Uncertainty in Decision Tree Classifiers

被引:0
|
作者
Magnani, Matteo [1 ]
Montesi, Danilo [1 ]
机构
[1] Univ Bologna, Dept Comp Sci, I-40100 Bologna, Italy
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the current challenges in the field of data mining is to develop techniques to analyze uncertain data. Among these techniques, in this paper we focus on decision tree classifiers. In particular, we introduce a new data structure that can be used to represent multiple decision trees generated from uncertain datasets.
引用
收藏
页码:250 / 263
页数:14
相关论文
共 50 条
  • [21] Application of decision tree classifiers to computer intrusion detection
    Ye, N
    Li, XY
    DATA MINING II, 2000, 2 : 381 - 390
  • [22] SINGLE DECISION TREE CLASSIFIERS' ACCURACY ON MEDICAL DATA
    Hasan, Md. Rajib
    Abu Bakar, Nur Azzah
    Siraj, Fadzilah
    Sainin, Mohd Shamrie
    Hasan, Shariful
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON COMPUTING & INFORMATICS, 2015, : 671 - 676
  • [23] Decision tree classifiers for unmanned aircraft configuration selection
    Dantas de Jesus Ferreira, Joao Antonio
    Secco, Ney Rafael
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2021, 93 (06): : 1122 - 1132
  • [24] DECISION TREE FOR TEACHING MANAGEMENT OF UNCERTAINTY
    KNAGGS, SJ
    BARNES, AJ
    MACLEAN, CB
    JOURNAL OF MEDICAL EDUCATION, 1974, 49 (12): : 1184 - 1186
  • [25] IP Cores for Hardware Acceleration of Decision Tree Ensemble Classifiers
    Struharik, R.
    INES 2015 - IEEE 19TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENGINEERING SYSTEMS, 2015, : 45 - 50
  • [26] Decision-based evasion attacks on tree ensemble classifiers
    Zhang, Fuyong
    Wang, Yi
    Liu, Shigang
    Wang, Hua
    WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2020, 23 (05): : 2957 - 2977
  • [27] Decision Tree Models for Developing Molecular Classifiers for Cancer Diagnosis
    Floares, Alexandru
    Birlutiu, Adriana
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [28] PERFORMANCE EVALUATION OF DECISION TREE CLASSIFIERS AND ADABOOST ON CANCER DATASETS
    Hasan, Abid
    2011 INTERNATIONAL CONFERENCE ON COMPUTER AND COMPUTATIONAL INTELLIGENCE (ICCCI 2011), 2012, : 155 - 160
  • [29] Decision tree classifiers for evidential attribute values and class labels
    Trabelsi, Asma
    Elouedi, Zied
    Lefevre, Eric
    FUZZY SETS AND SYSTEMS, 2019, 366 : 46 - 62
  • [30] Exception-tolerant decision tree / rule based classifiers
    Sikder S.
    Metya S.K.
    Goswami R.S.
    Ingenierie des Systemes d'Information, 2019, 24 (05): : 553 - 558