Results 251 to 260 of about 162,987 (309)

Feature Selection for Machine Learning‐Driven Accelerated Discovery and Optimization in Emerging Photovoltaics: A Review

open access: yesAdvanced Intelligent Discovery, EarlyView.
Feature selection combined with machine learning and high‐throughput experimentation enables efficient handling of high‐dimensional datasets in emerging photovoltaics. This approach accelerates material discovery, improves process optimization, and strengthens stability prediction, while overcoming challenges in data quality and model scalability to ...
Jiyun Zhang   +5 more
wiley   +1 more source

Factorization Machine‐Based Active Learning for Functional Materials Design with Optimal Initial Data

open access: yesAdvanced Intelligent Discovery, EarlyView.
This work investigates the optimal initial data size for surrogate‐based active learning in functional material optimization. Using factorization machine (FM)‐based quadratic unconstrained binary optimization (QUBO) surrogates and averaged piecewise linear regression, we show that adequate initial data accelerates convergence, enhances efficiency, and ...
Seongmin Kim, In‐Saeng Suh
wiley   +1 more source

Reduced aerosol pollution diminished cloud reflectivity over the North Atlantic and Northeast Pacific. [PDF]

open access: yesNat Commun
von Salzen K   +8 more
europepmc   +1 more source

Comparative study and multi-objective optimization of solar stills using priority-based clustering and prediction modelling. [PDF]

open access: yesSci Rep
Khan MZ   +7 more
europepmc   +1 more source

Environmental-demographic determinants associated with tuberculosis prevalence in seven African countries: an aggregated dataset analysis. [PDF]

open access: yesEClinicalMedicine
Haverkate TMI   +14 more
europepmc   +1 more source

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