Conformal Decision Rules

被引：0

作者：

Abdelqader, Husam ^{[1
]}

Smirnov, Evgueni ^{[1
]}

Pont, Marc ^{[2
]}

Geijselaers, Marciano ^{[2
]}

机构：

[1] Maastricht Univ, Maastricht, Netherlands

[2] Integrin, Geleen, Netherlands

来源：

CONFORMAL AND PROBABILISTIC PREDICTION WITH APPLICATIONS, VOL 179 | 2022年 / 179卷

关键词：

Classification; Inductive Conformal Prediction; Rule Learning;

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：

This paper proposes conformal decision rules. They are defined as decision rules with their own conformal predictors. Given a test instance, conformal decision rules provide a point prediction, an explanation, a p-value for that prediction plus a prediction set.

引用

页数：3

共 50 条

[31] On the extraction of decision support rules from fuzzy predictive models
Castro, Felix
Nebot, Angela
Mugica, Francisco
APPLIED SOFT COMPUTING, 2011, 11 (04) : 3463 - 3475
[32] Improved EAV-Based Algorithm for Decision Rules Construction
Zabinski, Krzysztof
Zielosko, Beata
ENTROPY, 2023, 25 (01)
[33] Mining decision rules on data streams in the presence of concept drifts
Tsai, Cheng-Jung
Lee, Chien-I.
Yang, Wei-Pang
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 1164 - 1178
[34] Training conformal predictors
Colombo, Nicolo
Vovk, Vladimir
CONFORMAL AND PROBABILISTIC PREDICTION AND APPLICATIONS, VOL 128, 2020, 128 : 55 - 64
[35] Evaluating association rules and decision trees to predict multiple target attributes
Ordonez, Carlos
Zhao, Kai
INTELLIGENT DATA ANALYSIS, 2011, 15 (02) : 173 - 192
[36] Exploring the Important Attributes of Human Immunodeficiency Virus and Generating Decision Rules
Cheng, Ching-Hsue
Wang, Yun-Chun
SYMMETRY-BASEL, 2020, 12 (01):
[37] Learning decision rules from uncertain data using rough sets
Trabelsi, Salsabil
Elouedi, Zied
COMPUTATIONAL INTELLIGENCE IN DECISION AND CONTROL, 2008, 1 : 109 - 114
[38] Decision Rules Based Supervised Machine Learning for Power Quality Application
Shinde, Pravin
Ahmad, Akbar
Munje, Ravindra
2019 IEEE 5TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2019,
[39] Automatic image annotation using fuzzy association rules and decision tree
Li, Zhixin
Li, Lingzhi
Yan, Kaobi
Zhang, Canlong
MULTIMEDIA SYSTEMS, 2017, 23 (06) : 679 - 690
[40] Similarity-Based Classification with Dominance-Based Decision Rules
Szelag, Marcin
Greco, Salvatore
Slowinski, Roman
ROUGH SETS, (IJCRS 2016), 2016, 9920 : 355 - 364

← 1 2 3 4 5 →