PROJECT TITLE:

An Enhanced Fuzzy Min–Max Neural Network for Pattern Classification - 2015

ABSTRACT:

An enhanced fuzzy min-max (EFMM) network is proposed for pattern classification during this paper. The aim is to beat a number of limitations of the original fuzzy min-max (FMM) network and improve its classification performance. The key contributions are 3 heuristic rules to reinforce the learning algorithm of FMM. Initial, a new hyperbox expansion rule to eliminate the overlapping downside throughout the hyperbox enlargement method is urged. Second, the present hyperbox overlap test rule is extended to discover other doable overlapping cases. Third, a new hyperbox contraction rule to resolve possible overlapping cases is provided. Efficacy of EFMM is evaluated using benchmark data sets and a real medical diagnosis task. The results are better than those from varied FMM-primarily based models, support vector machine-based mostly, Bayesian-based, call tree-based, fuzzy-based mostly, and neural-based mostly classifiers. The empirical findings show that the newly introduced rules are in a position to realize EFMM as a useful model for enterprise pattern classification issues.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Enhanced Non-Local Total Variation Model and Multi-Directional Feature Prediction Prior for Single Image Super Resolution ABSTRACT: Single image super-resolution (SISR) approaches are widely recognised to play
PROJECT TITLE : Enhanced Frequency Regulation Using Multilevel Energy Storage in Remote Area Power Supply Systems ABSTRACT: RAPS systems with a high percentage of renewable power generation require frequency assistance from
PROJECT TITLE :An Enhanced Visualization Method to Aid Behavioral Trajectory Pattern Recognition Infrastructure for Big Longitudinal Data - 2018ABSTRACT:Big longitudinal knowledge offer a lot of reliable data for call creating
PROJECT TITLE :Repeated MCIK-OFDM With Enhanced Transmit Diversity Under CSI Uncertainty - 2018ABSTRACT:This Project investigates the opportunity for a repetition coded multi-carrier index keying-orthogonal frequency division
PROJECT TITLE :Node-Based Distributed Channel Access With Enhanced Delay Characteristics - 2018ABSTRACT:Recent studies in wireless scheduling have shown that carrier-sense multiple access (CSMA) can be created throughput optimal

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry