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S. Sumitra
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Year
Classification NanoSAR development for cytotoxicity of metal oxide nanoparticles
R Liu, R Rallo, S George, Z Ji, S Nair, AE Nel, Y Cohen
Small 7 (8), 1118-1126, 2011
1852011
Self-organizing map analysis of toxicity-related cell signaling pathways for metal and metal oxide nanoparticles
R Rallo, B France, R Liu, S Nair, S George, R Damoiseaux, F Giralt, A Nel, ...
Environmental science & technology 45 (4), 1695-1702, 2011
1012011
The application of machine learning algorithms to the analysis of electromyographic patterns from arthritic patients
SS Nair, RM French, D Laroche, E Thomas
IEEE Transactions on Neural Systems and Rehabilitation Engineering 18 (2 …, 2009
882009
Design of multi-view graph embedding using multiple kernel learning
A Salim, SS Shiju, S Sumitra
Engineering Applications of Artificial Intelligence 90, 103534, 2020
162020
Multiple kernel learning using composite kernel functions
SS Shiju, A Salim, S Sumitra
Engineering Applications of Artificial Intelligence 64, 391-400, 2017
92017
Graph kernels based on optimal node assignment
A Salim, SS Shiju, S Sumitra
Knowledge-Based Systems 244, 108519, 2022
62022
Structural health monitoring of cantilever beam, a case study—using Bayesian neural network and deep learning
R Vashisht, H Viji, T Sundararajan, D Mohankumar, S Sumitra
Structural Integrity Assessment: Proceedings of ICONS 2018, 749-761, 2020
62020
Spectral graph convolutional neural networks in the context of regularization theory
A Salim, S Sumitra
IEEE Transactions on Neural Networks and Learning Systems, 2022
42022
Function estimation using kernel methods for large data sets
SS Nair
University of Sheffield, 2007
42007
Effectiveness of representation and length variation of shortest paths in graph classification
A Salim, SS Shiju, S Sumitra
Pattern Recognition and Machine Intelligence: 7th International Conference …, 2017
32017
Supervised pre-clustering for sparse regression
SS Nair, TJ Dodd
International Journal of Systems Science 46 (7), 1161-1171, 2015
32015
Gradient based methods: Functional vs parametric forms
TJ Dodd, S Nair, RF Harrison
IFAC Proceedings Volumes 38 (1), 704-709, 2005
32005
Self-supervised enhancement of latent discovery in gans
A Kappiyath, SV Sreelatha, S Sumitra
Proceedings of the AAAI Conference on Artificial Intelligence 36 (7), 7078-7086, 2022
22022
An efficient scheme based on graph centrality to select nodes for training for effective learning
CR Sandeep, A Salim, R Sethunadh, S Sumitra
arXiv preprint arXiv:2104.14123, 2021
22021
Kernel Collaborative Online Algorithms for Multi-Task Learning
A Aravindh, SS Shiju, S Sumitra
Annals of Mathematics and Artificial Intelligence, 2019
22019
Multiple kernel learning using single stage function approximation for binary classification problems
SS Shiju, S Sumitra
International Journal of Systems Science 48, 3569-3580, 2017
22017
Neighborhood Preserving Kernels for Attributed Graphs
A Salim, SS Shiju, S Sumitra
IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (1), 828-840, 2022
12022
Effect of the order of parameterisation in gradient learning for kernel methods
TJ Dodd, S Nair, RF Harrison
IET control theory & applications 4 (10), 2141-2151, 2010
12010
IIST BCI Dataset-2 for Selected Common Marathi Words
S Tayade, SS Parvathy, N Sunil, C Chauhan, S Sumitra, BS Manoj
Authorea Preprints, 2024
2024
IIST BCI Dataset-1 for Selected Common Malayalam Words
P Nair, SS Parvathy, N Sunil, A Mukati, C Chauhan, S Sumitra, BS Manoj
Authorea Preprints, 2024
2024
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