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What is Adaptive Neuro Fuzzy Inference System (ANFIS)

Handbook of Research on Emerging Perspectives in Intelligent Pattern Recognition, Analysis, and Image Processing
ANFIS belongs to the class of systems commonly known as neuro fuzzy systems. NFS combines the powers od ANN with those of Fuzzy systems. This procedure leads to long cycles of system modification and evaluation. This process goes on and on until decent levels of accuracy are met.
Published in Chapter:
Biometric Identification System Using Neuro and Fuzzy Computational Approaches
Tripti Rani Borah (Gauhati University, India), Kandarpa Kumar Sarma (Gauhati University, India), and Pranhari Talukdar (Gauhati University, India)
DOI: 10.4018/978-1-4666-8654-0.ch016
Abstract
In all authentication systems, biometric samples are regarded to be the most reliable one. Biometric samples like fingerprint, retina etc. is unique. Most commonly available biometric system prefers these samples as reliable inputs. In a biometric authentication system, the design of decision support system is critical and it determines success or failure. Here, we propose such a system based on neuro and fuzzy system. Neuro systems formulated using Artificial Neural Network learn from numeric data while fuzzy based approaches can track finite variations in the environment. Thus NFS systems formed using ANN and fuzzy system demonstrate adaptive, numeric and qualitative processing based learning. These attributes have motivated the formulation of an adaptive neuro fuzzy inference system which is used as a DSS of a biometric authenticable system. The experimental results show that the system is reliable and can be considered to be a part of an actual design.
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