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：
SCALABLE UNCERTAINTY MANAGEMENT, SUM 2010 | 2010年 / 6379卷
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
  • [31] Decision-based evasion attacks on tree ensemble classifiers
    Fuyong Zhang
    Yi Wang
    Shigang Liu
    Hua Wang
    World Wide Web, 2020, 23 : 2957 - 2977
  • [32] Ensemble Method of Effective AdaBoost Algorithm for Decision Tree Classifiers
    Dinakaran, S.
    Thangaiah, P. Ranjit Jeba
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2017, 26 (03)
  • [33] Decision Tree Ensemble Classifiers for Anomalous Propagation Echo Detection
    Lee, Hansoo
    Kim, Sungshin
    2016 JOINT 8TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (SCIS) AND 17TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (ISIS), 2016, : 391 - 396
  • [34] Semi-supervised self-training for decision tree classifiers
    Tanha, Jafar
    van Someren, Maarten
    Afsarmanesh, Hamideh
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2017, 8 (01) : 355 - 370
  • [35] Hyper-Heuristic Evolutionary Approach for Constructing Decision Tree Classifiers
    Kumar, Sunil
    Ratnoo, Saroj
    Vashishtha, Jyoti
    JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2021, 20 (02): : 249 - 276
  • [36] Human-In-The-Loop Construction of Decision Tree Classifiers with Parallel Coordinates
    Estivill-Castro, Vladimir
    Gilmore, Eugene
    Hexel, Rene
    2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 3852 - 3859
  • [37] A Novel Comparison of Neural Network and Decision Tree as Classifiers using R
    Vijayarangam, J.
    Kamalakkannan, S.
    Smiles, J. Anita
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 712 - 715
  • [38] Human activity classification using Decision Tree and Naive Bayes classifiers
    Maswadi, Kholoud
    Ghani, Norjihan Abdul
    Hamid, Suraya
    Rasheed, Muhammads Babar
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (14) : 21709 - 21726
  • [39] Semi-supervised self-training for decision tree classifiers
    Jafar Tanha
    Maarten van Someren
    Hamideh Afsarmanesh
    International Journal of Machine Learning and Cybernetics, 2017, 8 : 355 - 370
  • [40] Classification confidence weighted majority voting using decision tree classifiers
    Toth, Norbert
    Pataki, Bela
    INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS, 2008, 1 (02) : 169 - 192
12345