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Research Associate (CSIR)
Machine Intelligence Unit Indian Statistical Institute 203 B. T. Road Kolkata - 700108, India
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- Research Associate (CSIR) -- October 2014 onwards -- Indian Statistical Institute, Kolkata.
- Visiting Research Fellow -- June 2014 - September 2014 -- Indian Statistical Institute, Kolkata.
- Senior Research Fellow (CSIR) -- May 2011 - May 2014 -- Indian Statistical Institute, Kolkata.
- Research Fellow (Funded by U. S. Army) -- April 2009 - April 2011 -- Indian Statistical Institute, Kolkata.
- M. Tech (Computer Science) -- 2006 - 2008 -- Indian Statistical Institute, Kolkata.
- Leturer in Mathematics -- 2005-2006 -- St. Joseph’s Degree College, Kurnool, A. P.
- M. Sc (Mathematics) -- 2003 - 2005 -- University of Hyderabad, Hyderabad.
- B. Sc (Computer Science, Mathematics, Statistics) -- 1999 - 2002 -- Sri Venkateswara University, Tirupati.
- Qualified CSIR-NET Lectureship in Mathematics in 2010.
- First prize for the work "Moments Discriminant Analysis for Supervised Dimensionality Reduction" in the Fifth Institute of Development and Research in Banking Technology (IDRBT) Doctoral Colloquium held on December 10-11, 2015. Click here for more details.
Research Interests
- Machine Learning and Pattern Recognition
- Dimensionality Reduction (DR)
- DR methods for Big Data
- Image Processing and Computer Vision
Publications
- Journals:
- K. Ramachandra Murthy and A. Ghosh, "Noisy-free Length Discriminant Analysis with Cosine Hyperbolic Framework for Dimensionality Reduction", Expert Systems with Applications (Ranked #1 among Artificial Intelligence journals by Google Scholar) (In Press). Code and Datasets
- K. Ramachandra Murthy, Ashish Ghosh, " Moments Discriminant Analysis for Supervised Dimensionality Reduction", Neurocomputing, Vol. 237, pp. 114-132, 10 May 2017. Code and Datasets
- K. R. C. Murthy, S. Biswas and A. Ghosh, "A Fast and Efficient Clutter Rejection Algorithm for SAR Imagery", IEEE Transactions on Aerospace and Electronic Systems, Vol. 49, No. 4, pp. 2431-2439, October 2013.
- K. Ramachandra Murthy and A. Ghosh, "Norm Distance Eigenspace Transform for Pattern Classification", IEEE Transactions on Cybernetics (Under 3rd Review. Manuscript Id: CYB-E-2016-04-0635.R1). Code and Datasets
- Conferences:
- K. Ramachandra Murthy, A. Mondal and A. Ghosh, "Maximum Class Boundary Criterion for supervised dimensionality reduction", 2016 International Joint Conference on Neural Networks (IJCNN), pp. 4191-4198, IEEE, 2016.
- Ajoy Mondal, K. Ramachandra Murthy, Ashish Ghosh, Susmita Ghosh "Robust Image Segmentation using Global and Local Fuzzy Energy based Active Contour", 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1341-1348, IEEE, 2016.
- K. Ramachandra Murthy and Ashish Ghosh, "Enhanced Eigenspace Separation Transform for Classification", In Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing, ICVGIP'12, p. 48. ACM, 2012.
- K. Ramachandra Murthy and Ashish Ghosh, "An Efficient Illumination Invariant Face Recognition Technique using Two Dimensional Linear Discriminant Analysis", 1st International Conference on Recent Advances in Information Technology (RAIT), pp.62-67, 15-17 March 2012.
Teaching
- Pattern Recognition course at Center for Soft Computing Research (CSCR), ISI, Kolkata.
- Real Analysis - I & II, Lebesgue Measure Theory at Department of Mathematics, St. Joseph’s Degree College, 2005-2006, Kurnool, A.P., India.
Talks
- Lightning talk at the 10th IEEE International Conference on e-Science, October 20 – 24, 2014, Guarujá, São Paulo, Brazil.
- Talk on Feature Extraction and Selection in Advanced Faculty Training Program on Digital Signal Processing, Image Processing, Speech Processing, 24th June-5th July 2013, organized by Advanced Signal Processing Group, Centre for Development of Advanced Computing (C-DAC), Kolkata.
- Lightning talk at Latin American eScience Workshop, Sponsored jointly by Microsoft Research and FAPESP, May 13–15, 2013, São Paulo, Brazil.
Workshops and Conferences (with Scholarships)
- Summer School on Machine Learning, Sponsored by Microsoft Reasearch, India, held at the Golden Jubilee Hall at ECE, Indian Institute of Science, Bangalore, from June 15-26, 2015.
- 10th IEEE International Conference on e-Science, October 20 – 24, 2014, Guarujá, São Paulo, Brazil.
- School and Workshop on Classification and Regression Trees, Sponsored by Institute for Mathematical Sciences, National University of Singapore, March 10 - 26, 2014, Singapore.
- Latin American eScience Workshop, Sponsored jointly by Microsoft Research and FAPESP, May 13–15, 2013, São Paulo, Brazil.
- Eighth Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP), December 16 - 19, 2012, IIT Bombay.
Professional Memberships
- Association for Computing Machinery (ACM), Student Member, 2012–present.
- Institute of Electrical and Electronics Engineers (IEEE), Student Member, 2011–present.
- Member, ACM Student Chapter , ISI Kolkata, India.
Resources
Interesting Links for Graduate Students:
Useful Links for Researchers:
- UCI Machine Learning Repository
- Open Educational Video Lectures Repository
- Nonlinear Dimensionality Reduction
- A Library for Support Vector Machines (LIBSVM)
- Matlab Codes for Dimensionality Reduction