Search Results for author: Alexander Nikitin

Found 6 papers, 4 papers with code

TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series

1 code implementation19 May 2023 Alexander Nikitin, Letizia Iannucci, Samuel Kaski

Temporally indexed data are essential in a wide range of fields and of interest to machine learning researchers.

Synthetic Data Generation Time Series

Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations

1 code implementation23 Jun 2022 Alexander Nikitin, Samuel Kaski

We propose a human-in-the-loop PdM approach in which a machine learning system predicts future problems in sets of workstations (computers, laptops, and servers).

Active Learning Scheduling

Non-separable Spatio-temporal Graph Kernels via SPDEs

no code implementations16 Nov 2021 Alexander Nikitin, ST John, Arno Solin, Samuel Kaski

Gaussian processes (GPs) provide a principled and direct approach for inference and learning on graphs.

Gaussian Processes

Decision Rule Elicitation for Domain Adaptation

no code implementations23 Feb 2021 Alexander Nikitin, Samuel Kaski

Human-in-the-loop machine learning is widely used in artificial intelligence (AI) to elicit labels for data points from experts or to provide feedback on how close the predicted results are to the target.

Decision Making Domain Adaptation

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