2012Computer Engineering and Applications JournalOpen access

Model and application of bidirectional transfer probabilistic PS-rough sets

Chunying Zhang

Open full text 2 citations

Abstract

On the basis of rough sets,by considering both the dynamic characteristics of the set X and the statistics information in the knowledge database,this paper constructs bidirectional transfer probabilistic PS-rough sets model,discusses properties and theorems of PS-rough sets,proves that PS-rough sets is the further extension of S-rough sets and Z.Pawlak rough sets,S-rough sets and Z.Pawlak rough sets are the special cases of PS-rough sets.Comparing with S-rough sets,the approximation quality of the dynamic set X* in PS-rough sets is relatively increased and then the decision accuracy is improved.The efficiency of PS-rough sets is shown by an example.

About this research paper

What this paper is about

On the basis of rough sets,by considering both the dynamic characteristics of the set X and the statistics information in the knowledge database,this paper constructs bidirectional transfer probabilistic PS-rough sets model,discusses properties and theorems of PS-rough sets,proves that PS-rough sets is the further extension of S-rough sets and Z.Pawlak rough sets,S-rough sets and Z.Pawlak rough sets are the special cases of PS-rough sets.Comparing with S-rough sets,the approximation quality of the dynamic set X* in PS-rough sets is relatively increased and then the decision accuracy is improved.The efficiency of PS-rough sets is shown by an example.

Why it matters

OpenAlex reports 2 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

On the basis of rough sets,by considering both the dynamic characteristics of the set X and the statistics information in the knowledge database,this paper constructs bidirectional transfer probabilistic PS-rough sets model,discusses properties and theorems of PS-rough sets,proves that PS-rough sets is the further extension of S-rough sets and Z.Pawlak rough sets,S-rough sets and Z.Pawlak rough sets are the special cases of PS-rough sets.Comparing with S-rough sets,the approximation quality of the dynamic set X* in PS-rough sets is relatively increased and then the decision accuracy is improved.The efficiency of PS-rough sets is shown by an example.

Key concepts: Rough set, Dominance-based rough set approach, Probabilistic logic, Extension (predicate logic), Mathematics, Basis (linear algebra), Data mining, Set (abstract data type)

Related papers

Back to paper searchBrowse research topicsOriginal source
Model and application of bidirectional transfer probabilistic PS-rough sets — Research Paper | ScholarLens