTIPLE CLASSIFIER SYSTEMS, PROCEEDING, 2003, 2709 : 94 - 105
  • [10] Early Recognition of Sequential Patterns by Classifier Combination
    Uchida, Seiichi
    Amamoto, Kazuma
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 3011 - 3014