Author(s): Harikumar Rajaguru, Sunil Kumar Prabhakar

Email(s): sunilprabhakar22@gmail.com , harikumarrajaguru@gmail.com

DOI: 10.5958/0974-360X.2016.00142.6   

Address: Harikumar Rajaguru, Sunil Kumar Prabhakar
Department of ECE, Bannari Amman Institute of Technology, India
*Corresponding Author

Published In:   Volume - 9,      Issue - 6,     Year - 2016


ABSTRACT:
The main aim of this paper is to employ Variational Bayesian Matrix Factorization (VBMF) as a dimensionality reduction technique followed by the Gaussian Mixture Model (GMM), Genetic Algorithm (GA) and Naïve Bayes Classifier (NBC) as post classifiers for the classification of epilepsy risk levels from Electroencephalography (EEG) Signals. Since epilepsy is one of the serious disorders of the brain which is characterized by frequent and recurrent seizures, the detection and classification of it seems to be very important. Using the EEG signals, the epileptic seizures can be analyzed because it aids in the recording, diagnosing and for treating other neurological disorders. In this paper, the results are analyzed and compared in terms of sensitivity, specificity, time delay, quality values, performance index and accuracy.


Keywords:

Cite this article:
Harikumar Rajaguru, Sunil Kumar Prabhakar. Variational Bayesian Matrix Factorization and Certain Post Classifiers for Classification of Epilepsy from EEG Signals. Research J. Pharm. and Tech. 2016; 9(6):750-754. doi: 10.5958/0974-360X.2016.00142.6


Recomonded Articles:

Author(s): Umesh Kumar, Rakesh Narang, Surendra Kumar Nayak, Sachin Kumar Singh, Vivek Gupta

DOI: 10.5958/0974-360X.2017.00425.5         Access: Open Access Read More

Author(s): Amina Mehrin Bano, Vishnupriya. V, Gayathri. R

DOI: 10.5958/0974-360X.2016.00171.2         Access: Open Access Read More

Author(s): R. Narayana Charyulu, P. Parvathy Devi, Jobin Jose, A. Veena Shetty

DOI: Not Available         Access: Open Access Read More

Author(s): S. Subasree, Karthikeyan Murthykumar, Dhanraj

DOI: 10.5958/0974-360X.2016.00116.5         Access: Open Access Read More

Author(s): Ilankizhai R. J.

DOI: 10.5958/0974-360X.2016.00185.2         Access: Closed Access Read More

Author(s): Abhirup Dey, Mangala Lakshmi Ragavan, Sanjeeb Kumar Mandal, Nilanjana Das

DOI: 10.5958/0974-360X.2017.00136.6         Access: Open Access Read More

Author(s): Santhosh Kumar V, Praveen D

DOI: 10.5958/0974-360X.2016.00123.2         Access: Open Access Read More

Author(s): Sandeep D. S, Prashant Nayak, Jobin Jose, Rishal Relita M, Sumana D. R.

DOI: 10.5958/0974-360X.2017.00317.1         Access: Open Access Read More

Author(s): H. Firdus Fareen, M.S. Thenmozhi

DOI: 10.5958/0974-360X.2016.00146.3         Access: Open Access Read More

Author(s): M. Sumithra, Avantika Prabhabanik

DOI: 10.5958/0974-360X.2017.00036.1         Access: Open Access Read More

Author(s): Vandana Gautam, Dhriti Kapoor, Saroj Arora, Renu Bhardwaj*

DOI: 10.5958/0974-360X.2016.00166.9         Access: Open Access Read More

Author(s): Siripurapu Sriram, Venkata Ravibabu Mandla, Chaithanya Sudha M, Saladi S.V. Subba Rao, Nagaveni Ch, Vani V., Gobinath P., Raj Kumar KVG., Jaydeep Lella, Sannidhi Krishna Praveen, Debjit Datta

DOI: 10.5958/0974-360X.2017.00078.6         Access: Open Access Read More

Author(s): Mostafa Isbera, Ayat Abbood, Wehad Ibrahim

DOI: 10.5958/0974-360X.2016.00039.1         Access: Open Access Read More

Research Journal of Pharmacy and Technology (RJPT) is an international, peer-reviewed, multidisciplinary journal.... Read more >>>

RNI: CHHENG00387/33/1/2008-TC                     
DOI: 10.5958/0974-360X 

0.38
2018CiteScore
 
56th percentile
Powered by  Scopus


SCImago Journal & Country Rank


Recent Articles




Tags