9-Publications
Books Published
B1. Ramakrishnan S., “Modern Applications of Wavelet Transform” (ISBN 978-0-85466-235-7), DOI: 10.5772/intechopen.1000342, InTech Open Publisher, United Kingdom, February 2024.
B2.Ramakrishnan S., “Cryptographic and Information Security Approaches for Images and Videos” (ISBN 9781138563841), DOI: https://doi.org/10.1201/9780429435461, CRC Press, Taylor & Francis Group, USA, Jan 2019. Revised second edition published by CRC Press 2024.
B3.S.Ramakrishnan, “Lightweight Cryptographic Techniques and Cybersecurity Approaches”, (ISBN 978-1-80355-732-8), InTech Open Publisher, United Kingdom, October 2022.
B4.Ibrahiem M.M.EI Emary and Ramakrishnan S. "Wireless Sensor Networks: From Theory to Applications(Print ISBN 9781466518100 and E-Book ISBN 9781466518117)", CRC Press, Taylor & Francis Group, USA, Aug 2013.
B5. Pier Luigi Mazzeo, S. Ramakrishnan and Paolo Spagnolo., “Visual Object Tracking with Deep Neural Networks”, (DOI: 10.5772/intechopen.80142; ISBN: 978-1-78985-158-8; Print ISBN: 978-1-78985-157-1; eBook (PDF) ISBN: 978-1-78985-142-7), Intech Open Publisher, United Kingdom, December 2019.
B6. Charles Z. Liu and S. Ramakrishnan., “Image Recognition: Progress, Trends and Challenges”, (ISBN 978-1-53617-258-4), Nova Science publishers, USA, April 2020.
B7. Ramakrishnan S, “Digital Image and Video Watermarking and Steganography”,(DOI: 10.5772/intechopen.75155; ISBN: 978-1-78984-168-8; Print ISBN: 978-1-78984-167-1;eBook (PDF) ISBN: 978-1-83962-192-5), InTech Publisher, Croatia, Sep 2019.
B8. Ramakrishnan S., “Modern Fuzzy Control Systems and Its Applications”, (DOI: 10.5772/65834, ISBN 978-953-51-3390-2, Print ISBN 978-953-51-3389-6), 464 Pages, InTech Publisher, Croatia, August 2017.
B9. Ramakrishnan S., “Pattern Recognition - Analysis and Applications”, (ISBN 978-953-51-2804-5, Print ISBN 978-953-51-2803-8, DOI: 10.5772/62619), 134 Pages, InTech Publisher, Croatia , December 2016.
B10. Ramakrishnan S., “Face Recognition - Semi supervised Classification, Subspace Projection and Evaluation Methods”, ISBN 978-953-51-2422-1, Print ISBN 978-953-51-2421-4, 100 pages, InTech Publishers, July 2016.
B11. Ajith Abraham, Sabu M.Thampin,Sankar Pal,Emilio Corchado, Vaclav Snasel, Siby Abraham,Ramakrishnan S, Proceedings of 2nd IEEE World Congress on Information and Communication Technologies (WICT 2012) Jointly Organized by MIR Labs-USA and IITM-K,Trivandrum held during October 30-November 02, 2012, Trivandrum, India .(IEEE Catalog Number:CFP 1268R-CDR,ISBN: 978-1-4673-4804-1, Print ISBN: 978-1-4673-4806-5, DOI: 10.1109/WICT.2012.6409039).
B12. Ramakrishnan S, "Modern Speech Recognition Approaches With Case Studies, (ISBN 978-953-51-0831-3)", InTech Publisher, Croatia, Nov 2012.
B13. Ramakrishnan S. and Ibrahiem M.M.EI Emary. "Computational Techniques and Algorithms for Image Processing (ISBN: 978-3-8433-5802-6) & (ISBN: 3843358028)", Lambert Academic Publishing, Germany, Oct 2012.
B14. Ramakrishnan S, "Speech Enhancement, Modeling and Recognition- Algorithms and Applications (ISBN: 978-953-0291-5)” (DOI: 10.5772/2391)", InTech Publisher, Croatia, March 2012.
Patents Filed
P1. Ramakrishnan S., and Sathiyamurthi P., “A System for Speech Cryptography and Mutual Authentication using Generated Neuro-Chaotic Random Numbers”, Filed at Indian Patent Office, Application No.201941019359, The Patent Office Journal No. 21/2019, Page # 21805, Dated 24/05/2019.
P2.Ramakrishnan S, Muthanantha Murugavel A S, Sathiyamurthi P, Meenachi L, Ponni alias Sathya, S.Nithya, Soundariya S and Priya Varshini A G, “Wireless Wearable Bio-Medical Device For Detecting Brain And Heart Disorder in Non-Clinical Environment”, Filed at Indian Patent Office, Application No. 202241044746, The Patent Office Journal No. 32/2022, Page# 50671, Dated 12/08/2022.
P3.S. Ponni Alias Sathya, S. Ramakrishnan, S. K. Ashok, D. Janani and N. Sumathi, “Household grinding machine”, Filed at Indian Patent Office, Application No. 385639-001, The Patent Office Journal No. 35/2023, Dated 01/09/2023.
Copyright Filed
C1.Ramakrishnan S, “Research and Innovation Process Handbook of Dr.Mahalingam College of Engineering and Technology”, Filed at Copyright Office, Registration No. L-140391/2024, Diary No. 27379/2023-CO/L, Dated 14/10/2023
Papers Published in Refereed Journals
International Journals
IJ1. Vijaykumar V.R., Elango S., Raja Sekar S., Ramakrishnan S., 'Implementation of 2^n – 2^k – 1 Modulo Adder Based RFID Mutual Authentication Protocol', IEEE Transactions on Industrial Electronics, A Publication of IEEE Industrial Electronics Society, (DOI: 10.1109/TIE.2017.2711864), Volume 65, Number 1, ISSN 0278-0046, (Online ISSN: 1557- 9948), Page No. 626-635, January 2018.
IJ2. Ramakrishnan S., and Selvan S., ‘SVD Based Modeling for Image Texture Classification Using Wavelet Transformation’, IEEE Transactions on Image Processing, A Publication of IEEE Signal Processing Society, (DOI:10.1109/TIP.2007.908082),Vol.16, No.11, pp.2688-2696, Nov 2007.
IJ3.Vijaykumar V R, Raja Sekar S, Jothin R, Diniesh V C, Elango S and S. Ramakrishnan., ‘Novel Light Weight Hardware Authentication Protocol for Resource Constrained IOT Based Devices’, IEEE Journal of Radio Frequency Identification, (DOI: 10.1109/JRFID.2024.3359705), Vol.8, pp:31-42, January 2024
IJ4.S. Nithya, S. Ramakrishnan, ·A. S. Muthanantha Murugavel, S. Ponni sathya, L. Meenachi and · R. Geetha Rajakumari., ‘Detection of Epileptic Seizure from EEG Signals Using Majority Rule Based Local Binary Pattern’, Springer- Wireless Personal Communications, (DOI https://doi.org/10.1007/s11277-024-10916-8), February 2024.
IJ5.S. V. Evangelin Sonia, R. Nedunchezhian, S. Ramakrishnan & K. E.Kannammal, “An empirical evaluation of benchmark machine learning classifiers for risk prediction of cardiovascular disease in diabetic males”, Taylor & Francis-International Journal of Healthcare Management, DOI: https://doi.org/10.1080/20479700.2023.2170006 , January 2023.
IJ6.Shervan Fekri-Ershad and Ramakrishnan S., ‘Cervical cancer diagnosis based on modified uniform local ternary patterns and feed forward multilayer network optimized by genetic algorithm’, Elsevier- Computers in Biology and Medicine, https://doi.org/10.1016/j.compbiomed.2022.105392 , Vol.144, May 2022
IJ7.Sathiyamurthi P., and Ramakrishnan S., ‘Speech Encryption Using Hybrid-Hyper Chaotic System and Binary Masking Technique’, Springer- Multimedia Tools and Applications, December 2021.
IJ8.Meenachi L., and Ramakrishnan S., ‘Metaheuristic Search Based Feature Selection Methods for Classification of Cancer’, Pattern Recognition- Elsevier, (DOI: https://doi.org/10.1016/j.patcog.2021.108079), Vol.119, No. 2021, May 2021
IJ9.Ramakrishnan S, Muthanantha Murugavel A S, Sathiyamurthi P and Ramprasath J, ‘Seizure Detection with Local Binary Pattern and CNN Classifier’, Journal of Physics: Conference Series, Vol.1767, No.2021, February 2021.
IJ10.Ramakrishnan S, Nithya S, Meenachi L and Janani A P, ‘Extended Adjacent Local Binary Pattern for Texture based Image Retrieval’, Journal of Physics: Conference Series, Vol.1767, No.2021, February 2021.
IJ11.Ponni alias Sathya S, Ramakrishnan S, Sumathi T and Sasidharan S, ‘Resolving ownership rights of video data using visible and invisible watermarking in DWT-SVD domain’, Journal of Physics: Conference Series, Vol.1767, No.2021, February 2021.
IJ12.Meenachi L., and Ramakrishnan S., ‘Differential Evolution and ACO based Global Optimal Feature Selection with Fuzzy Rough Set for Cancer Data Classification’, Soft Computing- Springer, (DOI: https:10.1007/s00500-020-05070-9),Vol.24,No.24,pp:18463-18475, December 2020
IJ13.Venkateshkumar U., and Ramakrishnan S., ’Detection of spectrum hole from n-number of primary users using Gencluster algorithm’, TSI Press-Intelligent Automation and Soft Computing, (DOI: https://doi.org/ 10.32604/iasc.2020.010116),Vol.26,No.4,pp.817-830, Oct 2020.
IJ14.Nithya S., and Ramakrishnan S., ‘Wavelet domain majority coupled binary pattern: a new descriptor for texture classification’, Springer-Pattern Analysis and Applications, (DOI: 10.1007/s10044-020-00907-3), Vol.24, No.1, pp. 393–408,September 2020
IJ15.Ramakrishnan S., and Ponni alias Sathya S., ‘Video Copyright Protection Using Chaotic Maps and Singular Value Decomposition in Wavelet Domain’, IETE Journal of Research, Taylor & Francis, CRC Press, (DOI: 10.1080/03772063.2018.1496801), Vol.66, No.3, pp.290-302, 7 June 2020.
IJ16.Sathiyamurthi P., and Ramakrishnan S., ‘Speech encryption algorithm using FFT and 3D-Lorenz–logistic chaotic map’, Springer- Multimedia Tools and Applications, (DOI 10.1007/s11042-020-08729-5), Article in Press, February 2020.
IJ17. Meenachi L., and Ramakrishnan S., ‘Random Global and Local Optimal Search Algorithm Based Subset Generation for Diagnosis of Cancer’, Current Medical Imaging, Bentham Science (DOI: 10.2174/1573405614666180720152838), Vol.16, No.3, pp.249 – 261, March 2020.
IJ18. Nithya S., and Ramakrishnan S., ‘Wavelet domain directional binary pattern using majority principle for texture classification’, Elsevier- Physica A: Statistical Mechanics and its Applications,( https://doi.org/10.1016/j.physa.2019.123575), Article in Press, Nov 2019.
IJ19. Venkateshkumar U., and Ramakrishnan S., 'Detection of spectrum hole from n-number of primary users using machine learning algorithms’, IET –The Journal of Engineering, (DOI: 10.1049/joe.2019.0024), OnlineFirst, Nov 2019.
IJ20. Ponni alias Sathya S and Ramakrishnan S., ‘Non-redundant frame identification and keyframe selection in DWT-PCA domain for authentication of Video’, IET Image Processing Journal, (DOI: 10.1049/iet-ipr.2019.0341), Vol.14, No.2, pp.366-375, February 2020.
IJ21. Gopalakrishnan T., and Ramakrishnan S., 'Image Encryption using Hyper-Chaotic Map for Permutation and Diffusion by Multiple Hyper-Chaotic Maps', Springer - Wireless Personal Communications, (https://doi.org/10.1007/s11277-019-06573-x), Vol.109, No.1,pp.437-454, Nov 2019.
IJ22. Ramakrishnan S., and Muthanantha Murugavel AS., 'Epileptic seizure detection using fuzzy‑rules‑based sub‑band specific features and layered multi‑class SVM', Journal of Pattern Analysis and Applications, Springer, (DOI: 10.1007/s10044-018-0691-6), Vol.22, No.3, pp.1161-1176, August 2019.
IJ23. Sathiyamurthi P., Ramakrishnan S., ‘Testing and Analysis of Chen Chaotic Mapping for Speech Cryptography," Journal of Testing and Evaluation, (DOI:10.1520/JTE20170283), Vol. 47, No. 4, pp.3028-3040, July 2019.
IJ24. Arunkumar C., Ramakrishnan S., ‘Prediction of Cancer using Customized Fuzzy Rough Machine Learning Approaches’, IET Healthcare Technology Letters,(DOI: 10.1049/htl.2018.5055),Vol.6, No.1, pp.13-18 , Feb 2019.
IJ25. Ramakrishnan S., and Nithya S. , ‘Two Improved Extension of Local Binary Pattern Descriptors using Wavelet Transform for Texture Classification’ ,IET Image Processing Journal, (DOI: 10.1049/iet-ipr.2018.5410), Vol. 12, No. 11, pp.2002-2010, Nov 2018.
IJ26. Ramakrishnan S., and Nithya S. ‘Local Line Directional Neighborhood Pattern for Texture Classification’, EURASIP Journal on Image and Video Processing, Springer, (DOI: 10.1186/s13640-018-0347-x), Vol.2018, No.125, pp.1-16, Nov.2018.
IJ27. Meenachi L., and Ramakrishnan S., ‘Evolutionary Sequential Genetic Search Technique Based Cancer Classification Using Fuzzy Rough Nearest Neighbor Classifier’, IET Healthcare Technology Letters, (DOI: 10.1049/htl.2018.5041), Vol.5, No.4, pp.130-135, August 2018.
IJ28. Arunkumar C., Ramakrishnan S., 'Attribute Selection using fuzzy roughset based customized similarity measure for lung cancer microarray gene expression data', Elsevier - Future Computing and Informatics Journal, (DOI: 10.1016/j.fcij.2018.02.002 ), Vol.3, No.1, pp.131-142, June 2018.
IJ29. Arunkumar C., Ramakrishnan S., Sooraj M. Poolakkaparambil., ‘Rough Set Based Variable Tolerance Attribute Selection on High-Dimensional Microarray Imbalanced Data’, International Journal of Data-Enabled Discovery and Applications, Springer (DOI:10.1007/s41688-018-0019-0), Online First, 14 May 2018.
IJ30. Ponni alias Sathya S., Ramakrishnan S., 'Fibonacci Based Key Frame Selection and Scrambling for Video Watermarking in DWT-SVD Domain', Springer - Wireless Personal Communications, (https://doi.org/10.1007/s11277-018-5252-1), Print ISSN 0929-6212, Vol. 102, No. 2, pp.2011-2031, 19 January 2018.
IJ31. Mohammad J. Arif, Ramakrishnan S, Ibrahiem M. M. El Emary, Hassan A. Alsuraihi, Muthanantha Murugavel A S, “Classification of Epileptic EEG Signals using Wavelet-EMD-Domain Features and Improved Multi-class SVM”, Journal of Engineering Technology (ISSN 0747-9964) Volume 6, Special Issue on Technology Innovations and Applications, Page No. 423-440, October 2017.
IJ32. Sathiyamurthi P., Ramakrishnan S., 'Speech encryption using chaotic shift keying for secured speech communication', Springer Open Journal - EURASIP Journal on Audio, Speech, and Music Processing, (DOI 10.1186/s13636-017-0118-0), Vol. 2017, No. 1, pp.1-11 December 2017.
IJ33. Ramakrishnan S., and Devaraju S., 'Attack's Feature Selection-Based Network Intrusion Detection System Using Fuzzy Control Language', International Journal of Fuzzy Systems, Springer, (DOI: 10.1007/s40815-016-0160-6), ISSN 1562-2479, Vol. 19, No. 2, pp.316-328, April 2017.
IJ34. Gopalakrishnan T., and Ramakrishnan S., 'Chaotic Image Encryption with Hash Keying as Key Generator', IETE Journal of Research, Taylor & Francis, CRC Press, (DOI: 10.1080/03772063.2016.1251855), Vol. 63, No.2, Page No. 172-187, March-April 2017.
IJ35. Ponni@Sathya S., Ramakrishnan S., “Survey of Digital Video Watermarking Techniques and Its Applications”, Engineering Science, (DOI: 10.11648/j.es.20160101.14), Volume 1, No. 1, Page No.22-27, January 2017.
IJ36. Arunkumar C., Ramakrishnan S., "A comparative study of hybrid feature selection methods using correlation coefficient for microarray data", Journal of Network and Innovative Computing, Dynamic Publishers, Inc., USA, ISSN 2160-2174, Volume 4, pp. 164-174, May 2016.
IJ37. Arunkumar C., Ramakrishnan S., "Modified Fuzzy Rough Quick Reduct Algorithm for feature selection in cancer microarray data", Asian Journal of Information Technology, Medwell Journals, (DOI: 10.3923/ajit.2016.199.210), Volume - 15, Issue - 2, Page No.199-210, 2016.
IJ38. Gopalakrishnan T., and Ramakrishnan S., ‘Image Encryption in Block-Wise with Multiple Chaotic Maps for Permutation and Diffusion’, ICTACT Journal on Image and Video Processing, (DOI: 10.21917/ijivp.2016.0177), Vol.6, No.3, pp. 1220-1227, Feb 2016.
IJ39. Muthanantha Murugavel AS., and Ramakrishnan S., ‘Hierarchical multi-class SVM with ELM kernel for epileptic EEG signal classification’, International Journal of Medical & Biological Engineering & Computing, Springer, (DOI: 10.1007/s11517-015-1351-2), Vol.54, No.1, pp.149-161, Jan 2016.
IJ40. Devaraju S., and Ramakrishnan S., 'Detection of Attacks for IDS using Association Rule Mining Algorithm’, IETE Journal of Research, Published by Taylor & Francis, (DOI:10.1080/03772063.2015.1034197),Vol.61, No.6, pp. 624-633, Nov 2015.
IJ41. Arunkumar C., and Ramakrishnan S., “A Comparative Study of different Classifiers on Microarray Cancer Gene Expression Data", Australian Journal of Basic and Applied Sciences, Vol.27, No.9, pp.145-151, Aug 2015.
IJ42. Gopalakrishnan T., and Ramakrishnan S., “Image Encryption in Bit Wise and Key Generation using Multiple Chaotic Maps", Australian Journal of Basic and Applied Sciences, Vol.27, No.9, pp.200-208, Aug 2015.
IJ43. Devaraju S., and Ramakrishnan S., ‘Performance Comparison For Intrusion Detection System Using Neural Network With KDD Dataset”, ICTACT Journal on Soft Computing, Vol.4¸No.3, pp. 743-752, Apr 2014 .
IJ44. Arunkumar C., and Ramakrishnan S., "Two Step Feature Extraction Method for Microarray Cancer Data using Support Vector Machines", International Journal of Computer Applications, (DOI: 10.5120/14864-3239), Vol.85, No.8, pp.34-42, Jan 2014.
IJ45. Devaraju S., and Ramakrishnan S., ‘Performance Comparison of Intrusion Detection System Using Various Techniques – A Review’, ICTACT Journal on Communication Technology, (DOI: 10.21917/ijsc.2014.0106),Vol.4, No.3, pp.802-812, Sep 2013.
IJ46. Ramakrishnan S., and Ibrahiem M.M.El Emary ‘Speech Emotion Recognition Approaches in Human Computer Interaction’, Telecommunication Systems, Springer,Vol.52, No.3, pp.1467-1478, (DOI 10.1007/s11235-011-9624-z), March 2013.
IJ47. Ramakrishnan S., and Ibrahiem M.M.El Emary ‘Paramount Importance of Security in Wireless Sensor Networks’, Science Series Data Report, Vol 4, No. 2, pp. 20-34,;Feb 2012
IJ48. Ramakrishnan S., Gopalakrishnan T., and Balasamy K., ‘A Wavelet Based Hybrid SVD Algorithm for Digital Image Watermarking’, International Journal on Signal and Image Processing, Vol.2, No.3, pp. 157-174, (DOI : 10.5121/sipij.2011.2313) Sep 2011.
IJ49. Ramakrishnan S., and Ibrahiem M.M.El Emary ‘Classification Brain MR Images through a Fuzzy Multiwavelets Based GMM and Probabilistic Neural Networks’, Telecommunication Systems, Springer, (DOI 10.1007/s11235-010-9287-1),Vol.46, No.3, pp.245-252, March 2011.
IJ50. Ibrahiem M.M.El Emary, and Ramakrishnan S., ‘A Critical Review of Statistical Modeling of Digital Images’ IAENG International Journal of Computer Science Published by International Association of Engineers Hong Kong, Vol.37, Issue.01, pp.99-109, March 2010.
IJ51. Ramakrishnan S., and Ibrahiem M.M.El Emary, ‘Estimation Techniques for Statistical Model Parameters of Digital Images’, Scientific Bulletin Series: Electronics and Computer Science, Published by University of Pitesti, Vol.10, Issue.01, pp.18-24, July 2010.
IJ52. Ramakrishnan S. and Ibrahiem M.M.El Emary, ‘Comparative Study between Traditional and Modified Probabilistic Neural Networks’, Telecommunication Systems, Springer, (DOI: 10.1007/s11235-008-9138-5), Vol.40, No.1-2, pp.67-74, Feb 2009.
IJ53. Ibrahiem M.M.El Emary, and Ramakrishnan S. ‘On the Application of Various Probabilistic Neural Networks in Solving Different Pattern Classification Problems’, World Applied Sciences Journal, A Publication of IDOSI, Vol.4, No.6, pp.772-780, Dec 2008.
IJ54. Ramakrishnan S. and Selvan S., ‘Classification of Soil Texture Based on Wavelet Domain Singular Values’, International Journal of Tomography & Statistics, Indian Society for Development and Environment Research, Vol. 9, No. S08, pp.33-50, Summer 2008.
IJ55. Ramakrishnan S. and Selvan S., ‘Image Texture Classification Using Wavelet Based Curve Fitting and Probabilistic Neural Network’, International Journal of Imaging Systems and Technology, A Publication of Wiley InterScience, (DOI: 10.1002/ima.20122), Vol.17, No.4, pp. 266 – 275, Dec 2007.
IJ56. Ramakrishnan S. and Selvan S., ‘Image Texture Classification Using Wavelet Packet Transform and Probabilistic Neural Network’, Intelligent Data Analysis - An International Journal, A Publication of IOS Press, (DOI: 10.3233/IDA-2007-11607), Vol. 11, No.6, pp. 691- 705, Dec 2007.
IJ57. Ramakrishnan S. and Selvan S., ‘Multiwavelet Based Modeling for Image Texture Classification’, AMSE Periodicals- (Advances in Modelling- Series B: Signal Processing and Pattern Recognition), A Publication of Association for the Advancement of Modelling and Simulation Techniques in Enterprises, Vol.50 ,Issue 04, pp. 64-79, Sep 2007
IJ58. Ramakrishnan S. and Selvan S., ‘Multiwavelet Domain Singular Value Features for Image Texture Classification’, Springer, Journal of Zhejiang University SCIENCE –A, (https://doi.org/10.1631/jzus.2007.A0538), Vol. 8, No. 4, pp.538-549, April 2007.
IJ59. Ramakrishnan S. and Selvan S., ‘Wavelet Based Modeling of Singular Values for Image Texture Classification’, International Journal of Machine GRAPHICS &VISION, A Publication of Institute of Computer Science of the Polish Academy of Sciences, Vol. 15, No. 2, pp.211-225, June 2007.
IJ60. Ramakrishnan S. and Selvan S., ‘Classification of Brain Tissues Using Multiwavelet Transformation and Probabilistic Neural Network’, International Journal of Simulation: Systems, Science & Technology, A publication of the United Kingdom Simulation Society, Vol.7, No.9, pp.9-25, December 2006.
IJ61. Ramakrishnan S. and Selvan S., ‘A New Statistical Model Based on Wavelet Domain Singular Value Decomposition for Image Texture Classification’, International Journal on Graphics, Vision and Image Processing, A Publication of International Congress for Global Science and Technology, Vol.6, No.3, pp.15-22, December 2006.
IJ62. Ramakrishnan S. and Selvan S. ‘Wavelet Transform Based Impulsive Noise Removal: A Smart Non-Linear Filtering Approach’, Proc. of SPIE, Smart Materials, Structures, and Systems, A Publication of International Society of Optical Engineering, (DOI: 10.1117/12.514629), Vol. 5062, pp.517-523, Oct 2003.
Book Chapters Published
BC1. Ponni Alias Sathya S, Ramakrishnan S and Sathiyamurthi P, “Artificial Bee Colony Optimization technique based video copyright protection in DWT-PCA domain”, Artificial Intelligence and Machine Learning Techniques in Image Processing and Computer Vision, CRC Press, Taylor & Francis Group, USA, 2024.
BC2. L. Meenachi and S. Ramakrishnan, “Review on hybrid feature selection and classification of microarray gene expression data”, Data Fusion Techniques and Applications for Smart Healthcare- Elsevier, DOI: https://doi.org/10.1016/B978-0-44-313233-9.00020-5, ISBN 978-0-443-13233-9, pp.319-338, March 2024.
BC3. Ramprasath J, Ramakrishnan S, Tharani V, Arunima D and Sushmitha R, ‘Cloud Service Anomaly Traffic Detection Using Random Forest’, Advances in Data and Information Sciences, Lecture Notes in Networks and Systems-Springer, DOI: https://doi.org/10.1007/978-981-19-5292-0_41 ,ISBN 978-981-19-5291-3, pp. 269-279, November 2022.
BC4.Janani D, Vijaykumar V R, Ramakrishnan S, Akil Akthar S, Sudharsan.S and Sangameshwaran S, ‘Expert system for diagnosis of chronic kidney disease prediction using fuzzy logic with feature selection’, Advances in Data and Information Sciences, Lecture Notes in Networks and Systems -Springer, DOI: https://doi.org/10.1007/978-981-19-5292-0_41 ,ISBN 978-981-19-5291-3, pp. 445-455, November 2022.
BC5. Devaraju Sellappan, Ramakrishnan Srinivasan, Jawahar Sundaram, Dheresh Soni, and Somasundaram Alagappan., “Entropy based Feature Selection for Network Intrusion Detection system”, Methods, Implementation, and Application of Cyber Security Intelligence and Analytics, IGI Global, ISBN: 9781668439913, June 2022.
BC6. S.Devaraju and S.Ramakrishnan.,” Fuzzy Rule-Based Layered Classifier and Entropy-Based Feature Selection for Intrusion Detection System”, Handbook of Research on Cyber Crime and Information Privacy, IGI Global, pp. 289-309, Pages:20,ISBN: 9781799857280, August 2020.
BC7. S. Nithya and S.Ramakrishnan., “Performance Analysis of Local Binary Patterns for Image Texture Classification Methods”, Image Recognition: Progress, Trends and Challenges, Nova Science Publishers, pp.89-106, Pages:17, ISBN: 978-1-53617-258-4, April 2020
BC8. A. S. Muthanantha Murugavel and S. Ramakrishnan, “Review of Feature Extraction and Classification Techniques for Epileptic Seizure Detection”, Image Recognition: Progress, Trends and Challenges, Nova Science Publishers, pp.199-226, Pages:27, ISBN: 978-1-53617-258-4, April 2020
BC9. Arunkumar C, and Ramakrishnan S., "Disease Inference on Medical Datasets Using Machine Learning and Deep Learning Algorithms", Computational Vision and Bio-Inspired Computing, Springer, DOI: 10.1007/978-3-030-37218-7_96, pp.902-908, Pages: 6, ISBN: 978-3-030-37218-7, January 2020.
BC10. Goplalkrishnan T, and Ramakrishnan S, "Performance Analysis of Image Encryption Methods Using Chaotic, Multiple Chaotic and Hyper-Chaotic Maps (Chapter 10)", Handbook of Multimedia Information Security: Techniques and Applications, Springer, DOI: 10.1007/978-3-030-15887-3, pp. 233-265, Pages: 32, ISBN: 978-3-030-15886-6, July 2019.
BC11. Devaraju S, and Ramakrishnan S, "Association Rule-Mining based Intrusion Detection System with Entropy Based Feature Selection: Intrusion Detection System", Handbook of Research on Intelligent Data Processing and Information Security Systems, IGI Global, DOI: 10.4018/978-1-7998-1290-6, ISBN13: 9781799812906, July 2019.
BC12. Arunkumar C, Ramakrishnan S., "Performance Analysis of Classifiers on Filter-Based Feature Selection Approaches on Microarray Data(Chapter 2), "Bio-Inspired Computing for Information Retrieval Applications", IGI Global book series,Advances in Knowledge Acquisition, Transfer and Management (AKATM), DOI: 10.4018/978-1-5225-2375-8.ch002, pp.41-70, Pages: 30, February 2017.
BC13. Ramakrishnan S, "Recognition of Emotion from Speech: A Review (Chapter 7), "Speech Enhancement, Modeling and Recognition- Algorithms and Applications", (ISBN: 978-953-0291-5) (DOI: 10.5772/2391), InTech Publisher, Croatia, pp. 121-138, March 2012.
My Reviews in ACM Computing Reviews
REV1. Reviewed on the book “Python distilled” Beazley D., Addison-Wesley Professional, Boston, MA, 2021. 352 pp. Type: Book (978-0-134173-27-6) (This review has been published by ACM Computing Reviews, Review #: Review #: CR147422, Mar 25 2022)
REV2. Reviewed on the book “Artificial intelligence and judicial modernization” Cui Y., Springer International Publishing, New York, NY, 2020. 224 pp. Type: Book (978-9-813298-80-4) (This review has been published by ACM Computing Reviews, Review #: CR147193, Feb 19, 2021)
REV3. Reviewed on the book “Image texture analysis : foundations, models and algorithms” Hung C., Song E., Lan Y., Springer International Publishing, New York, NY, 2019. 258 pp. Type: Book (978-3-030137-72-4) (This review has been published by ACM Computing Reviews, Review #: CR147192, Feb 18, 2021)
REV4. Reviewed on the book “Learn RStudio IDE: quick, effective and productive data science”, Apress, New York, NY, 2019, 164 pp. Type: Book (978-1-484245-10-1) (This review has been published by ACM Computing Reviews, Review #:CR146976, May20, 2020)
REV5. Review on the book " R data science quick reference: a pocket guide to APIs, libraries, and packages” Mailund T., Apress, New York, NY, 2019. 256 pp. Type: Book (978-1-484248-93-5) (This review has been published by ACM Computing Reviews, Review #: CR14682, Jan 2, 2020).
REV6. Review on the book "Lie group machine learning “Fanzhang L., Li Z., Zhao Z., Walter de Gruyter & Co., Berlin, Germany, 2018. 533 pp. Type: Book (978-3-110500-68-4) (This review has been published by ACM Computing Reviews, Review #: CR146804, Dec 4, 2019).
REV7. Review on the book "Smartphone-based real-time digital signal processing (2nd ed.)” Kehtarnavaz N., Sehgal A., Parris S., Morgan& Claypool Publishers, San Rafael, CA, 2019. 155 pp. Type: Book (978-1-681734-65-1) (This review has been published by ACM Computing Reviews, Review #: CR146536, Apr 18, 2019).
REV8. Review on the paper "Prediction of HIV drug resistance by combining sequence and structural properties” Khalid Z., Sezerman O. IEEE/ACM Transactions on Computational Biology and Bioinformatics 15 (3): 966-973, 2018 (This review has been published by ACM Computing Reviews, Review #: CR146311, Nov 07, 2018).
REV9. Review on the book "Advances in soft computing and machine learning in image processing Hassanien A., Oliva D., Springer International Publishing, New York, NY, 2018. 718 pp. Type: Book (978-3-319637-53-2) (This review has been published by ACM Computing Reviews, Review #: CR146160, Jul 19, 2018).
REV10. Review on the article “Reproducible circularly secure bit encryption: applications and realizations” Hajiabadi M., Kapron B., Journal of Cryptology 30 (4): 1187-1237, 2017 (This review has been published by ACM Computing Reviews, ACM Computing Reviews, Review #: CR145927, Mar 22, 2018).
REV11. Review on the book "Cyberspace: Risks and Benefits for Society, Security and Development" Ramírez J., García-Segura L., Springer International Publishing, New York, NY, 2017. 281 pp. Type: Book (978-3-319549-74-3) (This review has been published by ACM Computing Reviews, Review #: CR14567, Nov 28, 2017).
REV12. Review on the book “Algebra for cryptologists” Meijer A., Springer International Publishing, New York, NY, 2016. 301 pp. Type: Book (978-3-319303-95-6) (This review has been published by ACM Computing Reviews, Review #: CR145128, Mar 20, 2017).
REV13. Review on the book “Cyber-physical attack recovery procedures: a step-by-step preparation and response guide” Ayala L., Apress, New York, NY, 2016. Type: Book (978-1-484220-64-1), (This review has been published by ACM Computing Reviews, Review #: CR144888, Page No.10431, October 2016).
REV14. Review on the book “Handbook of pattern recognition and computer vision (5th ed.)” Chen C., World Scientific Publishing Co, Inc., River Edge, NJ, (ISBN 978-981-4656-52-8), (This review has been published by ACM Computing Reviews, Review #: CR144437, 23 May 2016).
REV15. Review on the article "A Automated inference of past action instances in digital investigations” James J., Gladyshev P. Springer International Journal of Information Security 14 (3) , (This review has been published by ACM Computing Reviews, Review #: CR144313, Page No.249-261, 12 April 2016).
REV16. Review on the article "A homomorphic encryption scheme with adaptive chosen cipher text security but without random oracle", Gong L., Li S., Mao Q., Wang D., Dou J., Elsevier Journal of Theoretical Computer Science.(This review has been published by ACM Computing Reviews, Review #: CR144239, Page No.253-261, 16 Mar 2016).
REV17. Review on the book “Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies” Kelleher J., Mac Namee B., D’Arcy A., The MIT Press, Cambridge, MA, 2015. 624 pp. (ISBN 978-0-262029-44-5) (This review has been published by ACM Computing Reviews, Review #: CR144134, Jan 27, 2016).
REV18. Review on the book “Protecting privacy in data release” Livraga G., Springer Publishing Company, Incorporated, New York, NY, 2015. 192 pp (ISBN 978-3-319161-08-2) (This review has been published by ACM Computing Reviews, Review #: CR143851, Oct 13, 2015).
REV19. Review on the book “Homomorphic encryption and applications” Yi X., Paulet R., Bertino E., Springer Publishing Company, Incorporated, New York, NY, 2014. 126 pp. (ISBN 978-3-319122-28-1) (This review has been published by ACM Computing Reviews, Review #: CR143473, May 27, 2015).
REV20. Review on the book “Cyber crime and cyber terrorism investigator’s handbook” Akhgar B., Staniforth A., Bosco F., Syngress Publishing, Waltham, MA, 2014. 306 pp. (ISBN 978-0-128007-43-3) (This review has been published by ACM Computing Reviews, Review #: CR143158, Feb 6, 2015).
REV21. Review on the book “Human-computer systems interaction: backgrounds and applications 3” Hippe Z., Kulikowski J., Mroczek T., Wtorek J., Springer Publishing Company, Incorporated, Cham, Switzerland, 2014. 373 pp. (ISBN 978-3-319084-90-9) (This review has been published by ACM Computing Reviews, Review #: CR142828, Oct 15, 2014).
REV22. Review on the book “Speech processing in mobile environments” Rao K., Vuppala A., Springer Publishing Company, Incorporated, Cham, Switzerland, 2014. 144 pp. ISBN (978-3-319031-15-6) (This review has been published by ACM Computing Reviews, Review #: CR142630, Aug 19 2014).
REV23. Review on the book “Three views of logic : mathematics, philosophy, and computer science” Loveland D., Hodel R., Sterrett S., Princeton University Press, Princeton, NJ, 2014. (This review has been published by ACM Computing Reviews, Review #: CR142257, 07 May 2014).
REV24. Review on the book “Bayesian filtering and smoothing” Särkkä S., Cambridge University Press, New York, NY, 2013 (This review has been published by ACM Computing Reviews, Review #: CR142052, 03 Mar 2014).
REV25. Review on the article “Image retrieval using wavelet transform and shape decomposition” Do Y., Kim S., Na I., Kang D., Kim J. ICUIMC 2013 (Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication, Kota Kinabalu, Malaysia, Jan 17-19, 2013) 1-8. 2013 (This review has been published by ACM Computing Reviews, Review #: CR141771, 27 Nov 2013).
REV26. Review on the article “Image registration using BP-SIFT” Zhu Y., Cheng S., Stankovi V., Stankovi L. Elsevier Journal of Visual Communication and Image Representation 24 (4): 448-457, 2013 (This review has been published by ACM Computing Reviews, Review #: CR141601, 01 Oct 2013).
REV27. Review on the book “Data analytics : models and algorithms for intelligent data analysis” Runkler T., VIEWEG, Wiesbaden, Germany, 2012. (This review has been published by ACM Computing Reviews, Review #: CR141201 (1308-0674), 03 May 2013).
REV28. Review on the book “Soft computing approach to pattern classification and object recognition: a unified concept” Ray K., Springer Publishing Company, New York, NY, 2012. (This review has been published by ACM Computing Reviews, Review #: CR141044, 20 Mar 2013).
REV29. Review on the book “A rapid introduction to adaptive filtering” Vega L., Rey H., Springer Publishing Company, Incorporated, New York, NY, 2012 (This review has been published by ACM Computing Reviews, Review #: CR140761, 19 Dec 2012).
REV30. Review on the article “Probabilistic cost model for nearest neighbor search in image retrieval” Kim K., Hasan M., Heo J., Tai Y., Yoon S. Elsevier Journal on Computer Vision and Image Understanding, 116 (9): 991-998, 2012. (This review has been published by ACM Computing Reviews, Review #: CR140629, 29 Oct 2012).
REV31. Review on the article “Large linear classification when data cannot fit in memory” Yu H., Hsieh C., Chang K., Lin C. ACM Transactions on Knowledge Discovery from Data (TKDD) 5 (4): 1-23, 2012. (This review has been published by ACM Computing Reviews, Review #: CR140448, 10 Aug 2012).
REV32. Review on the article “Machine learning approach for face image retrieval” Wang D., Conilione P. Neural Computing and Applications 21 (4): 683-694, 2012. . (This review has been published by ACM Computing Reviews, Review #: CR140436, 08 Aug 2012).
REV33. Review on the article “A two-sample empirical likelihood ratio test based on samples entropy” Gurevich G., Vexler A. Statistics and Computing 21 (4): 657-670, 2011(. (This review has been published by ACM Computing Reviews, Review #: CR139958, 08 Mar 2012).
REV34. Review on the article “From classifiers to discriminators: a nearest neighbor rule induced discriminant analysis”, Yang J., Zhang L., Yang J., Zhang D. Pattern Recognition 44 (7): 1387-1402, 2011. (This review has been published by ACM Computing Reviews, Review #: CR139638, 02 Dec 2011).
REV35. Review on the article “A detailed investigation into low-level feature detection in spectrogram images”, Lampert T., O’Keefe S. Pattern Recognition 44 (9): 2076-2092, 2011. (This review has been published by ACM Computing Reviews, Review #: CR139620, 30 Nov 2011).
REV36. Review on the article “Local binary patterns for multi-view facial expression recognition”, Moore S., Bowden R. Computer Vision and Image Understanding 115 (4): 541-558, 2011. (This review has been published by ACM Computing Reviews, Review #: CR139612, 29 Nov 2011).
REV37. Review on the book “ Introduction to digital signal processing : computer musically speaking” Park T., World Scientific Publishing Co, Inc., River Edge, NJ, 2009. 452 pp. (This review has been published by ACM Computing Reviews, Review #: CR138293, 19 August 2010).
REV38. Review on the article “K-Top Scoring Pair Algorithm for Feature Selection in SVM with Applications to Microarray Data Classification”, Yoon S., Kim S. Soft Computing 14 (2): 151-159, 2009. (This review has been published by ACM Computing Reviews, Review #: CR137765 (1006-0582), 1 March 2010).
REV39. Review on the article “A nonlinear Derivative Scheme Applied to Edge Detection” Laligant O., Truchetet F. IEEE Transactions on Pattern Analysis and Machine Intelligence 32 (2): 242-257, 2010. (This review has been published by ACM Computing Reviews, Review #: CR138479 (1104-0443), 13 Oct 2010).
Papers Published in Refereed Conferences
International Conferences
IC1. Janani D, Vijaykumar V R, Ramakrishnan S, Siva Dharshini P, Swetha and Rachna, ‘Hospital Inpatient Analysis and Length of Stay Prediction Using Machine Learning’, International Conference on Science, Engineering & Technology (ICSET - 24), Society for Education,10.02.2024.
IC2.Soundariya S, Manisekaran V, Ramakrishnan S, V.Swathiga, D.Gowsikadarsana, and S.Sri Sharmishthaa ‘A Cross-Domain Recommendation System for Medical Diagnosis’, International Conference on Research and Innovation in Biomedical Engineering, Rajalakshmi Engineering College, 27.7.2023 & 28.7.2023.
IC3.Ramakrishnan S, L.Meenachi, Vigashini S, Preethi and Kavya.R, ‘Machine Learning Based Rainfall Prediction for Various Regions’, 7th International Conference on Computing Sciences 2023, ACRS, 20.5.2023 & 21.5.2023.
IC4.Ramakrishnan S, P. Kalaivani, B. Ashwin and S. Jaganeeshwar, ‘Mobile Application success prediction using Machine Learning’, 7th International Conference on Computing Sciences 2023, ACRS, 20.5.2023 & 21.5.2023.
IC5.Yuvaraaj E, Vishnu T, Thinhesh A C, Ms.K.Renuka Devi and S.Ramakrishnan, ‘Ensemble algorithm to speculate stock trend by analyzing technical indicators on historical data’, 6th International Conference on Inventive Computation Technologies (ICICT 2023), Tribhuvan University, Nepal, 26.4.2023 to 28.4.2023.
IC6.L.Meenachi, S.Ramakrishnan, S.Rama chandran, T.Sivashankar and V.Kavisurya, ‘Banking chat bot application using artificial intelligence’, 4th International conference on Innovations in Electrical, Information and Communication Engineering (ICIEICE'23), Kongunadu College of Engineering and Technology, Trichy, 21.4.2023 to 22.4.2023.
IC7.Janani D, Vijaykumar V R, Ramakrishnan S, S. Dhivyabharathi, S. Siva Ranjani and S. Sabeetha, ‘Prediction of chronic kidney disease using DCNN’, IEEE Sponsored International Conference on communication, Security and Artificial Intelligence (ICCSAI’2022), Galgotias University, Andhra Pradesh, 23.12.2022 & 24.12.2022.
IC8.Soundariya S, Manisekaran S.V, Ramakrishnan S, Aishwarya Ganesh and R.Keerthi, ‘Cross Domain Recommendation System using personalized preference Transfer’, International Conference on Edge Computing and Applications (ICECAA 2022), Gnanamani College of Technology, Namakkal, 13.10.2022 to 15.10.2022
IC9.L. Meenachi, S.Ramakrishnan, Sivaprakash M, Thangaraj C and Sethupathy S, ‘Multi Class Ensemble Classification for Crop Recommendation’, 5th International Conference on Inventive Computation Technologies-ICICT 2022, Pulchowk Campus, Institute of Engineering, Tribhuvan University, Nepal, 20.07.2022 to 22.07.2022.
IC10.Ponni alias Sathya S, Ramakrishnan S, Shafreen M.I, Harshini R and Malini P, ‘Optimal Plant Leaf Disease Detection using SVM classifier with Fuzzy system’, Tootill 100 - International conference on computing sciences- ICCS 2022 conducted ACRS, Chennai, 22.04.2022 to 24.04.2022.
IC11. Dr.S.Ponni alias sathya , Dr.S.Ramakrishnan and Dr.S.Nithya, "A Guide tour on security techniques for multimedia data", International Conference on Innovations in Computer Networks,Computational Intelligence and IoT” ICICCI – 21 organized on 25th& 26th June, 2021, St. Martin’s Engineering College, Secunderabad.
IC12. Athirai J, Sandhiya T, Revathi K and Ramakrishnan S.,’ Content Based Image Retrieval in Cloud Environment’, International Conference on Engineering & Technology (ICET-20) Society for Education, Coimbatore, Page No. 48-52, 23.02.2020
IC13. Arunkumar Chinnaswamy and Ramakrishnan S, “Disease Inference on Medical Datasets Using Machine Learning and Deep Learning Algorithms”, Proceedings of 3rd International Conference on “Computational Vision and Bio Inspired Computing”, Hotel Arcadia, Coimbatore, 25-26 September 2019.
IC14. Ramakrishnan S., Muthanantha Murugavel AS., and Saravanan.P, “Epileptic EEG Signal Classification using Multi-class Convolutional Neural Network’, IEEE Proceedings of International Conference on Vision Towards Emerging Trends in Communication and Networking -ViTECON 2019, Vellore Institute of Technology, Vellore, India, 30-31 March 2019.
IC15. Ramakrishnan S., Muthanantha Murugavel AS., and Saravanan P, “Wireless System for Epileptic Seizure Detection and Patient Monitoring using Bio-sensors”, Springer Innovations in Communications and Computing Book Series / EAI Transactions on Pervasive Health and Technology, Proceedings of 5th International Conference on Biosignals, Images and Instrumentation - ICBSII 2019, SSN College of Engineering, Chennai, 14-15 March 2019.
IC16. Venkateshkumar U, Ramakrishnan S., “Detection of Spectrum Hole using Fuzzy Logic and Machine Learning Algorithm”, Proceedings of the International Symposium on Artificial Intelligence and Computer Vision, Anna University, Chennai,ISBN No. 978-93-84389-18-5, Page No.1, Sept. 26-28,2018.
IC17. Arun Kumar C, Sooraj M.P and Ramakrishnan S., “A Comparative Performance Evaluation of Supervised Feature Selection Algorithms on Microarray Datasets”, Elsevier, Procedia Computer Science, 7th International Conference on Advances in Computing & Communications, ICACC-2017, Volume 115C, Pages 209-217, 22- 24 August 2017, Cochin, India(https://doi.org/10.1016/j.procs.2017.09.127).
IC18. Arunkumar C., Ramakrishnan S., "Hybrid Information Gain Based Fuzzy Roughset Feature Selection in Cancer Microarray Data", Proceedings of IEEE International Conference on Innovations in Power and Advanced Computing Technologies, Vellore Institute of Technology, Vellore, India, 21-22 April, 2017.
IC19. Arunkumar C., Sooraj M P., Ramakrishnan S., "Finding expressed genes using Genetic Algorithm and Extreme Learning Machines", 2017 International Conference on Advanced Computing and Communication Systems (ICACCS -2017), Sri Eshwar College of Engineering, Coimbatore, 6-7 January 2017.
IC20. Ponni@Sathya S., Ramakrishnan S., Dhinakaran S, Sabari Ashwanth P and Dhamodharan P, "CHAOTIC Map Based Video Watermarking Using DWT and SVD", International Conference on Inventive Communication and Computational Technologies - ICICCT 2017, Ranganathan Engineering College, pp.no. 45-49, 10th March 2017.
IC21. Arunkumar C, Ramakrishnan S, Siva Sai Dheeraj, “Genetic Algorithm Based Hybrid Attribute Selection Using Customized Fitness Function”, Computational Vision and Bioinspired computing, Springer Lecture Notes in Computational Vision and Biomechanics, Proceedings of International Conference on Computational Vision and Bio Inspired Computing (ICCVBIC 2017), India, 21-22 Sep, 2017.
IC22. Arunkumar C., and Ramakrishnan S., “A Hybrid Approach to Feature Selection using Correlation Coefficient and Fuzzy Rough Quick Reduct algorithm applied to cancer microarray data”, Proceedings of IEEE 10th International Conference on Intelligent Systems and Control (ISCO 2016), pp.414-419 (DOI: 10.1109/ISCO.2016.7726921), Karpagam College of Engineering, Coimbatore, India, 7-8th January 2016.
IC23. Arunkumar C., Ramakrishnan S.,"Hybrid Feature Selection using correlation coefficient and particle swarm optimization on microarray gene expression data", Innovations in Bio inspired computing and applications, Proceedings of the 6th International Conference in Bio inspired computing and Applications, Advances in Intelligent Systems and Computing, Springer, Page No. 229-239, December 2015.
IC24. Ramakrishnan S., Gopalakrishnan T., Karthiga R, "A Novel Chaos Based Image Encryption in Hybrid Domain", International Conference on Innovations in Information Embedded and Communication Systems, Karpagam College of Enginnering, Coimbatore, 19th & 20th March 2015.
IC25. The above paper has also been published in International Journal of Applied Engineering Research, Volume No.20, Page No.19027-32, April 2015.
IC26. Arunkumar C., Ramakrishnan S., "Binary classification of cancer microarray gene expression data using extreme learning machines", IEEE International Conference on Computational Intelligence and Computing Research (ICCIC) DOI: 10.1109/ICCIC.2014.7238297, Page No. 1-4, ISSN: 978-1-4799-3974-9, Dec. 2014.
IC27. Gopalakrishnan T., Ramakrishnan S., and Balakumar M., “An Image Encryption using Chaotic Permutation and Diffusion”, Proceedings of fourth IEEE International Conference on Recent Trends in Information Technology - ICRTIT-2014, Madras Institute of Technology, Anna University, Chennai, Page no.43, 10-12th April 2014.
IC28. Geethanjali B., Vaishnavi S., Nithya S., Ramakrishnan S., ” Multi-Tiered Approach For Content Based Image Retrieval using SVM Classifier”, Proceedings of IRF International Conference on Electrical, Electronics and Computer Engineering (ICEECE), pp. 111-114, 9 Mar 2014, Institute of Research Forum (IRAJ) Research Forum, Hotel Grand Plaza Coimbatore, India.
IC29. The above paper has also been published in International Journal of Advanced Computational Engineering and Networking, Vol.2, Iss.4, pp.73-76 , Apr. 2014.
IC30. Gopalakrishnan T., Ramakrishnan S., and Balakumar M., “Image Encryption using Chaos and Parity Based Pixel Modification in Permutation”, Proceedings of International conference on Simulation in Computing Nexus’14 - ICSCN-2014, Coimbatore Institute of Engineering and Technology, Coimbatore, Page no.5, 20-21st March 2014.
IC31. The above paper has also been published in IJCA Proceedings on International Conference on Simulations in Computing Nexus ICSCN(1):30-35, May 2014. Published by Foundation of Computer Science, New York, USA.
IC32. Sathiyamurthi P., Ramakrishnan S., Merin Michel T., Ramya K., "Enhancement of speech signal using spectral Subtraction Method and Morphological Filter", Proceedings of International Conference on Advanced Computing, Machines and Embedded Technology (ICACT2014),pp. 785-788, 7- 8 Mar 14, J.K.K. Nattraja College of Engineering and Technology, Komarapalayam, India.
IC33. Arunkumar C., Ramakrishnan S., “Analysis of Classification Techniques for Microarray Cancer Data Using Support Vector Machines” Proceedings of International Conference Biosingals, Images and Instruments ICBSII-2013), PP 55-64, 14-16 March 2013, SSN College of Engineering, Chennai, India.
IC34. Gopalakrishnan T., Ramakrishnan S., and Ranjithkumar R., "A New Chaotic Image Encryption Scheme using Random Permutation and Logistic Map", Proceedings of International Conference Biosingals, Images and Instruments ICBSII-2013), PP 34-43, 14-16 March 2013, SSN College of Engineering, Chennai, India.
IC35. Ramakrishnan S., Meenachi L., Citra G. T ., Deepika C., Swathi Shree I., “Cancer Discovery Using Cluster Ensemble Approach” International Conference on Recent Trends in Engineering and Technology, organized by Dr.MGR Educational and Research Institute University,Chennai and Nanyang Technological University, Singapore, 15-16 March 2013, Hotel Grand Palace, Kodaikanal, India.
IC36. Ramakrishnan S., Sathiyamurthi P., Aarthi T., Tamilselvi S., “Enhancement of Speech Sgnal Using Spectral Subtraction Method and Morphological Filter” International Conference on Recent Trends in Engineering and Technology, organized by Dr.MGR Educational and Research Institute University, Chennai and Nanyang Technological University, Singapore, 15-16 March 2013, Hotel Grand Palace, Kodaikanal, India.
IC37. Ramakrishanan S., Nithya S., Soundaryaa B., Iswarya S., “Feature Extraction Using Neighbourhood Derivatives in CBIR” International Conference on Recent Trends in Engineering and Technology, organized by Dr.MGR Educational and Research Institute University, Chennai and Nanyang Technological University, Singapore, 15-16 March 2013, Hotel Grand Palace, Kodaikanal, India.
IC38. Ponni(a)sathya S., Ramakrishnan S.,Gokulakrishnakumar K.,Magendran V., “Efficient Spatial Frequency Based Watermarking Based on Singular Value Decomposition in the Discrete Wavelet Transform Domain” International Conference on Advanced Computing,Machines and Embedded Technology(ICACT2013), 8-9 March 2013, J.K.K.Nattraja college of Engineering and Technology, Namakkal, India.
IC39. Gopalakrishnan T., Ramakrishnan S., and Ranjithkumar R., “Random Permutation Based Chaotic Image Encryption”, Proceedings of International Conference on Cloud and Big Data Analysis (ICCBDA 2013), pp. 86-90, 8-9 Feb 2013, Jointly Organized by EMC Corporation Bangalore and PSG College of Technology, Coimbatore, India(Won the Best Paper Award).
IC40. Devaraju S., Ramakrishnan S., “Intrusion Detection System Using Neural Network Classifier in KDD Cup Dataset”, Proceedings of International Conference on Cloud and Big Data Analysis (ICCBDA 2013), pp. 79-85, 8-9 Feb 2013, PSG College of Technology, Coimbatore, India.
IC41. Devaraju S., Ramakrishnan S., “Detection of Accuracy for Intrusion Detection System Using Neural Network Classifier”, Proceedings of International Conference on Information Systems and Computing (ICISC-2013), 4-5 Jan 2013, Sri Sai Ram Engineering College, Chennai, India
IC42. The above paper has also been published in the International Journal of Emerging Technology and Advanced Engineering, pp. 338-345, Vol. 3, Special Issue 1, January 2013 .
IC43. Sathiyamurthi P , and Ramakrishnan S., ‘Emotional Speech Recognition for Human – Robot Interaction’, Proceedings of First International Conference on Innovations in Computers, Information and Communications (ICICIC-2012) , pp. 308–311, January 5 to 7, 2012, PSG College of Technology , Coimbatore, India.
IC44. Poornikadevi R., Gopalakrishnan T., Ramakrishnan S., “Spread Spectrum Based image watermarking to determine runtime and detection performance” International Conference on Computational Intelligence and its Applications,pp.1-6, 1-3 March 2012, Vivekanandha Institute of Engineering and Technology for Women, Tiruchengode.
IC45. Balasamy K., Ramakrishnan S., Harikalaprasath A., Manojkumar M. “Multiplelayer Watermarking Using Reduced Difference Expansion (RDE) Method”, Proceedings of International Conference on Futuristic Trends in Computer Science Engineering and Information Technology, pp-67-69,28-29 January 2012 ,Thiruvalluvar College of Engineering and Technology, Chennai.
IC46. Sathiyamurthi P., Ramakrishnan S., Suganth Port A., Vijayaraghava B. ‘Speech enhancement using MMSE estimator for stationary and non-stationary environment’ Proceedings of International Conference on Futuristic Trends in Computer Technology, pp 170 -174, 28-29 January 2012, Tiruvalluvar College of Engineering and Technology, Chennai.
IC47. Balasamy K, Ramakrishnan S., Premkumar M.G, Kannan E, Sathees kumar T, Gokulakannan M, “Performing Invariant Moment for Geometrically Robust Image Watermarking using Harris-Laplace Detector”, proceeding of International conference on Advanced Computing Technology, 9-10 March 2012,J.K.K.Nataraja College of Engineering and Technology, Namakkal.
IC48. Anlee john.J, Gopalakrishnan T. and Ramakrishnan S., " A Lifting Scheme Based Authentication and Recovery of Digital Images", Proceedings of first International Conference on Applied Computating, pp 288-292 , 18 March- 2012, International conference on Engineering Technology and Applied Computing , IGIRN, 3rd Floor Pillars Gate, Nagercoil.
IC49. Ramakrishnan S.,Ponni@Sathya S.,Sivakumar C.,Amrish R., “Effective Video watermarking algorithm based on visual audio hybrid and pseudo 3D DCT Method”, proceeding of International conference on Advanced Computing Technology, 9-10 March 2012,J.K.K.Nataraja College of Engineering and Technology, Namakkal.
IC50. Gopalakrishnan T., Ramakrishnan S., Balasamy K., Muthanantha Murugavel A.S., "Semi Fragile Watermarking Using Gaussian Mixture Model for Malicious Image Attacks", IEEE 2011 World Congress on Information and Communication Technologies (WICT 2011), University of Mumbai, Mumbai, India. ISBN: 978-1-4673-0125-1, IEEE Catalog Number: CFP1168R-CDR. pp.120-125, 11-14 Dec 2011.
IC51. Muthananda Murugavel A.S., Ramakrishnan S., Balasamy K., Gopalakrishnan T., "Lyapunov Features based EEG Signal Classification By Multi-Class SVM", IEEE 2011 World Congress on Information and Communication Technologies (WICT 2011), University of Mumbai, Mumbai, India. ISBN: 978-1-4673-0125- 1, IEEE Catalog Number: CFP1168R-CDR. pp.197-201, 11-14 Dec 2011.
IC52. Ramakrishnan S., Gopalakrishnan T., Balasamy K., ‘SVD Based Robust Digital Watermarking For Still Images Using Wavelet Transform’, Proceedings of First International Conference on Computer Science, Engineering and Applications (CCSEA-2011) , CS & IT-CSCP 2011, pp. 155–167, July 15 to 17, 2011, Hyatt Regency Chennai, Chennai, India. DOI: 10.5121/csit.2011.1216.
IC53. Devaraju S., Ramakrishnan S., ‘Performance Analysis of Intrusion Detection System Using Various Neural Network Classifiers’, Proceedings of IEEE International Conference on International Conference on Recent Trends in Information Technology (ICRTIT 2011), pp. 1033 – 1038, 3-5, June 2011, 10.1109/ICRTIT.2011.5972289 , Madras Institute of Technology, Anna University, Chennai, India.
IC54. Muthanantha Murugavel A.S., and Ramakrishnan S., "Wavelet Domain Approximate Entropy-Based Epileptic Seizure Detection", 5th International Conference on Information Technology (ICIT 2011), Al-Zaytoonah University, Amman, Jordan. 11 - 13 May 2011.
IC55. Muthanantha Murugavel A.S., Ramakrishnan S., Hari Prasath R.K., and Ezhilarasu T., "Detection of Epilepsy using Local Discriminant Bases Wavelet Packet Decomposition and Multi-Class SVM", International Conference on Engineering, Science and Technology (ICEST 2011), Dhanalakshmi Srinivasan Engineering College, Perambalur, Tamilnadu, India. 7 - 8 April 2011.
IC56. Muthanantha Murugavel A.S. and Ramakrishnan S., "Classification of EEG Signals Using Weighted Probabilistic Neural Network and Multiwavelet Transformation", International Conference on Operation Research applications in Engineering and Management, Anna University, Tiruchirapalli, India. pp.41-48, 27-29 May 2009.
IC57. Selvan S. and Ramakrishnan S.,’ Novel Wavelet Packet Transform Based Feature Extraction Algorithm for Image Texture Classification’, Proceedings of IEEE International Region 10 Conference TENCON 2005, pp. 1495 – 1498, 21-24 November 2005, Melbourne, Australia.
IC58. Ramakrishnan S. and Selvan S., ‘Image Texture Classification Using Exponential Curve Fitting of Wavelet Domain Singular Values’, Proceedings of IEE 3rd International Conference on Visual Information Engineering VIE 2006, pp.505-510, 26-28 September 2006, Bangalore.
IC59. Selvan S. and Ramakrishnan S., ‘Wavelet Packet Transform Based Classification of Brain Tissues in Multiple Sclerosis’, Proceedings of 12th International Conference of Bio-Medical Engineering ICBME 2005, National University of Singapore, Singapore, Vol. 12, 2A2-14, 7-10 December 2005, Singapore.
IC60. Ramakrishnan S. and Selvan S., ‘Wavelet Transform Based Impulsive Noise Removal: A Smart Non-Linear Filtering Approach’, International Conference on Smart Materials Structures and Systems ISSS-SPIE 2002, Indian Institute of Science, Bangalore, pp. 470- 476, 12-14 December, 2002, India.
IC61. Ramakrishnan S., Thiruvengadam S.J., Yarlagadda Kishore, Mohan V. and Abhai Kumar V., ‘Development of Optimal Time- Frequency Distribution, Based Signal Processing Algorithm for signal detection’, International Conference on Communications, Computers & Devices, Indian Institute of Technology Kharagpur, pp. 633-636, Vol. 2, 14 - 16 December 2000, Kharagpur, India.
National Conferences
NC1. Ramakrishnan S., UdhayaSankar R., Sureshvelan K., Dinesh., “Image Encryption Using Wavelet Transform”, Proceedings on National Conference on Innovations in Information Technology (NCIIT-2016), Page No.344-351, 25 & 26th February 2016, Bannari Amman Institute of Technology, Erode.
NC2. Ramakrishnan S., Elakkiya B., Geetha R ., and Vasuki P., ‘Image Encryption Using Chaotic Maps in Hybrid Domain’, Proceedings of Fifth National Conference on Advanced Telecommunication Technologies (NCATT 2014), 29 March 2014, KSR College of Engineering, Tiruchengode.
NC3. The above paper has also been published in International Journal of Communication and Computer Technologies Volume 02 - No.13 Issue: 05 ISSN NUMBER: 2278-9723 Page No.44-48, June 2014.
NC4. Ramakrishnan S., Sathiyamurthi P., S. Arunya., R. Indhu., "Speech Enhancement using Spectral Subtraction Technique for Effective Automatic Speech Recognition", National Conference on System Design and Information Processing organized by PSNA College of Engineering and Technology, 22 March 2013.
NC5. Nithya S., Ramakrishnan S., Gunasundari R., Lakshmi S." An Efficient Mechanism for Texture Extraction and Edge Detection for CBIR Systems", Proceedings of National Conference on Recent Trends in Information and Communication Engineering (NCRTICE'14), pp. 155, 14 Mar 2014, Tamil Nadu College of Engineering, Coimbatore, India.
NC6. Gopalakrishnan T., Ramakrishnan S., and Dhivya N., ‘An Image Encryption-Compression Algorithm Based on Hyper-Chaos and Number theory’, Proceedings of National Conference RTCSP-2014, pp 88-91 on 27-28th Feb 2014 at Amrita Vishwa Vidyapeetham, Coimbatore.
NC7. Balasamy K., Ramakrishnan S., Deepan prakash M., Karthikeyan R, “Security Enhancement in Finger print Watermarking using DWT”, National Conference on Recent Advances in Computing, 8-9 March 2013, Sri Krishna College of Engineering and Technology, Coimbatore, India.
NC8. Ramprakash P., Ramakrishnan S., Shylesh V., Mohamed Mubarak Ali M., Venkatesan D., “Contact Storing and Data Sharing System for Mobile Phones Through Web Server” National Conference on Recent Trends and Advances in Information Technology (NCRAIT 13), 4 March 2013, KSR College of Technology, Tiruchengode, India.
NC9. Ramprasath J., Ramakrishnan S., Sathya Nathan S., Vasanth N., Salaigurubalan K., “GPS Based Bus Tracking System as an Android Application” National Conference on Recent Trends and Advances in Information Technology (NCRAIT 13), 4 March 2013, KSR College of Technology, Tiruchengode, India.
NC10. Ramakrishnan S., Mohana Priya P., Keerthika R., Gaviya N., Ramya P., “New Revolution on Creating Graphical Security using Hot Spots” National Conference on Innovations in Information Technology(NCIIT13),21-22 February 2013, Bannari Amman Institute of Technology, Sathyamangalam, India.
NC11. Balasamy K., Ramakrishnan S., Sakthi Abinaya G., Nalini A., “Medical Image Security Using Alpha Blending Technique in Wavelet Domain” National Conference on Innovations in Information Technology(NCIIT 13),21-22 February 2013, Bannari Amman Institute of Technology, Sathyamangalam, India.
NC12. Sangeetha M., Gopalakrishnan T.,Ramakrishnan S., “Efficient Compression and Reconstruction for Encrypted Grayscale Image Using Compressive Sensing Technique”, Proceedings on fifth National Conference on Recent Trends in Information and Communication Technology (RTICT-2012),2-3 April 2012, pp 1132-1138,Bannari Amman Institute of Technology, Sathyamangalam.
NC13. Ramakrishnan S. , Praveena R, Subha E., Subhapriyadharshini C., Akila S., “Wavelet Based Image Watermarking Using Vector Quantization and Singular Value Decomposition”, Fifth National Conference on Recent Trends in Information and Communication Technology, pp 165-169, 2-3 April 2012, Bannari Amman Institute of Technology, Sathyamangalam.
NC14. Ramakrishnan S.,Deepika R.,Lavanya. R.,Ramya U.,Theivanai M., “Speech Emotion Recognition using pitch contour, MFCC and numerical distance classifier”, National Conference on Recent Advances in Computer Vision and Information Technology, pp.131-135,12 March 2012, Government College of Technology, Coimbatore.
NC15. Ramakrishnan S., Abinaya V., Swathi Priya J., “Image Fusion Using Joint Sparse Representation”, National Conference on Recent Advances in Computer Vision and Information Technology, pp 261-264, 12 March 2012 ,Government college of Technology, Coimbatore.
NC16. Sathiyamurthi P., Ramakrishnan S., Balavignesh J.,Johnvictor D., ‘Speech Enhancement Using Eigenvector Based Transfer Function Ratio Estimation’, Proceedings of National Conference on Intelligent Techniques in Information Technology, 12 March 2012, Karpagam Institute of Technology, Coimbatore.
NC17. Ramakrishnan S., Meenachi L.,Sowmya L., Kanagathara R., “Non-Parallel Plane Proximal Classifier Ensemble Approach For Cancer Classification”, National Conference on recent trends and advances in Information Technology- NCRAIT’12, pp.67-74, 5 March 2011, K.S.Rangasamy College of Technology, Tiruchengode.
NC18. Ramakrishnan S., Arularasi C. ,Meenakshi M. , Veena R. , and Jayapriya J. ,’SVD Based Digital Image Watermarking Using DWT’, Proceedings of the National Conference on Intelligent Computing and Control Engineering Applications, pp. 83-86, 7-8 April 2011, Anna University of Technology, Coimbatore.
NC19. Ramakrishnan S.,Meenachi L., Prabhavathi P., Subalakshmi G., “Liver Cancer Diagnosis Using Non Linear Integral” at the National Conference on recent trends and advances in Information Technology- NCRAIT’12, pp.88-95, 5 March 2011, K.S.Rangasamy College of Technology, Tiruchengode.
NC20. Akilandasowmya G., Deepa K., Deepika A., Kavitha S., Ramakrishnan S.,’ Emotional Speech Recognition For Robots Using Support Vector Machine’, Proceedings of the 4th National Conference on Electrical and Instrumentation Systems, pp.312-315, 17 March 2011, Government College of Technology, Coimbatore.
NC21. Nandhini R.,Neerajaa D., Saranya B., Saranya S.M, Ramakrishnan S., ‘An Efficient Training of Hand Movement Libra Datatype Using Self Organizing Map’ Proceedings of the National Conference on Information and Network Management’, pp.10,17-18 March 2011, Thiagarajar College of Engineering, Madurai.
NC22. Anup Suthakaran, Nagrajan H., Sathish P., Ramakrishnan S., ‘Speaker Recognition For Mobile Devices Using Hidden Markov Model and Mel-Frequency Ceptral Coefficients’, Proceedings of the 4th National Conference on Recent Advances in Computer Vision and Information Technology,pp.153-156, 7 March 2011, Government College of Technology, Coimbatore.
NC23. Ramakrishnan S.,Nithya S.,Keerthi V.,Vaijayanthi R., “An Efficient Mechanism for Image Retrieval using Euclidean distance measure and Bayesian Algorithm”, National Conference on recent trends and advances in Information Technology- NCRAIT’12, pp.120-126, 5 March 2011, K.S.Rangasamy College of Technology, Tiruchengode.
NC24. Arularasi C. ,Meenakshi M. , Veena R. ,Jayapriya J. ,and Ramakrishnan S. ‘Robust Digital Image Watermarking Using Middle Frequency Sub Bands of Discrete Wavelet Transformation’, Proceedings of National Conference on Computing, Communication and Information Systems, pp.61-67, 11-12 February 2011, Sri Krishna College of Engineering and Technology, Coimbatore.
NC25. Ramakrishnan S. and Selvan S., ‘Image Texture Classification Using Probabilistic Distances of Exponential Probability Density Function’, Proceedings of 2nd National Conference on Innovations in Information and Communication Technology, pp.227-232,7-8 July 2006, PSG College of Technology, Coimbatore.
NC26. Ramakrishnan S. and Selvan S., ‘Fuzzy Based Image Texture Classification Using Wavelet Packet Transform’, Proceedings of 3rd National Conference on Mathematical & Computational Models, pp. 514-520, 15- 16 December 2005, PSG College of Technology, Coimbatore.
NC27. Ramakrishnan S. and Selvan S., ‘A Novel Wavelet Based Impulsive Noise Removal Algorithm’, National Conference on Innovations in Information and Communication Technology, pp.158-163, 7-8 March, 2003, PSG College of Technology, Coimbatore.
NC28. Ramakrishnan S. and Selvan S., ‘Enhancement of Fingerprints Using Wavelet Network’, National Conference on Innovations in Information and Communication Technology, pp.192-195, 7-8 March, 2003, PSG College of Technology, Coimbatore.
NC29. Ramakrishnan S., Thiruvengadam S.J. and Abhai Kumar V., ‘Neural network based novel radar signal detection strategy for a non stationary noisy environment’, National Conference on Communication, pp.121- 124, 27-28 January 2001, Indian Institute of Technology, Kanpur.
NC30. Ramakrishnan S., Thiruvengadam S.J and Abhai Kumar V., ‘Neuro-wavelet based signal processing algorithm for channel Characterization’, National Conference on Intelligent and Efficient Electrical Systems, pp.51-54, 19-20 January 2001, PSG College of Technology, Coimbatore.