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3. On the utility of power spectral techniques with feature selection techniques for effective mental task classification in noninvasive BCI

Author

Gupta, Akshansh, Agrawal, Ramesh Kumar, Kirar, Jyoti Singh, Andreu-Perez, Javier, Ding, Wei-Ping, Lin, Chin-Teng, and Prasad, Mukesh

Subjects
Computer Science - Human-Computer Interaction, Computer Science - Machine Learning, Electrical Engineering and Systems Science - Signal Processing, Quantitative Biology - Neurons and Cognition
Abstract

In this paper classification of mental task-root Brain-Computer Interfaces (BCI) is being investigated, as those are a dominant area of investigations in BCI and are of utmost interest as these systems can be augmented life of people having severe disabilities. The BCI model's performance is primarily dependent on the size of the feature vector, which is obtained through multiple channels. In the case of mental task classification, the availability of training samples to features are minimal. Very often, feature selection is used to increase the ratio for the mental task classification by getting rid of irrelevant and superfluous features. This paper proposes an approach to select relevant and non-redundant spectral features for the mental task classification. This can be done by using four very known multivariate feature selection methods viz, Bhattacharya's Distance, Ratio of Scatter Matrices, Linear Regression and Minimum Redundancy & Maximum Relevance. This work also deals with a comparative analysis of multivariate and univariate feature selection for mental task classification. After applying the above-stated method, the findings demonstrate substantial improvements in the performance of the learning model for mental task classification. Moreover, the efficacy of the proposed approach is endorsed by carrying out a robust ranking algorithm and Friedman's statistical test for finding the best combinations and comparing different combinations of power spectral density and feature selection methods.

Published
2021
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5. Enhancing Agricultural Outcome with Multiple Crop Recommendations Using Sequential Forward Feature Selection

Author

Mondal, Souvik, Upadhyaya, Bibek, Nayan, Kamal, Singh, Vinay, Kirar, Jyoti Singh, 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, Sisodia, Dilip Singh, editor, Garg, Lalit, editor, Pachori, Ram Bilas, editor, and Tanveer, M., editor

Published
2023
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6. Enhancing Rental Bike Count and Availability Prediction Using Regression Modelling

Author

Kumar, Dhiraj, Chatterjee, Diptirtha, Upadhyaya, Bibek, Yadav, Shailendra Nath, Kirar, Jyoti Singh, 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, Abraham, Ajith, editor, Pllana, Sabri, editor, Casalino, Gabriella, editor, Ma, Kun, editor, and Bajaj, Anu, editor

Published
2023
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7. Paris Olympic (2024) Medal Tally Prediction

Author

Nagpal, Prince, Gupta, Kartikey, Verma, Yashaswa, Kirar, Jyoti Singh, 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, Sharma, Neha, editor, Goje, Amol, editor, Chakrabarti, Amlan, editor, and Bruckstein, Alfred M., editor

Published
2023
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8. Prediction of Air Quality Index of Delhi Using Higher Order Regression Modeling

Author

Upadhyaya, Bibek, Goswami, Udita, Kirar, Jyoti Singh, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Woungang, Isaac, editor, Dhurandher, Sanjay Kumar, editor, Pattanaik, Kiran Kumar, editor, Verma, Anshul, editor, and Verma, Pradeepika, editor

Published
2023
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10. An AI Driven Approach for Multiclass Hypothyroidism Classification

Author

Das, Riju, Saraswat, Sachin, Chandel, Divyansh, Karan, Somnath, Kirar, Jyoti Singh, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Woungang, Isaac, editor, Dhurandher, Sanjay Kumar, editor, Pattanaik, Kiran Kumar, editor, Verma, Anshul, editor, and Verma, Pradeepika, editor

Published
2022
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11. Spectral Graph Theory-Based Spatio-spectral Filters for Motor Imagery Brain–Computer Interface

Author

Kirar, Jyoti Singh, Verma, Ankita, 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, Bansal, Poonam, editor, Tushir, Meena, editor, Balas, Valentina Emilia, editor, and Srivastava, Rajeev, editor

Published
2021
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15. Selection of Relevant Electrodes Based on Temporal Similarity for Classification of Motor Imagery Tasks

Author

Kirar, Jyoti Singh, Choudhary, Ayesha, Agrawal, R. K., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Shankar, B. Uma, editor, Ghosh, Kuntal, editor, Mandal, Deba Prasad, editor, Ray, Shubhra Sankar, editor, Zhang, David, editor, and Pal, Sankar K., editor

Published
2017
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