Fuzzy Random Forest with C-Fuzzy Decision Trees

被引：9

作者：

Gadomer, Lukasz ^{[1
]}

Sosnowski, Zenon A. ^{[1
]}

机构：

[1] Bialystok Tech Univ, Fac Comp Sci, Wiejska 45A, PL-15351 Bialystok, Poland

来源：

COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2016 | 2016年 / 9842卷

关键词：

Fuzzy tree; C-Fuzzy Decision Tree; Fuzzy random forest;

D O I：

10.1007/978-3-319-45378-1_43

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper a new classification solution which joins C-Fuzzy Decision Trees and Fuzzy Random Forest is proposed. Its assumptions are similar to the Fuzzy Random Forest, but instead of fuzzy trees it consists of C-Fuzzy Decision Trees. To test the proposed classifier there was performed a set of experiments. These experiments were performed using four datasets: Ionosphere, Dermatology, Pima-Diabetes and Hepatitis. Created forest was compared to C4.5 rev. 8 Decision Tree and single C-Fuzzy Decision Tree. The influence of randomness on the classification accuracy was also tested.

引用

页码：481 / 492

页数：12

共 50 条

[21] An fuzzy matching method of fuzzy decision trees
Lee, JWT
Sun, J
Yang, LZ
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1569 - 1573
[22] Analysis on the fuzzy filter in fuzzy decision trees
Li, FC
Sun, J
Wang, XZ
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1457 - 1462
[23] A fuzzy random forest
Bonissone, Piero
Cadenas, Jose M.
Carmen Garrido, M.
Andres Diaz-Valladares, R.
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2010, 51 (07) : 729 - 747
[24] Fuzzy decision forest
Janikow, CZ
NAFIPS'2003: 22ND INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS PROCEEDINGS, 2003, : 480 - 483
[25] Fuzzy decision forest
Janikow, CZ
Faifer, M
PEACHFUZZ 2000 : 19TH INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 2000, : 218 - 221
[26] Learning fuzzy decision trees
Apolloni, B
Zamponi, G
Zanaboni, AM
NEURAL NETWORKS, 1998, 11 (05) : 885 - 895
[27] Incremental fuzzy decision trees
Guetova, M
Hölldobler, S
Störr, HP
KI2002: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2002, 2479 : 67 - 81
[28] INDUCTION OF FUZZY DECISION TREES
YUAN, YF
SHAW, MJ
FUZZY SETS AND SYSTEMS, 1995, 69 (02) : 125 - 139
[29] Verification of Fuzzy Decision Trees
Good, Jack H.
Gisolfi, Nicholas
Miller, Kyle
Dubrawski, Artur
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2023, 49 (05) : 3277 - 3288
[30] Practical Fuzzy Decision Trees
Abu-halaweh, Na'el M.
Harrison, Robert W.
2009 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DATA MINING, 2009, : 211 - 216

← 1 2 3 4 5 →