INTERNATIONAL JOURNALS

[1] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Representation of Functions by Sigmoid Function Continuous Mappings Using Multilayer Feed forward Neural Networks”, International Journal of Control Theory and Applications, Serials Publications (India)(IJCTA), © International Sciences Press Vol.7 No.2 July-Dec 2014, pp. 63-72 ISSN: 0974-5572.
[2] R.Murugadoss, Dr.M.Ramakrishnan (2014) “An Effective Performance of Sigmoidal Activation Function in Neural Network Architecture “, International Journal of Applied Engineering Research (IJAER), © Research India Publications, ISSN: 09739769, 09734562 Volume 9, Number 22 (2014) pp. 12097-12108.
[3] R.Murugadoss, Dr.M.Ramakrishnan (2014) “ Nonlinear Approximations in Sigmoid Transfer Function for Improved Statistical Recognition Based on PNN Bayesian Approach”, International Journal of Advanced Trends in Computer Science and Engineering, Vol.3 , No.5, Pages : 300 – 305 (2014) ISSN 2278-3091 Special Issue of ICACSSE 2014 – Held on October 10, 2014 in St.Ann’s College of Engineering & Technology, Chirala, Andhra Pradesh and Jointly Organized by WARSE.ISBN: 978-93-5174-851-9.
[4] R.Murugadoss, Dr.M.Ramakrishnan (2012) “Feed Forward Single Hidden Layer Fuzzy Neural Network with Sigmoidal Signals”, European Journal of Scientific Research ISSN 1450-216X Vol.76 No.1 (2012), pp. 127-132.
[5] R.Murugadoss, Dr.M.Ramakrishnan (2012) “Neural Fuzzy Models of Feed Forward Networks for Function Approximation using Sigmoidal Signals” , European Journal of Scientific Research ISSN 1450-216X Vol.76 No.2 (2012), pp.169-174.
[6] R.Murugadoss, Dr.M.Ramakrishnan (2012) “Single Hidden Layer Feed Forward Neural Networks for Universal Approximation” , International journal of advances in computer, Electrical & Electronics Engg, ISSN: 2248-9584 Vol.1, Issue 2, April-Sept.(2012) pp. 1-7.
[7] R.Murugadoss, Dr.M.Ramakrishnan (2012) “An Artificial Neural Networks approach with NP hardness for efficiency approximation”, International Journal of Engineering and Technology (IJET) , ISSN : 0975-4024 Vol 4 No 6 Dec 2012-Jan 2013 pp. 510-514.

NATIONAL JOURNALS

[1] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Universal Approximation with Non-Sigmoid hidden layer activation functions by using Artificial Neural Network Modeling” , Indian Journal of Computer Science and Engineering (IJCSE) ISSN : 0976-5166 Vol. 5 No.5 Oct-Nov 2014 pp.164-172.
[2] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Automatic Recognition of Nonlinear operators in Back-Propagation Neural Networks with sigmoid activation function”, Indian Journal of Advances in Computer Sciences and Technology, ISSN: 2347-3231 Volume 2, Number 1 (2014), pp. 11-22.

INTERNATIONAL CONFERENCES

[1] R.Murugadoss, Dr.M.Ramakrishnan , (2014) “Universal Approximation of Nonlinear System Predictions in Sigmoid Activation Functions Using Artificial Neural Networks”, 2014 IEEE International Conference on Computational Intelligence and Computing Research (2014 IEEE ICCIC) December 18-20, 2014, Sponsored & Organized by IEEE Podhigai Sub-section of Madras section, PARK College of Engineering and Teknology, Coimbatore, CFP1420J-CDR ISBN: 978-1-4799-3972-5, pp:1062-1067. Print ISBN:978-1-4799-3974-9 INSPEC Accession Number:15435515 DOI:10.1109/ICCIC.2014.7238539 Publisher:IEEE
[2] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Universal Approximation Using Probabilistic Neural Networks with Sigmoid Activation Functions”, Sponsored by IEEE International Conference on Advances in Engineering and Technology Research (ICAETR – 2014), August 01 – 02, 2014, Organized by Dr. Virendra Swarup Group of Institutions, Unnao , India. ISBN: 978-1-4799-6393-5,pp: 833-836, ISSN: 2347-9337 , DOI: 10.1109/ICAETR.2014.7012920, Publisher : IEEE.
[3] R.Murugadoss, Dr.M.Ramakrishnan (2014) “ Nonlinear Approximations in Sigmoid Transfer Function for Improved Statistical Recognition Based on PNN Bayesian Approach”, International Conference on Advances in Computer Science and Software Engineering (ICACSSE 2014), October 10, 2014, Organized by St. Ann’s College of Engineering & Technology, Chirala (A.P), India and Jointly Organized by WARSE.ISBN: 978-93-5174-851-9.
[4] R.Murugadoss, Dr.M.Ramakrishnan, (2012) “Universal Approximation Using Three Layer Fuzzy Feed Forward Neural Networks” International Conference on Recent Trends in Computer Science and Engineering Conducted by APOLLO ENGINEERING COLLEGE KANCHIPURAM-612105, on May 03rd and 04th 2012.

NATIONAL CONFERENCES

[1] R.Murugadoss, Dr.M.Ramakrishnan (2015) “Universal Approximation of Sigmoid Activation Functions Using Feedforward Backpropagation Neural Networks” National conference on Modeling and Simulation 2015 (ICMS’15) , held on March 25th and 26th 2015 Organized by School of Computing, School of EEE and School of Mechanical Engineering, SASTRA University, Thanjavur-613401.
[2] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Kohonen’s Feature Map based Universal Approximation using Radial Basis Function with Sigmoidal Signals” National conference on Pure and Applied Mathematics 2014 (NCPAM’14) , held on April 25th and 26th 2014 Organized by Mathematics Division School of Advanced Sciences (SAS) VIT University, Chennai Campus. (ISBN: 978-93-83459-46-9 copyright 2014 Bonfring).
[3] R.Murugadoss, Dr.M.Ramakrishnan (2014) “Universal Approximation Using Radial Basis Function with Sigmoidal Signals” National conference on Computational and Internetworking Information Technology (NCCIIT’14), held on March 6th and 7th 2014 Organized by Department of Information Technology and Conducted by ANNA UNIVERSITY Regional Centre, Coimbatore.
[4] R.Murugadoss, Dr.M.Ramakrishnan (2013) “Universal Approximation by Fuzzy Neural Networks Using Sigmoidal Signals” National conference on Recent Trends in Advanced Computing, held on 19th and 20th September, 2013 Organized by Department of Computer Science & Engineering (Sponsored by TEQIP PHASE II) Conducted by MANONMANIAM SUNDARANAR UNIVERSITY, Tirunelveli-627012.
[5] R.Murugadoss, Dr.M.Ramakrishnan (2012) “Universal approximation by Fuzzy Feed Forward Neural networks with Sigmoidal signals and single hidden layer” , National Conference on ETCS-2K12 (Emerging Trends in computer Science) conducted by St Ann’s College of Engineering and Technology, Chirala, Andhrapradesh, on 8th Feb 2012.
[6] R.Murugadoss, Dr.M.Ramakrishnan “Studying the performance of ANN on Approximation Problems related to Cryptography”, National Conference on ETCS-2K12 (Emerging Trends in computer Science) conducted by St Ann’s College of Engineering and Technology, Chirala, Andhrapradesh, on 8th Feb 2012.
[7] R.Murugadoss, Dr.M.Ramakrishnan “Parallel Communicating Flip Push down automata systems communicating by stacks” 4th National conference on Recent trends in communication , Electronics and Information Technology NACTECIT 10, held on April 23-24 2010 Organized by Department of Information Science and Engineering and Conducted by CMR Institute of Technology, Banglore.
[8] R.Murugadoss, Dr.M.Ramakrishnan (2010) “Neural Networks Using Right Sigmoidal Signal for Cryptanalysis” , National Conference on RITCA-2010 (Research Issues in Information Technology & Computer Applications) conducted by St Ann’s College of Engineering and Technology, Chirala, Andhrapradesh, on 30th Oct 2010.
[9] R.Murugadoss (2007) “Collaborative Contribute Group Key Agreement and Authentication Protocols for Dynamic Peer to Peer Networks” National Conference on Convergence of IT Research held on March 09, 2007 conducted by MEPCO IT’07 , Sivakasi.
[10] R.Murugadoss (2007) “Collaborative Contribute Group Key Agreement and Authentication Protocols for Dynamic Peer to Peer Networks” in Third National Conference on Advances in Computer Engineering and Networking at PSNA Didigul on March 17, 2007.

SEMINARS and FACULTY DEVELOPMENT PROGRAMMES ATTENDED

S.No.	Topic	Institution	Duration	No. Of Days	Sponsored
1.	High Performance Computing	Kongu Engineering College	03.08.2007 – 04.08.2007	2	AICTE
2.	Soft computing on Data warehousing & Data Mining	GMRIT,Rajam	09.05.2008 – 18.05.2008	10	AICTE
3.	Image Processing Concepts	Narayana Engg College, Nellur.	30-08-2008	1	CSE Dept
4.	IBM Rational Rose	AITS, Rajampet	12-11-08 – 14-11-08	3	IEG