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ISSN 1996-1065 [Online]
ISSN 1818-1139 [PRINT] |
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Volume 2 (2) 2008 |
| Title: | Type-2 Fuzzy User Interface for Artificial Neural Network based Decision
Support System for Course Selection |
| Authors: | Priti Srinivas Sajja* |
| Published: |
ŠIJCIR Vol2 (2) 2008, PP. 96-102 |
| Language: | English |
Abstract:
Enabling information and knowledge to the right people in right time increases productivity and
effectiveness of the decisions made. This article describes design for an Artificial Neural Network (ANN)
based decision support system along with fuzzy user interface based on type-2 fuzzy sets. The system
supports beneficiaries to select suitable course/curriculum. The major criteria for making such decisions
related to proper course selection are identified to design an ANN structure. An example set of 9
normalized input parameters and 3 output situations for the case is illustrated in this paper. Output achieved
for the case is shown along with error graph and weight analyzer graph. The design framework, heuristics
to decide number of neurons/layers along with fully designed neural network and fuzzy interface are also
discussed here. As the ordinary fuzzy set does not capture uncertainty particularly dealing with vagueness
and ambiguity in complex system, type-2 fuzzy sets are used. The discussion also includes introduction and
an example of type-2 fuzzy set along with an example and application systems. The design of the system is
adaptive and flexible to be used widely in fields like medicine, corporate sector, engineering, job
scheduling, etc. to impart quality and productivity in decision making and offer advantages of knowledgeoriented
decision making in an interactive way.
View full Article
Categories and Subject Descriptors: I.0.0 [Artificial Intelligence]; I.2.0: [Artificial Intelligence]:
Knowledge Representation; I.2.4: [Artificial Intelligence]: Knowledge Representation - Design of Neuro-
Fuzzy System
General Terms: Design of Neuro-Fuzzy Systems
Additional Key Words and Phrases: type 2 fuzzy interface system, course selection application |
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