Multisample Classification in Clinical Decisions using Multi-Aggregative Factored K-NN Classifier IJTSRD


Classification in sample by sample process, a classifier is requested to combine information across multiple samples drawn from the same data source, the results are combined using a strategy such as majority are selected. To solve the problem of classification failure, a new hazard function in multisample classification is introduced ie Multi-aggregative factored K-NN Classifier. This method evaluates the classification of multisampling problems, such as electromyographic (EMG) data, by making aggregate features available to a per-sample classifier. It is found that the accuracy of this approach is superior to that of traditional methods such as majority selection for this problem. The classification improvements of this method, in conjunction with a confidence measure expressing the per-sample probability of classification failure (i.e., a hazard function) is described and measured. This paper compares the existing method Bayesian and the proposed Multi-aggregative factored KNN approach. The experimental results displayed a prominent improvement by using the proposed algorithm.

by P. Tamil Selvan | Dr. Senthil Kumar A.V”Multisample Classification in Clinical Decisions using Multi-Aggregative Factored K-NN Classifier”

Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-1 | Issue-6 , October 2017,

URL: http://www.ijtsrd.com/papers/ijtsrd5774.pdf

http://www.ijtsrd.com/computer-science/data-miining/5774/multisample-classification-in-clinical-decisions-using-multi-aggregative-factored-k-nn-classifier/p-tamil-selvan–

call for paper Computer Graphics, international journal Data Processing, ugc approved journals Multimedia




Multisample Classification in Clinical Decisions using Multi-Aggregative Factored K-NN Classifier IJTSRD IEEE PAPER





2020 technology trends
2019-TOP-TECHNOLOGIES
2019 papers
2018-TOP-TECHNOLOGIES
2018 papers

IEEE PROJECTS 2019


IEEE PROJECTS CSE 2019
IEEE PROJECTS ECE 2019
IEEE PROJECTS EEE 2019
IEEE PROJECTS VLSI
IEEE PROJECTS EMBEDDED SYSTEM

IEEE PROJECTS


IEEE PROJECTS ECE
IEEE PROJECTS CSE COMPUTER SCIENCE
IEEE PROJECTS ELECTRICAL ENGINEERING
IEEE PROJECTS EEE

IEEE PROJECTS