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Dr. Soman K. P.

Chairperson, Professor

Dr. Soman K. P. is the Head and Professor at Amrita Center for Computational Engineering and Networking (CEN), Coimbatore.

Qualification: Ph.D
kp_soman@amrita.edu
Research Interest: High Performance Computing, Machine learning using Support Vector Machines, Signal Processing, Software Defined Radio, Statistical Digital Signal Processing (DSP) on Field Programmable Gate Array (FPGA), Wavelets & Fractals, Wireless Sensor Networks (WSN)

Bio

Dr. Soman K. P. currently serves as Head and Professor at Amrita Center for Computational Engineering and Networking (CEN), Coimbatore Campus.

Projects Undertaken at CEN:

Sponsored :

  • Software Radio applications in implementing Virtual labs for MHRD, New Delhi, India
  • Particle Image Velocimetry and Planar Laser Induced Fluorescence studies for flow visualization and characterization (funded by ISRO)
  • Massively Parallel Support Vector Machines for target identification (funded by DRDO)
  • Fault simulation and analysis of spacecraft structures using wavelets (funded by ISRO)
  • Study of methodologies for detection of digital contents plagiarism and other piracies (funded by DIT), New Delhi, India
  • Implementation of Image Fusion Algorithms for ADE, Bangalore
  • Video summarization for ISRO, Hyderabad
  • English to Tamil Translation system for IT ministry, New Delhi, India
  • English to Dravidian Language Translation system for MHRD
  • Source Code Plagiarism Detection Engine for IT ministry, New Delhi, India
Publications

Book

Sense disambiguation of English simple prepositions in the context of English-Hindi machine translation system

Authors : Dr. M. Anand Kumar, Dr. Soman K. P., D. Jyothi Ratnam; B. Premjith.; S. Rajendran

Publisher : Knowledge Computing and Its Applications: Knowledge Manipulation and Processing Techniques: Volume 1

Book Chapter

Performance Analysis of Deep Learning Models for Biomedical Image Segmentation

Authors : Dr. Sowmya V., Dr. Soman K. P., T. K. Saj Sachin;

Publisher : Deep Learning for Biomedical Applications

Ontological Structure-Based Retrieval System for Tamil

Authors : Dr. Soman K. P., Sankaravelayuthan, Rajendran;Anandkumar, M;Sankaralingam, C.

Tuberculosis Classification Using Pre-trained Deep Learning Models

Authors : Dr. Soman K. P., Babu, G;Saj T K, Sachin; Vishvanathan, Sowmya

Dynamic Mode Decomposition and Its Application in Various Domains: An Overview

Authors : Dr. Soman K. P., Akshay, S.; Dr. Neethu Mohan;Sachin Kumar S.

Publisher : Applications in Ubiquitous Computing, R. Kumar and Paiva, S., Eds. Cham: Springer International Publishing, 2021, pp. 121–132.

Resolving Polysemy in Malayalam Verbs Using Context Similarity

Authors : Dr. Soman K. P., Mohan Raj Sn; Sachin Kumar S;Rajendran S

Publisher : EAI/Springer Innovations in Communication and Computing, vol. Applications in Ubiquitous Computing (pp.133-155), 2021.

Conference Paper

Analysis of Four Generator Architectures of C-Gan, Loss Function, and Annotation Method for Epiphyte Identification

Authors : Sajith Variyar V. V., Dr. Sowmya V., Dr. Soman K. P., Aswin Sunil;Ramesh Sivanpillai; Greg Brown

Publisher : International Archives of the Photogrammetry

Identifying Oil Pads in High Spatial Resolution Aerial Images Using Faster R-Cnn

Authors : Sajith Variyar V. V., Dr. Sowmya V., Dr. Soman K. P., Aswin Sunil; Ramesh Sivanpillai

Publisher : Remote Sensing and Spatial Information Sciences

Amrita_CEN_NLP@DravidianLangTech-EACL2021: Deep Learning-based Offensive Language Identification in Malayalam, Tamil and Kannada

Authors : Dr. Soman K. P., Sreelakshmi K.; B. Premjith

Publisher : Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages

Sentiment analysis on hindi–english code-mixed social media text

Authors : Dr. Soman K. P., T. Tulasi Sasidhar;B. Premjith;Sreelakshmi K.

Robust Malware Detection using Residual Attention Network

Authors : Dr. Sowmya V., Dr. Soman K. P., Shamika Ganesan; R. Vinayakumar; Moez Krichen;Roobaea Alroobaea;

Deep learning based Character-level approach for Morphological Inflection Generation

Authors : Dr. Soman K. P., Vidya Prasad K.; B. Premjith; Chandni Chandran V.; Prabaharan Poornachandran

A Machine Learning Approach for Identifying Compound Words from a Sanskrit Text

Authors : Dr. Soman K. P., B. Premjith; Chandni Chandran V.; Shriganesh Bhat; Prabaharan P.

GNU radio based control system

Authors : Anand R., Dr. Soman K. P., Xavier, G., Hariharan, V., Prasannan, N., Peter, R.

Publisher : Proceedings - 2012 International Conference on Advances in Computing and Communications, ICACC 2012

Deep Encrypted Text Categorization

Authors : Dr. Soman K. P., R. Vinayakumar.; P. Poornachandran

Deep Android Malware Detection and Classification

Authors : Dr. Soman K. P., R. Vinayakumar;. ; P. Poornachandran

Single Sensor Techniques for Sleep Apnea Diagnosis Using Deep Learning

Authors : Dr. Rahul Krishnan Pathinarupothi, Dr. Soman K. P., Dhara Prathap J; Ekanath Srihari Rangan; Gopalakrishnan E A; Vinaykumar R.

Publisher : IEEE International Conference on Healthcare Informatics (ICHI 2017)

Instantaneous heart rate as a robust feature for sleep apnea severity detection using deep learning

Authors : Dr. E. A. Gopalakrishnan, Dr. Rahul Krishnan Pathinarupothi, Dr. Soman K. P., Vinaykumar R, Ekanath Srihari Rangan

Publisher : IEEE International Conference on Biomedical and Health Informatics

An experimental study on channel estimation and synchronization to reduce error rate in OFDM using GNU Radio

Authors : Dr. Gandhiraj R., Dr. Soman K. P., Anjana, C.; Sundaresan, S.; and Zacharia, T.

Publisher : Procedia Computer Science

Towards generating irrevocable key for cryptography from cancelable fingerprints

Authors : Dr. Soman K. P., Dr. Lalithamani N.

Publisher : Proceedings 2009-2nd IEEE International Conference on Computer Science and Information Technology(ICCSIT 2009)

Tamil font recognition using gabor filters and support vector machines

Authors : Dr. Ramanathan R., Dr. Soman K. P., Ponmathavan, S.; Thaneshwaran, L.; A. S. Nair; and Valliappan, N.

Publisher : ACT 2009 - International Conference on Advances in Computing, Control and Telecommunication Technologies

A support vector machines approach for efficient facial expression recognition

Authors : Dr. Ramanathan R., Dr. Soman K. P., Dr. Ramanathan R.; A. S. Nair; Sagar, V.V.; Sriram, N.; Soman, K.P.

Publisher : ARTCom 2009 - International Conference on Advances in Recent Technologies in Communication and Computing

Performance comparison of Variational Mode Decomposition over Empirical Wavelet Transform for the classification of power quality disturbances using Support Vector Machine

Authors : Dr. Soman K. P., Aneesh, C.; Kumar, S.; Hisham, P.M.;

Publisher : International Conference on Information and Communication Technologies (ICICT 2014)

Spike detection of disturbed power signal using VMD

Authors : Dr. Soman K. P., Viswanath, A.; Jyotsna Jose, K.; Krishnan, N.; Sachin Kumar, S.;

Publisher : Procedia Computer Science

An efficient approach for non-invertible cryptographic key generation from cancelable fingerprint biometrics

Authors : Dr. Lalithamani N., Dr. Soman K. P.

Publisher : International Conference on Advances in Recent Technologies in Communication and Computing(ARTCom 2009)

Evaluating Shallow and Deep Neural Networks for Network Intrusion Detection Systems in Cyber Security

Authors : Dr. Soman K. P., Rahul, V.K.; Vinayakumar, R.; Poornachandran, P.

Publisher : 2018 9th International Conference on Computing, Communication and Networking Technologies, ICCCNT 2018

2D Image data approximation using Savitzky Golay filter #x2014; Smoothing and differencing

Authors : Thara S., Dr. Soman K. P., B. G. Gowri, Hariharan, V., Thara, S., Kumar, S. S.

Publisher : Automation, Computing, Communication, Control and Compressed Sensing (iMac4s), 2013 International Multi-Conference on

A Deep Learning Approach for Part-of-Speech Tagging in Nepali Language

Authors : Dr. Soman K. P., G. Prabha; P. V. Jyothsna; K. K. Shahina; B. Premjith.

Comparative Study of the Detection of Malicious URLs Using Shallow and Deep Networks

Authors : Dr. Soman K. P., Vazhayil, A.; Vinayakumar, R.

Publisher : 2018 9th International Conference on Computing, Communication and Networking Technologies, ICCCNT 2018

Amrita_CEN@FACT: Factuality Identification in Spanish Text

Authors : Dr. Soman K. P., Prof. Prabaharan Poornachandran, B. Premjith; Prabaharan Poornachandran

Publisher : IberLEF@ SEPLN

deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets

Authors : Dr. Soman K. P., Vinayakumar R; B. Premjith; Sachin Kumar S.; Prabaharan Poornachandran

Deep Stance and Gender Detection in Tweets on Catalan Independence@Ibereval 2017

Authors : Dr. Soman K. P., Vinayakumar R; Sachin Kumar S; B. Premjith; Prabaharan Poornachandran;

Chunker for Tamil

Authors : Dr. Soman K. P., Dr. M. Anand Kumar, Dhanalakshmi, V.a; Padmavathy, P.a; Rajendran, S.b.

Publisher : ARTCom 2009 - International Conference on Advances in Recent Technologies in Communication and Computing

Robust feature extraction technique for optical character recognition

Authors : Dr. Ramanathan R., Dr. Soman K. P., A. S. Nair; Thaneshwaran, L.; Ponmathavan, S.; Valliappan, N.;

Publisher : ACT 2009 - International Conference on Advances in Computing, Control and Telecommunication Technologies

A novel technique for english font recognition using support vector machines

Authors : Dr. Ramanathan R., Dr. Soman K. P., Thaneshwaran, L.; Viknesh, V.; Arunkumar, T.; Yuvaraj, P.;

Publisher : ARTCom 2009 - International Conference on Advances in Recent Technologies in Communication and Computing

Tamil Part-of-Speech Tagger based on SVM Tool

Authors : Dr. M. Anand Kumar, Dr. Soman K. P., Dhanalakshmi V.; ;Vijaya M. S.; Loganathan R.; Rajendran S.

Publisher : Proceedings of International Conference on Asian Language Processing 2008 (IALP 2008)

Conference Proceedings

2D Image data approximation using Savitzky Golay filter – Smoothing and differencing

Authors : Dr. Sowmya V., Dr. Soman K. P., B. G. Gowri, Hariharan, V., Kumar, S. S.

Publisher : 2013 IEEE International Multi Conference on Automation, Computing, Control, Communication and Compressed Sensing, iMac4s 2013

Visualization of OFDM using Microsoft Excel spreadsheet in Linear Algebra Perspective

Authors : Dr. Sowmya V., Anand R., Dr. Soman K. P., Prabha, P., Sikha, O. K., Suchithra, M.

Publisher : International Conference on Advances in Computing and Communications, ICACC 2012

Exploiting GNU Radio and USRP: An economical Test Bed for Real Time Communication Systems

Authors : Dr. Soman K. P., Abirami M.; Gandhiraj R; Sruthi M.B; Hariharan V

Publisher : Proceedings of Fourth International Conference on Computing, Communications and Networking Technologies (ICCCNT)

Amrita Morph Analyzer and Generator for Tamil: A Rule based Approach

Authors : Dr. Soman K. P., AG Menon; R Loganathan, S. Saravanan

Publisher : Proceedings of Tamil Internet Conference

Journal Article

Explainable Deep Learning-Based Approach for Multilabel Classification of Electrocardiogram

Authors : Dr. Sowmya V., Dr. E. A. Gopalakrishnan, Dr. Soman K. P., Ganeshkumar M.; Vinayakumar Ravi

Publisher : IEEE Transactions on Engineering Management

Self-sufficient Smart Prosumers of Tomorrow

Authors : Dr. Soman K. P., Lakshmi Prakash; Sugatha Kumari P.R.; Sharanya Chandran; Sachin Kumar S.;

English to Tamil Transliteration using WEKA

Authors : Dr. Soman K. P., Vijaya MS; Ajith VP; Shivapratap G

Evaluating deep learning approaches to characterize and classify malicious URL’s

Authors : Dr. Soman K. P., Vinayakumar, R..; Poornachandran, P.

Publisher : Journal of Intelligent and Fuzzy Systems

Salient region detection and object segmentation in color images using dynamic mode decomposition

Authors : Dr. Soman K. P., Sikha, O.K.; Sachin Kumar, S.; Dr. Soman K. P.

Publisher : Journal of Computational Science

An Efficient R-peak Detection Based on New Nonlinear Transformation and First-Order Gaussian Differentiator

Authors : Dr. Kathirvel P., Dr. Soman K. P., Manikandan, M.S.; Prasanna, S.R.M.;

Publisher : Cardiovascular Engineering and Technology

Plug-ins for GNU Radio Companion

Authors : Dr. Gandhiraj R., Dr. Soman K. P., Shravan Sriram; and Gunturi Srivasta;

Publisher : International Journal of Computer Applications

A Fast and Efficient Framework for Creating Parallel Corpus

Authors : Dr. Soman K. P., Dr. M. Anand Kumar, B. Premjith; S. Sachin Kumar; R. Shyam;

Publisher : Indian Journal of Science and Technology

Predicting the Sentimental Reviews in Tamil Movie using Machine Learning Algorithms

Authors : Dr. M. Anand Kumar, Dr. Soman K. P., Se, Shriya; Vinayakumar, R.

Publisher : Indian Journal of Science and Technology

Deep Learning for Network Flow Analysis and Malware Classification

Authors : Dr. Soman K. P., Rahul, R.K.; Anjali, T.; Menon, V.K.

Publisher : Communications in Computer and Information Science

An Overview of the Shared Task on Machine Translation in Indian Languages (MTIL) – 2017

Authors : Dr. M. Anand Kumar, Dr. Soman K. P., B. Premjith; Shivkaran Singh; Rajendran Sankaravelayuthan;

Publisher : Journal of Intelligent Systems

ScaleNet: Scalable and hybrid framework for cyber threat situational awareness based on DNS, URL, and email data analysis

Authors : Dr. Soman K. P., Vinayakumar, R..; Poornachandran, P.; Mohan, V.S.; Kumar, A.D.

Publisher : Journal of Cyber Security and Mobility

Rule based Sentence Simplification for English to Tamil Machine Translation System

Authors : Dr. Soman K. P., Dr. M. Anand Kumar, Poornima, C.; Dhanalakshmi, V.

Publisher : International Journal of Computer Applications (IJCA) - Foundation of Computer Science

Detecting Android malware using Long Short-term Memory (LSTM)

Authors : Dr. Soman K. P., Vinayakumar, R.; Poornachandran, P.; Sachin Kumar, S.

Publisher : Journal of Intelligent and Fuzzy Systems

From Vector Space Models to Vector Space Models of Semantics

Authors : Dr. Soman K. P., Barathi Ganesh, H.B.; Anand Kumar, M.

Publisher : Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Computational experiment of one class SVM in excel

Authors : Dr. Soman K. P., K. R. Rithu Vadhana; G. Swamynadhan; P. V. Neethu; B. Premjith;

Publisher : International Journal of Applied Engineering Research

AMRITA-CEN@SAIL2015: Sentiment analysis in Indian languages

Authors : Dr. Soman K. P., Dr. M. Anand Kumar, Vinayakumar, R.

Publisher : Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Robust Intelligent Malware Detection Using Deep Learning

Authors : Dr. Soman K. P., Prof. Prabaharan Poornachandran, Vinayakumar, R.; Alazab, M.; Poornachandran, P.; Venkatraman, S.

Publisher : IEEE Access

Ensuring security to the compressed sensing data using a steganographic approach

Authors : Dr. Soman K. P., A.V.Sreedhanya;

Publisher : Bonfring International Journal of Advances in Image Processing

Insight into Primal Augmented Lagrangian Multilplier Method

Authors : Dr. Soman K. P., B. Premjith; S. Sachin Kumar; Akhil Manikkoth; T. V. Bijeesh;

Design of Circular Polarized Microstrip Patch Antenna for L band

Authors : Dr. Soman K. P., Jolly Rajendran;| Rakesh Peter

Publisher : International Journal of Electronics Signals and Systems

Saliency based visual tracking of vehicle

Authors : Dr. Amudha J., Dr. Soman K. P.

Publisher : International Journal of Recent Trends in Engineering

Feature Selection in Top Down Visual Attention Model with WEKA

Authors : Dr. Amudha J., Dr. Soman K. P., Kiran Y.

Publisher : International Journal of Computer Applications

Other

Enhancing Computational Thinking with Spreadsheet and Fractal Geometry: Part 1

Authors : Dr. Soman K. P., V Sowmya; Praveen Krishnan; Manu Unni V.G

Publisher : International Journal of Computer Applications

A Deep Learning-Based Named Entity Recognition in Biomedical Domain

Authors : Dr. Soman K. P., Athira Gopalakrishnan; B. Premjith

Publisher : Lecture Notes in Electrical Engineering

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