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823 results on '"Soman, K. P."'

1. Enhancing Long-Term Memory using Hierarchical Aggregate Tree for Retrieval Augmented Generation

Author

A, Aadharsh Aadhithya, S, Sachin Kumar, and P, Soman K.

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence, I.2.7
Abstract

Large language models have limited context capacity, hindering reasoning over long conversations. We propose the Hierarchical Aggregate Tree memory structure to recursively aggregate relevant dialogue context through conditional tree traversals. HAT encapsulates information from children nodes, enabling broad coverage with depth control. We formulate finding best context as optimal tree traversal. Experiments show HAT improves dialog coherence and summary quality over baseline contexts, demonstrating the techniques effectiveness for multi turn reasoning without exponential parameter growth. This memory augmentation enables more consistent, grounded longform conversations from LLMs, Comment: 6 pages, 2 figures

Published
2024

2. Learning (With) Distributed Optimization

Author

A, Aadharsh Aadhithya, S, Abinesh, J, Akshaya, M, Jayanth, Radhakrishnan, Vishnu, V, Sowmya, and P, Soman K.

Subjects
Mathematics - Optimization and Control, Computer Science - Artificial Intelligence
Abstract

This paper provides an overview of the historical progression of distributed optimization techniques, tracing their development from early duality-based methods pioneered by Dantzig, Wolfe, and Benders in the 1960s to the emergence of the Augmented Lagrangian Alternating Direction Inexact Newton (ALADIN) algorithm. The initial focus on Lagrangian relaxation for convex problems and decomposition strategies led to the refinement of methods like the Alternating Direction Method of Multipliers (ADMM). The resurgence of interest in distributed optimization in the late 2000s, particularly in machine learning and imaging, demonstrated ADMM's practical efficacy and its unifying potential. This overview also highlights the emergence of the proximal center method and its applications in diverse domains. Furthermore, the paper underscores the distinctive features of ALADIN, which offers convergence guarantees for non-convex scenarios without introducing auxiliary variables, differentiating it from traditional augmentation techniques. In essence, this work encapsulates the historical trajectory of distributed optimization and underscores the promising prospects of ALADIN in addressing non-convex optimization challenges., Comment: 23 pages

Published
2023

5. Fast Iterative Filtering-Based Deep Belief Network for Accurate Short-term Electric Load Forecasting

Author

Sai Satwik Reddy, N., Venkata Siva Manoj, A., Mohan, Neethu, Sachin Kumar, S., 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, Hassanien, Aboul Ella, editor, Anand, Sameer, editor, Jaiswal, Ajay, editor, and Kumar, Prabhat, editor

Published
2024
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9. Explainable AI Framework for COVID-19 Prediction in Different Provinces of India

Author

Pandianchery, Mredulraj S., A, Gopalakrishnan E., V, Sowmya, Ravi, Vinayakumar, and P, Soman K.

Subjects
Computer Science - Computers and Society
Abstract

In 2020, covid-19 virus had reached more than 200 countries. Till December 20th 2021, 221 nations in the world had collectively reported 275M confirmed cases of covid-19 & total death toll of 5.37M. Many countries which include United States, India, Brazil, United Kingdom, Russia etc were badly affected by covid-19 pandemic due to the large population. The total confirmed cases reported in this country are 51.7M, 34.7M, 22.2M, 11.3M, 10.2M respectively till December 20, 2021. This pandemic can be controlled with the help of precautionary steps by government & civilians of the country. The early prediction of covid-19 cases helps to track the transmission dynamics & alert the government to take the necessary precautions. Recurrent Deep learning algorithms is a data driven model which plays a key role to capture the patterns present in time series data. In many literatures, the Recurrent Neural Network (RNN) based model are proposed for the efficient prediction of COVID-19 cases for different provinces. The study in the literature doesnt involve the interpretation of the model behavior & robustness. In this study, The LSTM model is proposed for the efficient prediction of active cases in each provinces of India. The active cases dataset for each province in India is taken from John Hopkins publicly available dataset for the duration from 10th June, 2020 to 4th August, 2021. The proposed LSTM model is trained on one state i.e., Maharashtra and tested for rest of the provinces in India. The concept of Explainable AI is involved in this study for the better interpretation & understanding of the model behavior. The proposed model is used to forecast the active cases in India from 16th December, 2021 to 5th March, 2022. It is notated that there will be a emergence of third wave on January, 2022 in India., Comment: 12 pages

Published
2022

11. DravidianMultiModality: A Dataset for Multi-modal Sentiment Analysis in Tamil and Malayalam

Author

Chakravarthi, Bharathi Raja, K, Jishnu Parameswaran P., B, Premjith, Soman, K. P, Ponnusamy, Rahul, Kumaresan, Prasanna Kumar, Thamburaj, Kingston Pal, and McCrae, John P.

Subjects
Computer Science - Computation and Language
Abstract

Human communication is inherently multimodal and asynchronous. Analyzing human emotions and sentiment is an emerging field of artificial intelligence. We are witnessing an increasing amount of multimodal content in local languages on social media about products and other topics. However, there are not many multimodal resources available for under-resourced Dravidian languages. Our study aims to create a multimodal sentiment analysis dataset for the under-resourced Tamil and Malayalam languages. First, we downloaded product or movies review videos from YouTube for Tamil and Malayalam. Next, we created captions for the videos with the help of annotators. Then we labelled the videos for sentiment, and verified the inter-annotator agreement using Fleiss's Kappa. This is the first multimodal sentiment analysis dataset for Tamil and Malayalam by volunteer annotators., Comment: 31

Published
2021

13. An Empirical Comparative Study of Machine Learning Algorithms for Telugu News Classification

Author

Dhanush, S. V. S., Kumar, Tsaliki Satya Ganesh, Rohith, Dharavathu, Reddy, Penaka Vishnu, Soman, K. P., Kumar, S. Sachin, Li, Kan, Editor-in-Chief, Li, Qingyong, Associate Editor, Fournier-Viger, Philippe, Series Editor, Hong, Wei-Chiang, Series Editor, Liang, Xun, Series Editor, Wang, Long, Series Editor, Xu, Xuesong, Series Editor, Kiran Mai, C., editor, Vasundhara, D. N., editor, Siva Kumar, P. V., editor, Srujan Raju, K., editor, Mukkamala, Raghava Rao, editor, Nagini, S., editor, Brahmananda Reddy, A., editor, Ramesh, G. S., editor, Baby, V., editor, and Venkateswara Rao, P., editor

Published
2023
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14. BERT-Based Dependency Parser for Hindi

Author

Nambiar, Aparna, Premjith, B., Sanjanasri, J. P., Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Tan, Kay Chen, Series Editor, Chakraborty, Basabi, editor, Biswas, Arindam, editor, and Chakrabarti, Amlan, editor

Published
2023
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15. Meme-Text Analysis: Identifying Sentiment of Memes

Author

Aditya Krishna Rohit, P., Sachin Kumar, S., Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Tan, Kay Chen, Series Editor, Chakraborty, Basabi, editor, Biswas, Arindam, editor, and Chakrabarti, Amlan, editor

Published
2023
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16. Oil Spill Detection from Images Using Deep Learning

Author

Gopinath, Vignesh, Sachin Kumar, S., Mohan, Neethu, Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Tan, Kay Chen, Series Editor, Chakraborty, Basabi, editor, Biswas, Arindam, editor, and Chakrabarti, Amlan, editor

Published
2023
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17. Named Entity Recognition Using Deep Learning and BERT for Tamil and Hindi Languages

Author

Menon, Sreelekshmi, Sanjanasri, J. P., Premjith, B., Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Tan, Kay Chen, Series Editor, Chakraborty, Basabi, editor, Biswas, Arindam, editor, and Chakrabarti, Amlan, editor

Published
2023
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18. Face Mask Detection Using Transfer Learning and TensorRT Optimization

Author

Chowdary, Paleti Nikhil, Unnikrishnan, Pranav, Sanjeev, Rohan, Reddy, Mekapati Spandana, Logesh, KSR, Mohan, Neethu, 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, Hassanien, Aboul Ella, editor, Castillo, Oscar, editor, Anand, Sameer, editor, and Jaiswal, Ajay, editor

Published
2023
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20. Optimal Perfect Phylogeny Using ILP and Continuous Approximations

Author

Pranav Kumaar, B. E., Aadharsh Aadhithya, A., Sachin Kumar, S., Anandaram, Harishchander, Soman, K. P., Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Singh, Mayank, editor, Tyagi, Vipin, editor, Gupta, P.K., editor, Flusser, Jan, editor, and Ören, Tuncer, editor

Published
2023
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21. Continuous Authentication Using Gait Patterns

Author

Nair, Aparna J., Premjith, B., Shukla, Diksha, Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Ray, K. P., editor, Dixit, Arati, editor, Adhikari, Debashis, editor, and Mathew, Ribu, editor

Published
2023
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22. Feature Engineering and Selection for the Identification of Fake News in Social Media

Author

Vinay, R., Premjith, B., Shukla, Diksha, Soman, K. P., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Ray, K. P., editor, Dixit, Arati, editor, Adhikari, Debashis, editor, and Mathew, Ribu, editor

Published
2023
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23. Tamil NLP Technologies: Challenges, State of the Art, Trends and Future Scope

Author

Rajendran, S., Anand Kumar, M., Rajalakshmi, Ratnavel, Dhanalakshmi, V., Balasubramanian, P., Soman, K P, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, M, Anand Kumar, editor, Chakravarthi, Bharathi Raja, editor, B, Bharathi, editor, O’Riordan, Colm, editor, Murthy, Hema, editor, Durairaj, Thenmozhi, editor, and Mandl, Thomas, editor

Published
2023
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26. Data-Driven Volatile Cryptocurrency Price Forecasting via Variational Mode Decomposition and BiLSTM

Author

Ramakrishnan, Rohith, Vadakedath, Anirudh, Bhaskar, Anirudh, Sachin Kumar, S., 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, Gupta, Deepak, editor, Khanna, Ashish, editor, Bhattacharyya, Siddhartha, editor, Hassanien, Aboul Ella, editor, Anand, Sameer, editor, and Jaiswal, Ajay, editor

Published
2023
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27. Biological Sequence Classification Using Deep Learning Architectures

Author

Sivasubramanian, Arrun, Prashanth, V. R., Sachin Kumar, S., 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, Gupta, Deepak, editor, Khanna, Ashish, editor, Bhattacharyya, Siddhartha, editor, Hassanien, Aboul Ella, editor, Anand, Sameer, editor, and Jaiswal, Ajay, editor

Published
2023
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28. Ensemble Deep Learning Models for Vehicle Classification in Motorized Traffic Analysis

Author

Asmitha, U., Roshan Tushar, S., Sowmya, V., 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, Gupta, Deepak, editor, Khanna, Ashish, editor, Bhattacharyya, Siddhartha, editor, Hassanien, Aboul Ella, editor, Anand, Sameer, editor, and Jaiswal, Ajay, editor

Published
2023
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29. Hybrid Features-Based Ensembled Residual Convolutional Neural Network for Bird Acoustic Identification

Author

Theivaprakasham, Hari, Sowmya, V., Ravi, Vinayakumar, Gopalakrishnan, E. A., 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, Rüdiger, 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, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, 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, Oneto, Luca, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Dhar, Sourav, editor, Do, Dinh-Thuan, editor, Sur, Samarendra Nath, editor, and Liu, Howard Chuan-Ming, editor

Published
2023
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30. CT Image Enhancement Using Variational Mode Decomposition for AI-Enabled COVID Classification

Author

Ramakrishnan, Rohith, Vadakedath, Anirudh, Modi, Aakash Jignesh, Sajith Variyar, V. V., Sowmya, V., Gopalakrishnan, E. A., Soman, K. P., Tavares, João Manuel R. S., Series Editor, Jorge, Renato Natal, Series Editor, Frangi, Alejandro, Editorial Board Member, BAJAJ, CHANDRAJIT, Editorial Board Member, Onate, Eugenio, Editorial Board Member, Perales, Francisco José, Editorial Board Member, Holzapfel, Gerhard A., Editorial Board Member, Vilas-Boas, João, Editorial Board Member, Weiss, Jeffrey, Editorial Board Member, Middleton, John, Editorial Board Member, Garcia Aznar, Jose Manuel, Editorial Board Member, Nithiarasu, Perumal, Editorial Board Member, Tamma, Kumar K., Editorial Board Member, Cohen, Laurent, Editorial Board Member, Doblare, Manuel, Editorial Board Member, Prendergast, Patrick J., Editorial Board Member, Löhner, Rainald, Editorial Board Member, Kamm, Roger, Editorial Board Member, Li, Shuo, Editorial Board Member, Hughes, Thomas J.R., Editorial Board Member, Zhang, Yongjie, Editorial Board Member, Gupta, Mousumi, editor, Ghatak, Sujata, editor, Gupta, Amlan, editor, and Mukherjee, Abir Lal, editor

Published
2023
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31. Analysis of Machine Learning and Deep Learning Algorithms for Detection of Brain Disorders Using MRI Data

Author

Sudharsan, Deepthi, Isha Indhu, S., Kumar, Kavya S., Karthikeyan, Lakshaya, Srividhya, L., Sowmya, V., Gopalakrishnan, E. A., Soman, K. P., Tavares, João Manuel R. S., Series Editor, Jorge, Renato Natal, Series Editor, Frangi, Alejandro, Editorial Board Member, BAJAJ, CHANDRAJIT, Editorial Board Member, Onate, Eugenio, Editorial Board Member, Perales, Francisco José, Editorial Board Member, Holzapfel, Gerhard A., Editorial Board Member, Vilas-Boas, João, Editorial Board Member, Weiss, Jeffrey, Editorial Board Member, Middleton, John, Editorial Board Member, Garcia Aznar, Jose Manuel, Editorial Board Member, Nithiarasu, Perumal, Editorial Board Member, Tamma, Kumar K., Editorial Board Member, Cohen, Laurent, Editorial Board Member, Doblare, Manuel, Editorial Board Member, Prendergast, Patrick J., Editorial Board Member, Löhner, Rainald, Editorial Board Member, Kamm, Roger, Editorial Board Member, Li, Shuo, Editorial Board Member, Hughes, Thomas J.R., Editorial Board Member, Zhang, Yongjie, Editorial Board Member, Gupta, Mousumi, editor, Ghatak, Sujata, editor, Gupta, Amlan, editor, and Mukherjee, Abir Lal, editor

Published
2023
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34. Prediction of number of cases expected and estimation of the final size of coronavirus epidemic in India using the logistic model and genetic algorithm

Author

M, Ganesh Kumar, P, Soman K., A, Gopalakrishnan E., Menon, Vijay Krishna, and V, Sowmya

Subjects
Quantitative Biology - Populations and Evolution, Computer Science - Machine Learning
Abstract

In this paper, we have applied the logistic growth regression model and genetic algorithm to predict the number of coronavirus infected cases that can be expected in upcoming days in India and also estimated the final size and its peak time of the coronavirus epidemic in India.

Published
2020

35. Offensive Language Detection: A Comparative Analysis

Author

T, Vyshnav M, S, Sachin Kumar, and P, Soman K

Subjects
Computer Science - Computation and Language
Abstract

Offensive behaviour has become pervasive in the Internet community. Individuals take the advantage of anonymity in the cyber world and indulge in offensive communications which they may not consider in the real life. Governments, online communities, companies etc are investing into prevention of offensive behaviour content in social media. One of the most effective solution for tacking this enigmatic problem is the use of computational techniques to identify offensive content and take action. The current work focuses on detecting offensive language in English tweets. The dataset used for the experiment is obtained from SemEval-2019 Task 6 on Identifying and Categorizing Offensive Language in Social Media (OffensEval). The dataset contains 14,460 annotated English tweets. The present paper provides a comparative analysis and Random kitchen sink (RKS) based approach for offensive language detection. We explore the effectiveness of Google sentence encoder, Fasttext, Dynamic mode decomposition (DMD) based features and Random kitchen sink (RKS) method for offensive language detection. From the experiments and evaluation we observed that RKS with fastetxt achieved competing results. The evaluation measures used are accuracy, precision, recall, f1-score.

Published
2020

45. Deep Learning Based NLP Embedding Approach for Biosequence Classification

Author

Ganesan, Shamika, Kumar, S. Sachin, Soman, K. P., Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Chbeir, Richard, editor, Manolopoulos, Yannis, editor, and Prasath, Rajendra, editor

Published
2022
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46. Study of Markov Chains for the Identification of the Hate Contents in Hinglish

Author

Sreelakshmi, K., Premjith, B., Gopalakrishnan, E. A., 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, Bhateja, Vikrant, editor, Khin Wee, Lai, editor, Lin, Jerry Chun-Wei, editor, Satapathy, Suresh Chandra, editor, and Rajesh, T. M., editor

Published
2022
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47. Epiphyte Segmentation using DRU-Net

Author

Menon, Anjana K., Sajith Variyar, V. V., Sivanpillai, Ramesh, Sowmya, V., Brown, Gregory K., 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, Bhateja, Vikrant, editor, Khin Wee, Lai, editor, Lin, Jerry Chun-Wei, editor, Satapathy, Suresh Chandra, editor, and Rajesh, T. M., editor

Published
2022
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48. Segmentation of Epiphytes in Grayscale Images Using a CNN-Transformer Hybrid Architecture

Author

Rahesh, R., Sajith Variyar, V. V., Sivanpillai, Ramesh, Sowmya, V., Soman, K. P., Brown, Gregory K., 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, Bhateja, Vikrant, editor, Khin Wee, Lai, editor, Lin, Jerry Chun-Wei, editor, Satapathy, Suresh Chandra, editor, and Rajesh, T. M., editor

Published
2022
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49. Deep Learning-Based Topic Categorization of Tamil Social Media Text Content

Author

Geerthana Anusha, M., Sachin Kumar, S., 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, Rüdiger, 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, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, 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, Oneto, Luca, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Gupta, Deepak, editor, Sambyo, Koj, editor, Prasad, Mukesh, editor, and Agarwal, Sonali, editor

Published
2022
Full Text
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50. Geometrical Feature Extraction of CAD Models with Fully Convolutional Networks

Author

Jain, Gokul S., Ganesh, H. B. Barathi, Kamal, N. S., Variyar, V. V. Sajith, 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, Rüdiger, 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, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, 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, Oneto, Luca, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Gupta, Deepak, editor, Sambyo, Koj, editor, Prasad, Mukesh, editor, and Agarwal, Sonali, editor

Published
2022
Full Text
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