[图书][B] Rough–Granular Computing in Knowledge Discovery and Data Mining

J Stepaniuk - 2008 - books.google.com
Page 1 Studies in Computational Intelligence 152 S Jarosław Stepaniuk Rough - Granular
Computing in Knowledge Discovery and Data Mining R43 563 0404 R437 R438 Springer …

Toward interactive computations: A rough-granular approach

A Skowron, M Szczuka - Advances in Machine Learning II: Dedicated to …, 2010 - Springer
We present an overview of Rough Granular Computing (RGC) approach to modeling
complex systems and processes. We discuss the granular methodology in conjunction with …

Discovery of process models from data and domain knowledge: A rough-granular approach

HS Nguyen, A Jankowski, JF Peters… - … in Granular Computing …, 2010 - igi-global.com
The rapid expansion of the Internet has resulted not only in the ever-growing amount of data
stored therein, but also in the burgeoning complexity of the concepts and phenomena …

Rough-granular computing in human-centric information processing

TT Nguyen, A Skowron - Human-Centric Information Processing Through …, 2009 - Springer
In ubiquitous computing, users are expected to continuously interact with computing
devices, to suggest strategies and hypotheses, to pass over new facts from domain …

Discovering concurrent process models in data: A rough set approach

Z Suraj - Rough Sets, Fuzzy Sets, Data Mining and Granular …, 2009 - Springer
The aim of the lecture is to provide a survey of state of the art related to a research direction
concerning relationships between rough set theory and concurrency in the context of …

Attribute reduction using extension of covering approximation space

GY Wang, J Hu - Fundamenta Informaticae, 2012 - content.iospress.com
The concept of the complement of a covering is introduced, and then the extended space of
a covering approximation space is induced based on it. Generally, the extended space of a …

Discovery of processes and their interactions from data and domain knowledge

A Skowron - KES International Symposium on Agent and Multi …, 2010 - Springer
We discuss an approach to discovery of concurrent processes from data and domain
knowledge. The approach is based on interactive rough-granular computing (IRGC) and is …

Concept formation: rough sets and Scott systems

M Wolski, A Gomolińska - Fundamenta Informaticae, 2013 - content.iospress.com
The paper addresses the problem of concept formation (knowledge granulation) in the
settings of rough set theory. The original version of rough set theory implicitly accommodates …

Towards approximation of risk

M Szczuka - Rough Sets and Current Trends in Computing: 6th …, 2008 - Springer
We discuss the notion of risk in generally understood classification support systems. We
propose a method for approximating the loss function and introduce a technique for …

Risk assessment in granular environments

M Szczuka - Transactions on Rough Sets XIII, 2011 - Springer
We discuss the problem of measuring the quality of decision support (classification) system
that involves granularity. We put forward the proposal for such quality measure in the case …