Classifier Tools: A Comparative Study

被引:0
|
作者
Mirza, Heera Begum [1 ]
Ratnaparkhe, Varsha R. [1 ]
机构
[1] GECA, Dept Elect & Telecommun, Aurangabad, Maharashtra, India
关键词
Classifier; AdaBoost; Bagging; Decision Stump; Disceret_Bayes; KNN; Least-Squares; Maximum-Likelihood; VFI; Vote; ZeroR;
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
this paper explores and compares different tools i.e. Classification toolbox, Pattern Recognition tools (PR tools) and Waikato Environment for Knowledge Analysis (WEKA), and different classifiers. In first step, common classifiers selected from that three tools, common datasets provided to that tools and compared the result on the basis of the accuracy. The accuracy calculated by three different methods i.e. Holdout, Cross-Validation and Resubstitution. Datasets considered from the UCI Repository. In second step, common combiner classifiers selected from PR tools and WEKA tool, and result was compared using confusion matrix. In third step, result compared with the help of accuracy, considered different classifiers from the tool.
引用
收藏
页码:1543 / 1547
页数:5
相关论文
共 50 条
  • [11] A Comparative Study of Data Cleaning Tools
    Oni, Samson
    Chen, Zhiyuan
    Hoban, Susan
    Jademi, Onimi
    INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING, 2019, 15 (04) : 48 - 65
  • [12] A comparative study of WhatsApp forensics tools
    Alissa, Khalid
    Almubairik, Norah A.
    Alsaleem, Lamyaa
    Alotaibi, Deema
    Aldakheel, Malak
    Alqhtani, Sarah
    Saqib, Nazar
    Brahimi, Samiha
    Alshahrani, Mubarak
    SN APPLIED SCIENCES, 2019, 1 (11):
  • [13] Comparative study of xAPI validation tools
    Rabelo, Thomas
    Lama, Manuel
    Vidal, Juan C.
    Amorim, Ricardo
    2017 IEEE FRONTIERS IN EDUCATION CONFERENCE (FIE), 2017,
  • [14] COMPARATIVE STUDY OF SELECTED BPR TOOLS
    胡健
    黄丽华
    薛华成
    Journal of China Textile University(English Edition), 1997, (02) : 63 - 68
  • [15] A comparative study of WhatsApp forensics tools
    Khalid Alissa
    Norah A. Almubairik
    Lamyaa Alsaleem
    Deema Alotaibi
    Malak Aldakheel
    Sarah Alqhtani
    Nazar Saqib
    Samiha Brahimi
    Mubarak Alshahrani
    SN Applied Sciences, 2019, 1
  • [16] A Comparative Study of Automated Refactoring Tools
    Alharbi, Maha
    Alshayeb, Mohammad
    IEEE ACCESS, 2024, 12 : 18764 - 18781
  • [17] A Comparative Study of Text Classifier for Mobile Crowdsensing Applications
    Rajoo, Sharmiladevi
    Magalingam, Pritheega
    Idris, Norbik Bashah
    Samy, Ganthan Narayana
    Maarop, Nurazean
    Shanmugam, Bharanidharan
    Perumal, Sundaresan
    ADVANCED SCIENCE LETTERS, 2018, 24 (01) : 686 - 689
  • [18] Comparative classifier aggregation
    Abdulkader, Ahmad
    Drakopoulos, John A.
    Zhang, Qi
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 156 - +
  • [19] A Comparative Study of MI Tools: Defining the Roadmap to MI Tools Standardization
    Sarwar, Muhammad Imran
    Tanveer, Wasif
    Sarwar, Imran
    Mahmood, Waqar
    INMIC: 2008 INTERNATIONAL MULTITOPIC CONFERENCE, 2008, : 379 - 385
  • [20] A Comparative Study of Classifier Combination Methods Applied to NLP Tasks
    Enriquez, Fernando
    Troyano, Jose A.
    Cruz, Fermin L.
    Ortega, F. Javier
    NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, 2011, 6716 : 258 - 261