Search Results for author: Mikhail Genkin

Found 4 papers, 1 papers with code

Autonomic Architecture for Big Data Performance Optimization

no code implementations17 Mar 2023 Mikhail Genkin, Frank Dehne, Anousheh Shahmirza, Pablo Navarro, Siyu Zhou

This paper presents KERMIT - the autonomic architecture for big data capable of automatically tuning Apache Spark and Hadoop on-line, and achieving performance results 30% faster than rule-of-thumb tuning by a human administrator and up to 92% as fast as the fastest possible tuning established by performing an exhaustive search of the tuning parameter space.

B-SMART: A Reference Architecture for Artificially Intelligent Autonomic Smart Buildings

no code implementations6 Nov 2022 Mikhail Genkin, J. J. McArthur

The pervasive application of artificial intelligence and machine learning algorithms is transforming many industries and aspects of the human experience.

Learning non-stationary Langevin dynamics from stochastic observations of latent trajectories

2 code implementations29 Dec 2020 Mikhail Genkin, Owen Hughes, Tatiana A. Engel

Here we present a non-parametric framework for inferring the Langevin equation, which explicitly models the stochastic observation process and non-stationary latent dynamics.

Decision Making

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