An overview on subgroup discovery: foundations and applications

F Herrera, CJ Carmona, P González… - … and information systems, 2011‏ - Springer
Subgroup discovery is a data mining technique which extracts interesting rules with respect
to a target variable. An important characteristic of this task is the combination of predictive …

[كتاب][B] Introduction to statistical relational learning

L Getoor, B Taskar - 2007‏ - books.google.com
Advanced statistical modeling and knowledge representation techniques for a newly
emerging area of machine learning and probabilistic reasoning; includes introductory …

[PDF][PDF] Supervised descriptive rule discovery: A unifying survey of contrast set, emerging pattern and subgroup mining.

PK Novak, N Lavrač, GI Webb - Journal of Machine Learning Research, 2009‏ - jmlr.org
This paper gives a survey of contrast set mining (CSM), emerging pattern mining (EPM), and
subgroup discovery (SD) in a unifying framework named supervised descriptive rule …

[كتاب][B] Intelligent data analysis: an introduction

MR Berthold, DJ Hand - 2007‏ - books.google.com
This monograph is a detailed introductory presentation of the key classes of intelligent data
analysis methods. The twelve coherently written chapters by leading experts provide …

[كتاب][B] Relational data mining

S Džeroski - 2010‏ - Springer
Data Mining algorithms look for patterns in data. While most existing Data Mining
approaches look for patterns in a single data table, relational Data Mining (RDM) …

Subgroup discovery with CN2-SD

N Lavrač, B Kavšek, P Flach, L Todorovski - Journal of Machine Learning …, 2004‏ - jmlr.org
This paper investigates how to adapt standard classification rule learning approaches to
subgroup discovery. The goal of subgroup discovery is to find rules describing subsets of the …

Multi-relational data mining: an introduction

S Džeroski - ACM SIGKDD Explorations Newsletter, 2003‏ - dl.acm.org
Data mining algorithms look for patterns in data. While most existing data mining
approaches look for patterns in a single data table, multi-relational data mining (MRDM) …

Expert-guided subgroup discovery: Methodology and application

D Gamberger, N Lavrac - Journal of Artificial Intelligence Research, 2002‏ - jair.org
This paper presents an approach to expert-guided subgroup discovery. The main step of the
subgroup discovery process, the induction of subgroup descriptions, is performed by a …

APRIORI-SD: Adapting association rule learning to subgroup discovery

B Kavšek, N Lavrač - Applied Artificial Intelligence, 2006‏ - Taylor & Francis
This paper presents a subgroup discovery algorithm APRIORI-SD, developed by adapting
association rule learning to subgroup discovery. The paper contributes to subgroup …

Finding association rules that trade support optimally against confidence

T Scheffer - European conference on principles of data mining and …, 2001‏ - Springer
When evaluating association rules, rules that differ in both support and confidence have to
compared; a larger support has to be traded against a higher confidence. The solution which …