no code implementations • 2 Oct 2021 • Harish Doddi, Deepjyoti Deka, Saurav Talukdar, Murti Salapaka
We present a regularized non-casual consistent estimator for this problem and analyze its sample complexity over two regimes: (a) where the interval $T$ consists of $n$ i. i. d.
no code implementations • 22 Mar 2021 • Ana Radovanovic, Bokan Chen, Saurav Talukdar, Binz Roy, Alexandre Duarte, Mahya Shahbazi
To the best of our knowledge, this is the largest scale power modeling study of this kind, in both the scope of diverse datacenter planning and real-time management use cases, as well as the variety of hardware configurations and workload types used for modeling and validation.
no code implementations • 26 Sep 2020 • Harish Doddi, Deepjyoti Deka, Saurav Talukdar, Murti Salapaka
The majority of prior work in consistent topology estimation relies on dynamical systems excited by temporally uncorrelated processes.
no code implementations • 4 Jul 2020 • Shreyas Bhaban, Rachit Srivastava, James Melbourne, Saurav Talukdar, Murti V. Salapaka
Transport of intracellular cargo is often mediated by teams of molecular motors that function in a chaotic environment under varying conditions.
no code implementations • 27 Sep 2018 • Saurav Talukdar, Deepjyoti Deka, Harish Doddi, Donatello Materassi, Misha Chertkov, Murti V. Salapaka
Learning influence pathways of a network of dynamically related processes from observations is of considerable importance in many disciplines.
no code implementations • 29 Sep 2017 • Saurav Talukdar, Deepjyoti Deka, Sandeep Attree, Donatello Materassi, Murti V. Salapaka
In this article, we present a method to learn the interaction topology of a network of agents undergoing linear consensus updates in a non invasive manner.
no code implementations • 5 Jul 2017 • Deepjyoti Deka, Saurav Talukdar, Michael Chertkov, Murti Salapaka
For grids that include cycles of length three, we provide sufficient conditions that ensure existence of algorithms for exact reconstruction.
no code implementations • 2 Mar 2017 • Saurav Talukdar, Deepjyoti Deka, Donatello Materassi, Murti V. Salapaka
In this article we present a method to reconstruct the interconnectedness of dynamically related stochastic processes, where the interactions are bi-directional and the underlying topology is a tree.