Certain models of granular computing based on rough fuzzy approximations

被引:17
作者
Akram, Muhammad [1 ]
Luqman, Anam [1 ]
Al-Kenani, Ahmad N. [2 ]
机构
[1] Univ Punjab, Dept Math, New Campus, Lahore, Pakistan
[2] King Abdulaziz Univ, Fac Sci, Dept Math, Jeddah, Saudi Arabia
关键词
Rough fuzzy approximations; rough fuzzy digraphs; information granulation; algorithms; INFORMATION GRANULATION; SOFT SETS; HYPERGRAPHS; GRAPHS;
D O I
10.3233/JIFS-191165
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An extraction of granular structures using graphs is a powerful mathematical framework in human reasoning and problem solving. The visual representation of a graph and the merits of multilevel or multiview of granular structures suggest the more effective and advantageous techniques of problem solving. In this research study, we apply the combinative theories of rough fuzzy sets and rough fuzzy digraphs to extract granular structures. We discuss the accuracy measures of rough fuzzy approximations and measure the distance between lower and upper approximations. Moreover, we consider the adjacency matrix of a rough fuzzy digraph as an information table and determine certain indiscernible relations. We also discuss some general geometric properties of these indiscernible relations. Further, we discuss the granulation of certain social network models using rough fuzzy digraphs. Finally, we develop and implement some algorithms of our proposed models to granulate these social networks.
引用
收藏
页码:2797 / 2816
页数:20
相关论文
共 43 条
[1]  
AKRAM M., 2020, Studies in Fuzziness and Soft Computing, V380
[2]   Hesitant fuzzy N-soft sets: A new model with applications in decision-making [J].
Akram, Muhammad ;
Adeel, Arooj ;
Alcantud, Jose Carlos R. .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 36 (06) :6113-6127
[3]   A new approach to compute measures of connectivity in rough fuzzy network models [J].
Akram, Muhammad ;
Zafar, Fariha .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 36 (01) :449-465
[4]   Decision-making methods based on hybrid mF models [J].
Akram, Muhammad ;
Ali, Ghous ;
Waseem, Neha ;
Davvaz, Bijan .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (03) :3387-3403
[5]   A new approach based on fuzzy rough digraphs for decision-making [J].
Akram, Muhammad ;
Shumaiza ;
Arshad, Maham .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (02) :2105-2121
[6]   Rough fuzzy digraphs with application [J].
Akram, Muhammad ;
Zafar, Fariha .
JOURNAL OF APPLIED MATHEMATICS AND COMPUTING, 2019, 59 (1-2) :91-127
[7]   A decision-making approach based on multi Q-dual hesitant fuzzy soft rough model [J].
Alsager, K. M. ;
Alshehri, N. O. .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (02) :1623-1635
[8]  
[Anonymous], 1998, Fuzzy Graphs and Fuzzy Hypergraphs
[9]  
[Anonymous], 1975, Fuzzy sets and their applications to cognitive and decision processes, DOI DOI 10.1016/B978-0-12-775260-0.50008-6
[10]  
Berge C., 1973, North-Holland Math. Libr.