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Neural computing of fuzzy cognitive map | |
Author | Thapa, Ramesh Bahadur |
Call Number | AIT Thesis no.CS-96-12 |
Subject(s) | Fuzzy systems Neural networks (Computer science) |
Note | A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering |
Publisher | Asian Institute of Technology |
Abstract | The formal reasoning involves establishment of causal relationships among concepts. These are commonly represented by cognitive maps. However, the concepts and their relationships could be fuzzy. In this thesis we review some properties of fuzzy cognitive maps. A number of inadequacies arise, during the propagation of the influence when they contain negative edge' values. The thesis shows that one of the solutions is to introduce the idea of disconcepts along with concepts to arrive at reasonings that are intuitively satisfying. A neural network architecture based on associative memory and a framework for fuzzy cognitive maps based knowledge processing tool has also been proposed. The proposed method is tested on a cognitive map of a publishing company. |
Year | 1996 |
Type | Thesis |
School | School of Advanced Technologies (SAT) |
Department | Department of Information and Communications Technologies (DICT) |
Academic Program/FoS | Computer Science (CS) |
Chairperson(s) | Sadananda, Ramakoti; |
Examination Committee(s) | Huynh, Ngoc Phien;Shrestha, Surendra; |
Scholarship Donor(s) | DAAD; |
Degree | Thesis (M.Eng.) - Asian Institute of Technology, 1996 |