A Novel Tamil Character Recognition Using Decision Tree Classifier

被引:8
|
作者
Raja, Selvakumar [1 ]
John, Mala [2 ]
机构
[1] Arunai Coll Engn, Dept Elect & Commun Engn, Tiruvannamalai, Tamil Nadu, India
[2] Anna Univ, Dept Elect Engn, Madras Inst Technol, Madras 600025, Tamil Nadu, India
关键词
Back propagation neural network; Character recognition; Decision tree classifier; Entropy; Information gain; Support vector machine;
D O I
10.4103/0377-2063.123763
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Tamil is a South Indian language spoken widely in Tamil Nadu, one of the states of India. It is one of the oldest languages in the world, and the Tamil script is used to write the Tamil language in India, Sri Lanka, Singapore, and parts of Malaysia, as well as to write minority languages such as Badaga. This paper presents an efficient method for recognizing Tamil characters based on extracted features like horizontal lines, vertical lines, loops, and curves. The extracted features are fed to Back Propagation based Neural Network (BPNN) classifier system, Support Vector Machine (SVM) classifier, and Decision Tree (DT) classifier. The DT classifier system has achieved very good recognition rate on the Tamil character database and shows improved performance as compared to BPNN classifier and SVM classifiers.
引用
收藏
页码:569 / 575
页数:7
相关论文
共 50 条
  • [31] Handwritten Tamil Character Recognition Using Zernike Moments and Legendre Polynomial
    Wahi, Amitabh
    Sundaramurthy, S.
    Poovizhi, P.
    [J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 595 - 603
  • [32] Tamil Handwritten Character Recognition System using Statistical Algorithmic Approaches
    Raj, M. Antony Robert
    Abirami, S.
    Shyni, S. M.
    [J]. COMPUTER SPEECH AND LANGUAGE, 2023, 78
  • [33] Quantum decision tree classifier
    Lu, Songfeng
    Braunstein, Samuel L.
    [J]. QUANTUM INFORMATION PROCESSING, 2014, 13 (03) : 757 - 770
  • [34] Online Touch Behavior Recognition of Hard-cover Robot Using Temporal Decision Tree Classifier
    Koo, Seong-yong
    Lim, Jong Gwan
    Kwon, Dong-soo
    [J]. 2008 17TH IEEE INTERNATIONAL SYMPOSIUM ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION, VOLS 1 AND 2, 2008, : 425 - 429
  • [35] Quantum decision tree classifier
    Songfeng Lu
    Samuel L. Braunstein
    [J]. Quantum Information Processing, 2014, 13 : 757 - 770
  • [36] A hybrid decision tree classifier
    Kotsiantis, Sotiris
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 26 (01) : 327 - 336
  • [37] Decision tree and deep learning based probabilistic model for character recognition
    A.K.Sampath
    Dr.N.Gomathi
    [J]. Journal of Central South University, 2017, 24 (12) : 2862 - 2876
  • [38] Decision tree and deep learning based probabilistic model for character recognition
    A. K. Sampath
    Dr. N. Gomathi
    [J]. Journal of Central South University, 2017, 24 : 2862 - 2876
  • [39] Decision tree and deep learning based probabilistic model for character recognition
    Sampath, A. K.
    Gomathi, N.
    [J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2017, 24 (12) : 2862 - 2876
  • [40] An Adaptive Technique for Handwritten Tamil Character Recognition
    Sarveswaran, K.
    Ratnaweera, D. A. A. C.
    [J]. ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, 2007, : 151 - +