IITKGP SPML Group: Dr. Anirban Mukherjee
Anirban Mukherjee

Anirban Mukherjee

Associate Professor,

Signal Processing and Machine Learning Research Group

Department of Electrical Engineering


Brief Biography and Professional Activities


Dr. Anirban Mukherjee completed his undergraduate studies in Electrical Engineering from Jadavpur University, Kolkata in 1998. He did his post-graduate and doctoral studies in the area of Image Processing at Indian Institute of Technology (IIT) Kharagpur. He accepted the offer of Tata Consultancy Services and worked in their Embedded Systems Group during 2004-2005. He has been with the Department of Electrical Engineering, Indian Institute of Technology Kharagpur since 2005 and is the co-ordinator of Signal Processing and Machine Learning group.


Research Areas

Signal Processing and Machine Learning

Welcome to Signal Processing and Machine Learning research group, Software Download Centre (SDC) and Photo Gallery.


Contact Addresses


OfficeN-243, Department of Electrical Engineering, IIT Kharagpur, 721302, WB, INDIA.
Phone (Office)+91 - 3222 - 283050
Phone (Residence)+91 - 3222 - 283051
E-mailanirban [AT] ee [DOT] iitkgp [DOT] ernet [DOT] in
ResidenceC1-94, IIT Campus, Kharagpur, West Bengal, 721302, INDIA.
Alternative E-mailmanirban13[AT]gmail[DOT]com


Recent Subjects

Signals and Networks [Subject Website] Jul-Dec 2017.


Collaborators

Dr. Sanghamitra Sengupta, Department of Biochemistry, University of Calcutta, Kolkata, WB, INDIA.

Dr. Jyotirmoy Chatterjee, School of Medical Science and Technology, IIT Kharagpur, WB, INDIA.

Dr. Manish Goyal, Department of Physiology, AIIMS, Bhubaneswar, OR, INDIA.

Dr. Sweta Singh, Department of Obstetrics & Gynaecology, AIIMS, Bhubaneswar, OR, INDIA.


On-going Research Projects

Smart Phone enabled Spirometer and Respiratory Sound based Point of Care Systems, ICMR, 2017-2021.

Classification and Progression Modelling of Cardiovascular and Pulmonary Diseases using Advanced Data Analytics and Machine Learning techniques, IoTimize LLC, USA, 2016-2021.

Compressed Sensing-based Fetal ECG (FECG) monitoring for Point-of Care Applications, MHRD, 2015-2018.


Completed Research Projects

A New Gene Selection and Maximal Margin Cancer Classification Scheme for High Throughput Microarray Data, SERC, DST, 2009-2013.

Identification of Motifs in Integrated Cellular Networks, CSIR, 2011-2014.

Design of Robust Biochemical Networks, CSIR, 2012-2015.


Research Students
Present Members

MD. Afaque Azam, PHD candidate, "Parametric Spatial Sound Processing", 2017-202x.
(Joint-Supervisor: Dr. Nirmalya Ghosh, Department of Electrical Engineering)

Maitreya Maity, PHD candidate, "Healthcare Informatics", 2016-202x.
(Joint-Supervisor: Dr. Jyotirmoy Chatterjee, School of Medical Science and Technology)

Jessy Rimaya Khonglah, PHD candidate, "Speech Signal Processing Applications to Healthcare", 2016-202x.

Madhusudhan Mishra, PHD candidate, "Signal Processing of Heart-Lung Sound", 2014-201x.

Priya Ranjan Muduli, PHD candidate, "Compressed Sensing", 2013-201x.

Arpan Guha Mazumder, PHD candidate, "Analysis of Proteomic Signal for Diagnosis and Prognosis of Diabetic Retinopathy", 2012-201x.
(Joint Supervisor: Dr. Jyotirmoy Chatterjee, School of Medical Science and Technology)

Sanmitra Banerjee, B. Tech Candidate, "Signal Processing of Cardio-Pulmonary Sound", 2016-201x.

Subhadip Dey, M. Tech Candidate, "Gaussian Process-based Regression in Machine Learning", 2017-201x.

Yash Murat, M. Tech Candidate, "Acoustic Array Signal Processing", 2017-201x.


Previous Members

Dr. Santanu Ghorai, PHD, "Learning with Proximal Kernel Classifiers", 2006-2011.
(Co-Supervisor: Dr. Pranab K. Dutta, Department of Electrical Engineering )

Dr. Supratim Gupta, PHD, "Eye Image-based Algorithms to Estimate Percentage Closure of Eye and Saccadic Ratio for Alertness Detection", 2006-2013.
(Co-Supervisor: Dr. A. Routray, Department of Electrical Engineering )

Dr. Surajit Panja, PHD, "Regulation and Robustness of Synergism and Saturation System of a Class of Metabolic Pathways", 2009-2015.
(Co-Supervisor: Dr. Pranab K. Dutta, Department of Electrical Engineering )

Aniruddha Maiti, MS, "Mining Motifs in Genomic and Proteomic Networks", 2012-2014.
(Co-Supervisor: Dr. Niloy Ganguly, Department of Computer Science and Engineering )

Atindra Kanti Mandal, M. Tech, "Respiratory Signal Acquisition for Point-of-Care Applications", 2016-2017.

Sachin Tom John, M. Tech, "Fetal Electrocardiography Monitoring for Point-of-Care Applications", 2015-2016.

Rakesh Reddy Gunukula, B. Tech, "Fetal ECG Signal Processing", 2016.


Publications [Citation]
Doctoral Thesis

Two Dimensional Object-based Representation and Coding of Shape, Motion and Texture. IIT Kharagpur, 2005.


Books and Research Monographs

Santanu Ghorai, Anirban Mukherjee and Pranab K Dutta; Advances in Proximal Kernel Classifiers, Lambert Academic Publishing, Germany, 2012, ISBN 978-3-659-27836-5.


Selected Journal Papers

Priya Ranjan Muduli and Anirban Mukherjee; A Subspace Projection-based Joint Sparse Recovery Method for Structured Biomedical Signals, IEEE Trans. Instrumentation and Measurement, vol. 66, no. 2, pp. 234-242, 2017.

Aniruddha Maiti, Ramakanth Reddy and Anirban Mukherjee; Structural Prediction of Dynamic Bayesian Network with Partial Prior Information, IEEE Trans. on NanoBioscience, vol. 14, no. 1, pp. 95-103, 2015.

Aniruddha Maiti and Anirban Mukherjee; On the Monte-Carlo Expectation Maximization for Finding Motifs in DNA Sequences, IEEE Journal of Biomedical and Health Informatics, vol. 19, no. 2, pp. 677-686, 2015. (MATLAB toolbox available in SDC.)

Santanu Ghorai, Anirban Mukherjee, Sanghamitra Sengupta and Pranab K. Dutta; Cancer Classification from Gene Expression Data by NPPC Ensemble, IEEE/ACM Trans. Computational Biology and Bioinformatics, vol. 8, no. 3, pp. 659-671, 2011. Download.

Santanu Ghorai, Anirban Mukherjee and Pranab K. Dutta; Discriminant Analysis for Fast Multiclass Data Classification through Regularized Kernel Function Approximation, IEEE Trans. Neural Networks, vol. 21, no. 6, pp. 1020-1029, 2010. Download. (MATLAB toolbox available in SDC.)

Santanu Ghorai, Shaikh Jahangir Hossain, Anirban Mukherjee, and Pranab K. Dutta; Newton's Method for Nonparallel Plane Proximal Classifier with Unity Norm Hyperplanes, Signal Processing, vol. 90, no. 1, pp. 93-104, 2010. Download (MATLAB toolbox available in SDC.)

Santanu Ghorai, Anirban Mukherjee and Pranab K. Dutta; Nonparallel Plane Proximal Classifier, Signal Processing, vol. 89, no. 4, pp. 510-522, 2009. Download.

Complete List


Selected Conference Papers

Priya Ranjan Muduli and Anirban Mukherjee; Noise-assisted Trend-filtering of Fetal-Electrocardiogram Signals, IEEE-EMBS Conference on Biomedical Engineering and Sciences, 03-08 Dec. 2016, Kuala Lumpur, Malaysia.

Sanmitra Banerjee, Madhusudhan Mishra and Anirban Mukherjee; Segmentation and Detection of First and Second Heart Sounds (S1 and S2) using Variational Mode Decomposition, IEEE-EMBS Conference on Biomedical Engineering and Sciences, 03-08 Dec. 2016, Kuala Lumpur, Malaysia.

Sachin Tom John, P. R. Muduli, Anirban Mukherjee; An Analog-Front-End for Non-Invasive Fetal Electrocardiography Monitoring, 2016 IEEE Techsym, Sep. 30 - Oct. 02, 2016, IIT Kharagpur, India.

Ramakanth Reddy, P. R. Muduli and Anirban Mukherjee; Compressed Sensing of Respiratory Signals Promoting Joint-Sparsity, 22nd National Conference on Communications, 4-6 March, 2016, IIT Guwahati, India.

P. R. Muduli, Rakesh Gunukula Reddy and Anirban Mukherjee; A Deep Learning Approach to Fetal-ECG Signal Reconstruction, 22nd National Conference on Communications, 4-6 March, 2016, IIT Guwahati, India.

S. Ghorai, A. Mukherjee and P. K. Dutta; Gene Expression Data Classification by VVRKFA, 2nd Intl. Conf. on Computer, Communication, Control and Information Technology (C3IT-2012), Kolkata, India, Feb. 25-26, 2012. Download.

S. Ghorai, S. J. Hossain, A. Mukherjee and P. K. Dutta; Unity Norm Twin Support Vector Machine Classifier, IEEE INDICON, Kolkata, India, Dec. 17-19, 2010. Download.

S. Ghorai, A. Mukherjee and P. K. Dutta; Fast Regularized Kernel Function Approximation, IEEE TENCON, Hyderabad, India, Nov. 18-21, 2008. Download.

J. Dittmann, A. Mukherjee, and M. Steinebach; Media-independent watermarking classification and the need for combining digital video and audio watermarking for media authentication, Intl. Conference on Coding and Computing in Information Technology, Las Vegas, USA, Mar. 27-29, 2000. Download.

Complete List