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pro vyhledávání: '"Athresh, A."'
Probabilistic Circuits (PCs) have emerged as an efficient framework for representing and learning complex probability distributions. Nevertheless, the existing body of research on PCs predominantly concentrates on data-driven parameter learning, ofte
Externí odkaz:
http://arxiv.org/abs/2405.02413
Autor:
Sethuraman, Sibi Chakkaravarthy, Tadkapally, Gaurav Reddy, Kiran, Athresh, Mohanty, Saraju P., Subramanian, Anitha
The utilization of consumer electronics, such as televisions, set-top boxes, home theaters, and air conditioners, has become increasingly prevalent in modern society as technology continues to evolve. As new devices enter our homes each year, the acc
Externí odkaz:
http://arxiv.org/abs/2304.11377
Autor:
Karanam, Athresh, Mathur, Saurabh, Radivojac, Predrag, Haas, David M., Kersting, Kristian, Natarajan, Sriraam
Publikováno v:
PMLR 186:325-336 (2022)
We consider the problem of explaining a class of tractable deep probabilistic models, the Sum-Product Networks (SPNs) and present an algorithm ExSPN to generate explanations. To this effect, we define the notion of a context-specific independence tre
Externí odkaz:
http://arxiv.org/abs/2110.09778
Autor:
Zečević, Matej, Dhami, Devendra Singh, Karanam, Athresh, Natarajan, Sriraam, Kersting, Kristian
While probabilistic models are an important tool for studying causality, doing so suffers from the intractability of inference. As a step towards tractable causal models, we consider the problem of learning interventional distributions using sum-prod
Externí odkaz:
http://arxiv.org/abs/2102.10440
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Autor:
Ravindra, Pramod, Baral, Madhusmita, Biswas, Tathagata, Nand, Mangla, Jha, S.N., Athresh, Eashwer, Ranjan, Rajeev, Jain, Manish, Ganguli, Tapas, Avasthi, Sushobhan
Publikováno v:
In Thin Solid Films 1 May 2019 677:95-102
Publikováno v:
In Applied Energy 1 February 2018 211:393-402
Publikováno v:
In Energy Procedia May 2017 105:2531-2538
Publikováno v:
In International Journal of Coal Geology 1 August 2016 165:223-230
Publikováno v:
In International Journal of Coal Geology 1 July 2016 164:69-76