Neural networks, bioinformatics and DNA computing

Journal Papers

2014

A.H. Salavati, K.R. Kumar and A. Shokrollahi
Nonbinary Associative Memory With Exponential Pattern Retrieval Capacity and Iterative Learning
Ieee Transactions On Neural Networks And Learning Systems, Vol. 25, Nr. 3, pp. 557-570, 2014.
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A. Karbasi, A.H. Salavati, L.R. Varshney and A. Shokrollahi
Noise facilitation in associative memories of exponential capacity
Journal of Neural Computation, Vol. 26, Nr. 11, pp. 2493-2526, 2014.
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Conference Papers

2013

A. Karbasi, A.H. Salavati, L.R. Varshney and A. Shokrollahi
Noise-enhanced associative memories
Advances in Neural Information Processing Systems 26, pp. 1682-1690, 2013.
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A. Karbasi, A.H. Salavati and A. Shokrollahi
Iterative Learning and Denoising in Convolutional Neural Associative Memories
Proceedings 30th International Conference on Machine Learning (ICML), Vol. 28, Nr. 1, pp. 445-453, 2013.
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A. Karbasi, A.H. Salavati and A. Shokrollahi
Coupled neural associative memories
Proc. IEEE Information Theory Workshop (ITW), pp. 1 - 5, 2013.
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2012

A.H. Salavati and A. Karbasi
Multi-Level Error-Resilient Neural Networks
Proceedings of IEEE International Symposium on Information Theory (ISIT 2012), pp. 1064 - 1068, 2012.
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2011

A.H. Salavati, K.R. Kumar, A. Shokrollahi and W. Gerstner
Neural Pre-coding Increases the Pattern Retrieval Capacity of Hopfield and Bidirectional Associative Memories
Proceedings of the International Symposium On Information Theory Proceedings (ISIT), pp. 850-854, 2011.
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K.R. Kumar, A.H. Salavati and A. Shokrollahi
Exponential Pattern Retrieval Capacity with Non-Binary Associative Memory
2011 IEEE Information Theory Workshop (ITW), pp. -, 2011.
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Posters

2011

A.H. Salavati, K.R. Kumar and A. Shokrollahi
Molecular associative memory: An associative memory framework with exponential storage capacity for DNA computing
Presented at: Workshop on Statistical Mechanics and Computation of DNA Self-assembly, Mariehamn, Finland, May 25-28, 2011.
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