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Mahalakshmi Sabanayagam
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Rough set-based feature selection for credit risk prediction using weight-adjusted boosting ensemble method
E Sivasankar, C Selvi, S Mahalakshmi
Soft Computing 24 (6), 3975-3988, 2020
332020
Cross domain sentiment analysis using different machine learning techniques
S Mahalakshmi, E Sivasankar
Proceedings of the Fifth International Conference on Fuzzy and Neuro …, 2015
182015
Analysis of Convolutions, Non-linearity and Depth in Graph Neural Networks using Neural Tangent Kernel
M Sabanayagam, P Esser, D Ghoshdastidar
Transactions on Machine Learning Research 2023, 2022
10*2022
New insights into graph convolutional networks using neural tangent kernels
M Sabanayagam, P Esser, D Ghoshdastidar
arXiv preprint arXiv:2110.04060, 2021
102021
Graphon based Clustering and Testing of Networks: Algorithms and Theory
M Sabanayagam, LC Vankadara, D Ghoshdastidar
Tenth International Conference on Learning Representations (ICLR, 2022), 2022
92022
Unveiling the Hessian's Connection to the Decision Boundary
M Sabanayagam, F Behrens, U Adomaityte, A Dawid
arXiv preprint arXiv:2306.07104, 2023
52023
Improved Representation Learning Through Tensorized Autoencoders
PM Esser, S Mukherjee, M Sabanayagam, D Ghoshdastidar
The 26th International Conference on Artificial Intelligence and Statistics …, 2022
22022
Analysis of Graph Convolutional Networks using Neural Tangent Kernels
M Sabanayagam, P Esser, D Ghoshdastidar
INTERNATIONAL WORKSHOP ON MINING AND LEARNING WITH GRAPHS, 2022
22022
Robust Feature Inference: A Test-time Defense Strategy using Spectral Projections
A Singh, M Sabanayagam, K Muandet, D Ghoshdastidar
Transactions on Machine Learning Research, 2024
12024
Machine learning-based image detection for lensless microscopy in life science
J Brunckhorst, A Pirchner, NR Naik, M Sabanayagam, MDK Paul-Yuan, ...
12019
Cluster Specific Representation Learning
M Sabanayagam, O Al-Dabooni, P Esser
arXiv preprint arXiv:2412.03471, 2024
2024
Exact Certification of (Graph) Neural Networks Against Label Poisoning
M Sabanayagam, L Gosch, S Günnemann, D Ghoshdastidar
arXiv preprint arXiv:2412.00537, 2024
2024
Kernels, data & physics
F Cagnetta, D Oliveira, M Sabanayagam, N Tsilivis, J Kempe
Journal of Statistical Mechanics: Theory and Experiment 2024 (10), 104013, 2024
2024
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
L Gosch, M Sabanayagam, D Ghoshdastidar, S Günnemann
arXiv preprint arXiv:2407.10867, 2024
2024
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Artiklar 1–14