A review and comparison of strategies for handling missing values in separate-and-conquer rule learning

L Wohlrab, J Fürnkranz - Journal of Intelligent Information Systems, 2011 - Springer
In this paper, we review possible strategies for handling missing values in separate-and-
conquer rule learning algorithms, and compare them experimentally on a large number of …

Association action rules

ZW Ras, A Dardzinska, LS Tsay… - 2008 IEEE International …, 2008 - ieeexplore.ieee.org
Action rules describe possible transitions of objects from one state to another with respect to
a distinguished attribute. Previous research on action rule discovery usually required the …

The further investigation of covering-based rough sets: uncertainty characterization, similarity measure and generalized models

Z Shi, Z Gong - Information Sciences, 2010 - Elsevier
The notion of rough sets was originally proposed by Pawlak. In Pawlak's rough set theory,
the equivalence relation or partition plays an important role. However, the equivalence …

[图书][B] Action rules mining

A Dardzinska - 2012 - books.google.com
We are surrounded by data, numerical, categorical and otherwise, which must to be
analyzed and processed to convert it into information that instructs, answers or aids …

ARAS: Action rules discovery based on agglomerative strategy

ZW Raś, E Wyrzykowska, H Wasyluk - International workshop on mining …, 2007 - Springer
Action rules can be seen as logical terms describing knowledge about possible actions
associated with objects which is hidden in a decision system. Classical strategy for …

[HTML][HTML] High-performance actionable knowledge miner for boosting business revenue

KA Tarnowska, A Bagavathi, ZW Ras - Applied Sciences, 2022 - mdpi.com
This research proposes a novel strategy for constructing a knowledge-based recommender
system (RS) based on both structured data and unstructured text data. We present its …

[PDF][PDF] An infinite hierarchy of context-free languages

SA Greibach - Journal of the ACM (JACM), 1969 - dl.acm.org
Untitled Page 1 Page 2 92 sHE~L~ A. Gm~AC~ whether there are other subAFLs and which
properties they do or do not share witty. the whole family. Here we define and study a doubly …

Action rule extraction from a decision table: ARED

S Im, ZW Raś - Foundations of Intelligent Systems: 17th International …, 2008 - Springer
In this paper, we present an algorithm that discovers action rules from a decision table.
Action rules describe possible transitions of objects from one state to another with respect to …

How to support consensus reaching using action rules: a novel approach

J Kacprzyk, S ZADROŻNY, ZW RAŚ - International Journal of …, 2010 - World Scientific
We consider a consensus reaching process in a group of individuals meant as an attempt to
make preferences of the individuals more and more similar, that is, getting closer and closer …

Action rules discovery without pre-existing classification rules

ZW Raś, A Dardzińska - Rough Sets and Current Trends in Computing …, 2008 - Springer
Action rules describe possible transitions of objects from one state to another with respect to
a distinguished attribute. Previous research on action rule discovery usually requires the …