Optimization in discovery of compound granules

A Jankowski, JF Peters, A Skowron… - Fundamenta …, 2008 - content.iospress.com
The problem considered in this paper is the evaluation of perception as a means of
optimizing various tasks. The solution to this problem hearkens back to early research on …

Approximation spaces and information granulation

A Skowron, R Swiniarski, P Synak - … on Rough Sets and Current Trends in …, 2004 - Springer
We discuss approximation spaces in the granular computing framework. Such
approximation spaces generalise the approaches to concept approximation existing in …

Rough sets, neighborhood systems and granular computing

Y Yao - Engineering solutions for the next millennium. 1999 …, 1999 - ieeexplore.ieee.org
Granulation of a universe involves grouping of similar elements into granules. With
granulated views, we deal with approximations of concepts, represented by subsets of the …

Modeling rough granular computing based on approximation spaces

A Skowron, J Stepaniuk, R Swiniarski - Information Sciences, 2012 - Elsevier
The results reported in this paper create a step toward the rough set-based foundations of
data mining and machine learning. The approach is based on calculi of approximation …

Rough-granular computing

A Skowron, JF Peters - Handbook on Granular Computing, 2008 - books.google.com
This chapter briefly introduces the highlights of the rough set approach to knowledge
discovery by means of various forms of information granulation. This approach has its roots …

On granular rough computing with missing values

L Polkowski, P Artiemjew - Rough Sets and Intelligent Systems Paradigms …, 2007 - Springer
Granular Computing as a paradigm in Approximate Reasoning is concerned with
granulation of available knowledge into granules that consists of entities similar in …

Rough sets: Trends and challenges

A Skowron, JF Peters - International Workshop on Rough Sets, Fuzzy Sets …, 2003 - Springer
We discuss how approximation spaces considered in the context of rough sets and
information granule theory have evolved over the last 20 years from simple approximation …

Approximation of information granule sets

A Skowron, J Stepaniuk, JF Peters - Rough Sets and Current Trends in …, 2001 - Springer
The aim of the paper is to present basic notions related to granular computing, namely the
information granule syntax and semantics as well as the inclusion and closeness (similarity) …

A review of the knowledge granulation methods: discrete vs. continuous algorithms

P Artiemjew - Rough Sets and Intelligent Systems-Professor Zdzisław …, 2013 - Springer
The paradigm of granular rough computing has risen quite recently—was initiated by
Professor Lotfi Zadeh in 1979. This paradigm is strictly connected with the Rough Set …

Approximation spaces in rough–granular computing

A Skowron, J Stepaniuk… - Fundamenta …, 2010 - content.iospress.com
We discuss some generalizations of the approximation space definition introduced in 1994
[24, 25]. These generalizations are motivated by real-life applications. Rough set based …