Measurements with noise: Bayesian optimization for co-optimizing noise and property discovery in automated experiments Article Swipe

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Boris N. Slautin , Yu Liu , J. Dec , Vladimir V. Shvartsman , Doru C. Lupascu , Maxim Ziatdinov , Sergei V. Kalinin ·

YOU? · · 2025 · Open Access · · DOI: https://doi.org/10.1039/d4dd00391h

The proposed workflow integrates intra-step optimization into automated experiments, optimizing both the target property and measurement duration to enhance efficiency by balancing knowledge acquisition and experimental costs.

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Noise (video) Property (philosophy) Bayesian probability Bayesian optimization Computer science Data mining Artificial intelligence Image (mathematics) Epistemology Philosophy

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Type: article
Language: en
Landing Page: https://doi.org/10.1039/d4dd00391h
OA Status: diamond
Cited By: 5
References: 36
Related Works: 10
OpenAlex ID: https://openalex.org/W4408534627

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DOI: https://doi.org/10.1039/d4dd00391h

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Title: Measurements with noise: Bayesian optimization for co-optimizing noise and property discovery in automated experiments

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Type: article

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Language: en

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Publication year: 2025

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Publication date: 2025-01-01

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Authors: Boris N. Slautin, Yu Liu, J. Dec, Vladimir V. Shvartsman, Doru C. Lupascu, Maxim Ziatdinov, Sergei V. Kalinin

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Landing page: https://doi.org/10.1039/d4dd00391h

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OA URL: https://doi.org/10.1039/d4dd00391h

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Concepts: Noise (video), Property (philosophy), Bayesian probability, Bayesian optimization, Computer science, Data mining, Artificial intelligence, Image (mathematics), Epistemology, Philosophy

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Cited by: 5

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Citations by year (recent): 2025: 5

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abstract_inverted_index.costs.	26
abstract_inverted_index.target	12
abstract_inverted_index.enhance	18
abstract_inverted_index.duration	16
abstract_inverted_index.property	13
abstract_inverted_index.proposed	1
abstract_inverted_index.workflow	2
abstract_inverted_index.automated	7
abstract_inverted_index.balancing	21
abstract_inverted_index.knowledge	22
abstract_inverted_index.efficiency	19
abstract_inverted_index.integrates	3
abstract_inverted_index.intra-step	4
abstract_inverted_index.optimizing	9
abstract_inverted_index.acquisition	23
abstract_inverted_index.measurement	15
abstract_inverted_index.experimental	25
abstract_inverted_index.experiments,	8
abstract_inverted_index.optimization	5
cited_by_percentile_year.max	98
cited_by_percentile_year.min	97
countries_distinct_count	3
institutions_distinct_count	7
citation_normalized_percentile.value	0.98502631
citation_normalized_percentile.is_in_top_1_percent	True
citation_normalized_percentile.is_in_top_10_percent	True