Predicting Protein Function using Decision Tree

被引:0
|
作者
Singh, Manpreet [1 ]
Wadhwa, Parminder Kaur [1 ]
Kaur, Surinder [2 ]
机构
[1] Guru Nanak Dev Engn Coll, Dept CSE & IT, Ludhiana, Punjab, India
[2] Inst Engn & Technol, Dept CSE, Bhaddhal, Ropar, India
关键词
Sequence Derived Features; decision tree;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The drug discovery process starts with protein identification because proteins are responsible for many functions required for maintenance of life. Protein identification further needs determination of protein function. Proposed method develops a classifier for human protein function prediction. The model uses decision tree for classification process. The protein function is predicted on the basis of matched sequence derived features per each protein function. The research work includes the development of a tool which determines sequence derived features by analyzing different parameters. The other sequence derived features are determined using various web based tools.
引用
收藏
页码:350 / +
页数:3
相关论文
共 50 条
  • [1] Human Protein Function Prediction using Decision Tree Induction
    Singh, Manpreet
    Wadhwa, Parminder Kaur
    Sandhu, Parvinder Singh
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (04): : 92 - 98
  • [2] Predicting students’ satisfaction using a decision tree
    Vesna Skrbinjek
    Valerij Dermol
    [J]. Tertiary Education and Management, 2019, 25 : 101 - 113
  • [3] Predicting students' satisfaction using a decision tree
    Skrbinjek, Vesna
    Dermol, Valerij
    [J]. TERTIARY EDUCATION AND MANAGEMENT, 2019, 25 (02) : 101 - 113
  • [4] Predicting gene function using hierarchical multi-label decision tree ensembles
    Leander Schietgat
    Celine Vens
    Jan Struyf
    Hendrik Blockeel
    Dragi Kocev
    Sašo Džeroski
    [J]. BMC Bioinformatics, 11 (1)
  • [5] Predicting gene function using hierarchical multi-label decision tree ensembles
    Schietgat, Leander
    Vens, Celine
    Struyf, Jan
    Blockeel, Hendrik
    Kocev, Dragi
    Dzeroski, Saso
    [J]. BMC BIOINFORMATICS, 2010, 11
  • [6] Predicting restaurant financial distress using decision tree and AdaBoosted decision tree models
    Kim, Soo Y.
    Upneja, Arun
    [J]. ECONOMIC MODELLING, 2014, 36 : 354 - 362
  • [7] Decision tree classifier for human protein function prediction
    Singh, Manpreet
    Singh, Parvinder
    Singh, Hardeep
    [J]. 2006 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATIONS, VOLS 1 AND 2, 2007, : 549 - +
  • [8] Predicting student evaluations of teaching using decision tree analysis
    Park, Eunkyoung
    Dooris, John
    [J]. ASSESSMENT & EVALUATION IN HIGHER EDUCATION, 2020, 45 (05) : 776 - 793
  • [9] Predicting service industry performance using decision tree analysis
    Yeo, Benjamin
    Grant, Delvin
    [J]. INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2018, 38 (01) : 288 - 300
  • [10] Human Protein Function Prediction Enhancement Using Decision Tree Based Machine Learning Approach
    Sharma, Sunny
    Singh, Gurvinder
    Singh, Rajinder
    [J]. INFORMATION, COMMUNICATION AND COMPUTING TECHNOLOGY (ICICCT 2019), 2019, 1025 : 279 - 293