Author: "Soman, K. P." - Searchworks@Jio Institute Digital Library Search Results

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151. Dimensionally Reduced Features for Hyperspectral Image Classification Using Deep Learning

Author: Charmisha, K. S., Sowmya, V., Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Ruediger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Liang, Qilian, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Kumar, Amit, editor, and Mozar, Stefan, editor
Published: 2019
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152. A Two-Band Convolutional Neural Network for Satellite Image Classification

Author: Unnikrishnan, Anju, Sowmya, V., Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Ruediger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Liang, Qilian, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Kumar, Amit, editor, and Mozar, Stefan, editor
Published: 2019
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153. Word Sense Disambiguation of Malayalam Nouns

Author: Mohan Raj, S. N., Kumar, S. Sachin, Rajendran, S., Soman, K. P., Kacprzyk, Janusz, Series Editor, Kumar, Raman, editor, and Wiil, Uffe Kock, editor
Published: 2019
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154. Translation Equivalence for English Periphrastic Causative Constructions into Hindi in the Context of English to Hindi Machine Translation System

Author: Jyothi Ratnam, D., Soman, K. P., Biji Mol, T. K., Priya, M. G., Kacprzyk, Janusz, Series Editor, Kumar, Raman, editor, and Wiil, Uffe Kock, editor
Published: 2019
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155. A Comparative Analysis of Machine Comprehension Using Deep Learning Models in Code-Mixed Hindi Language

Author: Viswanathan, Sujith, Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Kumar, Raman, editor, and Wiil, Uffe Kock, editor
Published: 2019
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156. Embedding Linguistic Features in Word Embedding for Preposition Sense Disambiguation in English—Malayalam Machine Translation Context

Author: Premjith, B., Soman, K. P., Anand Kumar, M., Jyothi Ratnam, D., Kacprzyk, Janusz, Series Editor, Kumar, Raman, editor, and Wiil, Uffe Kock, editor
Published: 2019
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157. Modern Methods for Signal Analysis and Its Applications

Author: Soman, K. P., Sachin Kumar, S., Mohan, N., Poornachandran, P., Kacprzyk, Janusz, Series Editor, Kumar, Raman, editor, and Wiil, Uffe Kock, editor
Published: 2019
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158. Hyperspectral Image: Fundamentals and Advances

Author: Sowmya, V., Soman, K. P., Hassaballah, M., Kacprzyk, Janusz, Series Editor, Hassaballah, Mahmoud, editor, and Hosny, Khalid M., editor
Published: 2019
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159. Scene Classification Using Transfer Learning

Author: Damodaran, Nikhil, Sowmya, V., Govind, D., Soman, K. P., Kacprzyk, Janusz, Series Editor, Hassaballah, Mahmoud, editor, and Hosny, Khalid M., editor
Published: 2019
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160. Time Split Based Pre-processing with a Data-Driven Approach for Malicious URL Detection

Author: Harikrishnan, N. B., Vinayakumar, R., Soman, K. P., Prabaharan Poornachandran, Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Hassanien, Aboul Ella, editor, and Elhoseny, Mohamed, editor
Published: 2019
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161. A Detailed Investigation and Analysis of Deep Learning Architectures and Visualization Techniques for Malware Family Identification

Author: Akarsh, S., Prabaharan Poornachandran, Menon, Vijay Krishna, Soman, K. P., Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Hassanien, Aboul Ella, editor, and Elhoseny, Mohamed, editor
Published: 2019
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162. Improved DGA Domain Names Detection and Categorization Using Deep Learning Architectures with Classical Machine Learning Algorithms

Author: Vinayakumar, R., Soman, K. P., Prabaharan Poornachandran, Akarsh, S., Elhoseny, Mohamed, Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Hassanien, Aboul Ella, editor, and Elhoseny, Mohamed, editor
Published: 2019
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163. Application of Deep Learning Architectures for Cyber Security

Author: Vinayakumar, R., Soman, K. P., Prabaharan Poornachandran, Akarsh, S., Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Hassanien, Aboul Ella, editor, and Elhoseny, Mohamed, editor
Published: 2019
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164. Deep Learning Framework for Cyber Threat Situational Awareness Based on Email and URL Data Analysis

Author: Vinayakumar, R., Soman, K. P., Prabaharan Poornachandran, Akarsh, S., Elhoseny, Mohamed, Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Hassanien, Aboul Ella, editor, and Elhoseny, Mohamed, editor
Published: 2019
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165. Enhanced Domain Generating Algorithm Detection Based on Deep Neural Networks

Author: Kumar, Amara Dinesh, Thodupunoori, Harish, Vinayakumar, R., Soman, K. P., Poornachandran, Prabaharan, Alazab, Mamoun, Venkatraman, Sitalakshmi, Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Alazab, Mamoun, editor, and Tang, MingJian, editor
Published: 2019
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166. DBD: Deep Learning DGA-Based Botnet Detection

Author: Vinayakumar, R., Soman, K. P., Poornachandran, Prabaharan, Alazab, Mamoun, Jolfaei, Alireza, Masys, Anthony J., Series Editor, Bichler, Gisela, Advisory Editor, Bourlai, Thirimachos, Advisory Editor, Johnson, Chris, Advisory Editor, Karampelas, Panagiotis, Advisory Editor, Leuprecht, Christian, Advisory Editor, Morse, Edward C., Advisory Editor, Skillicorn, David, Advisory Editor, Yamagata, Yoshiki, Advisory Editor, Alazab, Mamoun, editor, and Tang, MingJian, editor
Published: 2019
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167. Gender Identification of Code-Mixed Malayalam–English Data from WhatsApp

Author: Chacko, Vineetha Rebecca, Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Saini, H. S., editor, Sayal, Rishi, editor, Govardhan, Aliseri, editor, and Buyya, Rajkumar, editor
Published: 2019
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168. Named Entity Recognition in Tamil Language Using Recurrent Based Sequence Model

Author: Hariharan, V., Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Saini, H. S., editor, Sayal, Rishi, editor, Govardhan, Aliseri, editor, and Buyya, Rajkumar, editor
Published: 2019
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169. Identifying Sentiment of Malayalam Tweets Using Deep Learning

Author: Sachin Kumar, S., Anand Kumar, M., Soman, K. P., Xhafa, Fatos, Series Editor, Patnaik, Srikanta, editor, Yang, Xin-She, editor, Tavana, Madjid, editor, Popentiu-Vlădicescu, Florin, editor, and Qiao, Feng, editor
Published: 2019
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170. Anomaly Detection in Phonocardiogram Employing Deep Learning

Author: Sujadevi, V. G., Soman, K. P., Vinayakumar, R., Prem Sankar, A. U., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Behera, Himansu Sekhar, editor, Nayak, Janmenjoy, editor, Naik, Bighnaraj, editor, and Abraham, Ajith, editor
Published: 2019
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171. Single-Plane Damodaran, Nikhil Scene Classification Sowmya, V. Using Deep Govind, D. Convolution Soman, K. P. Features

Author: Damodaran, Nikhil, Sowmya, V., Govind, D., Soman, K. P., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Wang, Jiacun, editor, Reddy, G. Ram Mohana, editor, Prasad, V. Kamakshi, editor, and Reddy, V. Sivakumar, editor
Published: 2019
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172. Obstacle Detection and Distance Estimation for Autonomous Electric Vehicle Using Stereo Vision and DNN

Author: Emani, Sarma, Soman, K. P., Sajith Variyar, V. V., Adarsh, S., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Wang, Jiacun, editor, Reddy, G. Ram Mohana, editor, Prasad, V. Kamakshi, editor, and Reddy, V. Sivakumar, editor
Published: 2019
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173. LSTM Based Paraphrase Identification Using Combined Word Embedding Features

Author: Aravinda Reddy, D., Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Wang, Jiacun, editor, Reddy, G. Ram Mohana, editor, Prasad, V. Kamakshi, editor, and Reddy, V. Sivakumar, editor
Published: 2019
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174. Detection of Duplicates in Quora and Twitter Corpus

Author: Viswanathan, Sujith, Damodaran, Nikhil, Simon, Anson, George, Anon, Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Peter, J. Dinesh, editor, Alavi, Amir H., editor, and Javadi, Bahman, editor
Published: 2019
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175. Paraphrase Identification in Telugu Using Machine Learning

Author: Aravinda Reddy, D., Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Peter, J. Dinesh, editor, Alavi, Amir H., editor, and Javadi, Bahman, editor
Published: 2019
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176. Experimental Study of Gender and Language Variety Identification in Social Media

Author: Rebecca Chacko, Vineetha, Anand Kumar, M., Soman, K. P., Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Peter, J. Dinesh, editor, Alavi, Amir H., editor, and Javadi, Bahman, editor
Published: 2019
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177. Siamese neural network architecture for homoglyph attacks detection.

Author: Vinayakumar R. and Soman K. P.
Published: 2020
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178. Explainable AI Framework for COVID-19 Prediction in Different Provinces of India.

Author: Mredulraj S. Pandianchery, Gopalakrishnan E. A, V. Sowmya 0001, Vinayakumar Ravi, and Soman K. P
Published: 2022

179. Transfer learning approach for pediatric pneumonia diagnosis using channel attention deep CNN architectures.

Author: J. Arun Prakash, CR Asswin, K. S. Dharshan Kumar, Avinash Dora, Vinayakumar Ravi, V. Sowmya 0001, E. A. Gopalakrishnan, and Soman K. P.
Published: 2023
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180. Cancer and Associated Therapies Impact the Skeletal Muscle Proteome

Author: Dillon E. L., Wright T. J., Filley A. R., Pulliam A. B., Randolph K. M., Danesi C. P., Gilkison C. R., Wiktorowicz J. E., Soman K. V., Urban R. J., and Sheffield-Moore M
Subjects: cachexia, atrophy, post-translational modifications, phosphorylation, nitrosylation, proteome, Physiology, QP1-981
Abstract: Introduction: Both cancer and cancer associated therapies (CAT; including chemotherapy or concurrent chemoradiation) disrupt cellular metabolism throughout the body, including the regulation of skeletal muscle mass and function. Adjunct testosterone therapy during standard of care chemotherapy and chemoradiation modulates CAT-induced dysregulation of skeletal muscle metabolism and protects lean body mass during CAT. However, the extent to which the skeletal muscle proteome is altered under these therapeutic conditions is unknown.Objective: We probed the skeletal muscle proteome of cancer patients as an ancillary analysis following a randomized, double-blind, placebo-controlled phase II trial investigating the effect of adjunct testosterone on body composition in men and women with advanced cancers undergoing CAT.Methods: Men and women diagnosed with late stage (≥IIB) or recurrent head and neck or cervical cancer who were scheduled to receive standard of care CAT were administered an adjunct 7 weeks treatment of weekly intramuscular injections of either 100 mg testosterone (CAT+T, n = 7; 2M/5F) or placebo/saline (CAT+P, n = 6; 4M/2F). Biopsies were performed on the vastus lateralis before (PRE) and after (POST) the 7 weeks treatment. Extracted proteins were separated with 2-dimensional gel electrophoresis (2DE), and subjected to analyses of total protein abundance, phosphorylation and S-nitrosylation. Proteoforms showing significant 1.5 fold differences (t-test p ≤ 0.05) between PRE and POST timepoints were identified by mass spectroscopy (MS), and lists of altered proteins were subjected to Gene Set Enrichment Analysis (GSEA) to identify affected pathways.Results: A total of 756 distinct protein spots were identified. Of those spots, 102 were found to be altered in terms of abundance, phosphorylation, or S-nitrosylation, and identified by mass spectroscopy analysis to represent 58 unique proteins. Among the biological processes and pathways identified, CAT+P predominantly impacted metabolic processes, cell assembly, oxygen transport, and apoptotic signaling, while CAT+T impacted transcription regulation, muscle differentiation, muscle development, and contraction.Conclusion: Cancer and CAT significantly altered the skeletal muscle proteome in a manner suggestive of loss of structural integrity, reduced contractile function, and disrupted metabolism. Proteomic analysis suggests that the addition of adjunct testosterone minimized the structural and contractile influence of cancer and its associated therapies.
Published: 2022
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181. Review of Contemporary Methods for Reliability Analysis in Aircraft Components

Author: Ramachadran, Anil, primary, Rambabu, S., additional, Swathi Pratha, P., additional, Vamsi Krishna, U., additional, Ramdin, Robin, additional, Krishna Menon, Vijay, additional, Jayaramakrishnan, Chandrasekhar, additional, and Soman, K. P., additional
Published: 2024
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182. Detection of Hate Speech and Offensive Language CodeMix Text in Dravidian Languages Using Cost-Sensitive Learning Approach

Author: Sreelakshmi, K., primary, Premjith, B., additional, Chakravarthi, Bharathi Raja, additional, and Soman, K. P., additional
Published: 2024
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183. On the denoising of periodic and aperiodic ECG signals from a discretized reaction diffusion heart model using variational mode decomposition

Author: Mohanan, Krishna, primary, Velayudhan, Jithin, additional, Mohan, Neethu, additional, Kumar, S. Sachin, additional, Soman, K. P., additional, and Ajayan, K. Aparna, additional
Published: 2024
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184. Investigating the significance of special measurement matrices for DMD based frequency estimation

Author: Edpuganti, Anirudh, primary, Mohan, Jayanth, additional, Mohan, Neethu, additional, Kumar, S. Sachin, additional, and Soman, K. P., additional
Published: 2024
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185. Clinical Note Section Identification Using Transfer Learning

Author: Nair, Namrata, primary, Narayanan, Sankaran, additional, Achan, Pradeep, additional, and Soman, K. P., additional
Published: 2021
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186. Classification of Class-Imbalanced Diabetic Retinopathy Images Using the Synthetic Data Creation by Generative Models

Author: Kumar, Krishanth, primary, Sowmya, V., additional, Gopalakrishnan, E. A., additional, and Soman, K. P., additional
Published: 2021
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187. Deep Learning-Based Approach for Parkinson’s Disease Detection Using Region of Interest

Author: Madan, Yamini, primary, Veetil, Iswarya Kannoth, additional, Sowmya, V., additional, Gopalakrishnan, E. A., additional, and Soman, K. P., additional
Published: 2021
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188. Modified UNet Architecture with Less Number of Learnable Parameters for Nuclei Segmentation

Author: Vishnu Priyal, S., primary, Vyshnav, M. T., additional, Sowmya, V., additional, and Soman, K. P., additional
Published: 2021
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189. Ensemble of Deep Transfer Learning Models for Parkinson's Disease Classification

Author: Rajanbabu, Kiranbabu, primary, Veetil, Iswarya Kannoth, additional, Sowmya, V., additional, Gopalakrishnan, E. A., additional, and Soman, K. P., additional
Published: 2021
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190. Software Defined Radio-Based GPS Spoofing Attack Model on Road Navigation System

Author: Jetto, Jovna, primary, Gandhiraj, R., additional, Shanmugha Sundaram, G. A., additional, and Soman, K. P., additional
Published: 2021
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191. Improving the Performance of English-Tamil Statistical Machine Translation System using Source-Side Pre-Processing

Author: Kumar, M. Anand, Dhanalakshmi, V., Soman, K. P., and Sharmiladevi, V.
Subjects: Computer Science - Computation and Language
Abstract: Machine Translation is one of the major oldest and the most active research area in Natural Language Processing. Currently, Statistical Machine Translation (SMT) dominates the Machine Translation research. Statistical Machine Translation is an approach to Machine Translation which uses models to learn translation patterns directly from data, and generalize them to translate a new unseen text. The SMT approach is largely language independent, i.e. the models can be applied to any language pair. Statistical Machine Translation (SMT) attempts to generate translations using statistical methods based on bilingual text corpora. Where such corpora are available, excellent results can be attained translating similar texts, but such corpora are still not available for many language pairs. Statistical Machine Translation systems, in general, have difficulty in handling the morphology on the source or the target side especially for morphologically rich languages. Errors in morphology or syntax in the target language can have severe consequences on meaning of the sentence. They change the grammatical function of words or the understanding of the sentence through the incorrect tense information in verb. Baseline SMT also known as Phrase Based Statistical Machine Translation (PBSMT) system does not use any linguistic information and it only operates on surface word form. Recent researches shown that adding linguistic information helps to improve the accuracy of the translation with less amount of bilingual corpora. Adding linguistic information can be done using the Factored Statistical Machine Translation system through pre-processing steps. This paper investigates about how English side pre-processing is used to improve the accuracy of English-Tamil SMT system., Comment: Proc. of Int. Conf. on Advances in Computer Science, AETACS - 2013
Published: 2014

192. Performance Analysis of Deep Learning Models for Biomedical Image Segmentation

Author: Sachin, T. K. Saj, primary, Sowmya, V., additional, and Soman, K. P., additional
Published: 2021
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193. Significance of processing chrominance information for scene classification: a review

Author: Sowmya, V., Govind, D., and Soman, K. P.
Published: 2020
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194. Multi-resolution dynamic mode decomposition-based salient region detection in noisy images

Author: Sikha, O. K. and Soman, K. P.
Published: 2020
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195. Insight into Primal Augmented Lagrangian Multilplier Method

Author: Premjith, B., Kumar, S. Sachin, Manikkoth, Akhil, Bijeesh, T V, and Soman, K P
Subjects: Computer Science - Numerical Analysis
Abstract: We provide a simplified form of Primal Augmented Lagrange Multiplier algorithm. We intend to fill the gap in the steps involved in the mathematical derivations of the algorithm so that an insight into the algorithm is made. The experiment is focused to show the reconstruction done using this algorithm.
Published: 2013