Conference paper
Dynamic matrix factorization: A state space approach
John Z. Sun, Kush R. Varshney, et al.
ICASSP 2012
In previous work, we proposed a scalable multi-party verification scheme for expensive iterative computations on a Blockchain substrate by appropriate storage and endorsement of frames of iterates. In this work, we extend the framework to verify sets of complete computations with different unordered hyperparameters and develop frame ordering and compression algorithms to enable scalability in the system. We illustrate the efficacy of the proposed approach by verifying the OpenMalaria epidemiological simulation.
John Z. Sun, Kush R. Varshney, et al.
ICASSP 2012
Varun R. Embar, Indrajit Bhattacharya, et al.
KDD 2015
Lav R. Varshney, Kush R. Varshney
Proceedings of the IEEE
Karthikeyan Natesan Ramamurthy, Kush R. Varshney, et al.
SSP 2014