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Twin Augmented Architectures for Robust Classification of COVID-19 Chest X-Ray Images


Feb 16, 2021
Kartikeya Badola, Sameer Ambekar, Himanshu Pant, Sumit Soman, Anuradha Sural, Rajiv Narang, Suresh Chandra, Jayadeva

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Complexity Controlled Generative Adversarial Networks


Nov 20, 2020
Himanshu Pant, Jayadeva, Sumit Soman

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* 11 pages 

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An Online Learning Approach for Dengue Fever Classification


Apr 17, 2019
Siddharth Srivastava, Sumit Soman, Astha Rai

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Effect of Various Regularizers on Model Complexities of Neural Networks in Presence of Input Noise


Jan 31, 2019
Mayank Sharma, Aayush Yadav, Sumit Soman, Jayadeva

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Radius-margin bounds for deep neural networks


Nov 03, 2018
Mayank Sharma, Jayadeva, Sumit Soman

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Scalable Twin Neural Networks for Classification of Unbalanced Data


Jan 27, 2018
Jayadeva, Himanshu Pant, Sumit Soman, Mayank Sharma

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* 20 pages, 8 figures, 14 tables 

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Learning Neural Network Classifiers with Low Model Complexity


Jan 02, 2018
Jayadeva, Himanshu Pant, Mayank Sharma, Abhimanyu Dubey, Sumit Soman, Suraj Tripathi, Sai Guruju, Nihal Goalla

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Benchmarking NLopt and state-of-art algorithms for Continuous Global Optimization via Hybrid IACO$_\mathbb{R}$


Mar 11, 2015
Udit Kumar, Sumit Soman, Jayadeva

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* Swarm and Evolutionary Computation 27 (2016): 116-131 
* 24 pages, 10 figures 

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A Neurodynamical System for finding a Minimal VC Dimension Classifier


Mar 11, 2015
Jayadeva, Sumit Soman, Amit Bhaya

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* 15 pages, 3 figures 

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