Výsledky vyhledávání - "Liu, Marianne"

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High-dimensional Bayesian Optimization of Hyperparameters for an Attention-based Network to Predict Materials Property: a Case Study on CrabNet using Ax and SAASBO

Autor: Baird, Sterling G., Liu, Marianne, Sparks, Taylor D.

Expensive-to-train deep learning models can benefit from an optimization of the hyperparameters that determine the model architecture. We optimize 23 hyperparameters of a materials informatics model, Compositionally-Restricted Attention-Based Network

Externí odkaz: http://arxiv.org/abs/2203.12597

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Data-Driven Materials Discovery and Synthesis using Machine Learning Methods

Autor: Baird, Sterling G., Liu, Marianne, Sayeed, Hasan M., Sparks, Taylor D.

Experimentally [1-38] and computationally [39-50] validated machine learning (ML) articles are sorted based on the size of the training data: 1-100, 101-10000, and 10000+ in a comprehensive set summarizing legacy and recent advances in the field. The

Externí odkaz: http://arxiv.org/abs/2202.02380

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Akademický článek

A data science approach for advanced solid polymer electrolyte design

Autor: Liu, Marianne ^{a, b}, Clement, Conrad ^c, Liu, Kathy ^d, Wang, Xuming ^b, Sparks, Taylor D. ^{b, ⁎}

Publikováno v: In Computational Materials Science 1 February 2021 187

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Kniha

Data-driven materials discovery and synthesis using machine learning methods

Autor: Baird, Sterling G. ^a, Liu, Marianne ^{a, b}, Sayeed, Hasan M. ^a, Sparks, Taylor D. ^a

Publikováno v: In Reference Module in Chemistry, Molecular Sciences and Chemical Engineering 2013

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