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
Spatiotemporal patterns and typological differences in the development-protection nexus of resource-based cities in China. [PDF]
Ji L, Gao H, Chen L, Dong J.
europepmc +1 more source
A machine learning‐guided self‐driving laboratory screened over 500 nickel‐based layered double‐hydroxide catalysts for alkaline oxygen evolution. Out of the eight metals, the robot uncovered a quaternary Ni–Fe–Cr–Co catalysts requiring only 231 mV overpotential to reach 20 mA cm−2.
Nis Fisker‐Bødker +3 more
wiley +1 more source
PCA-Based Database Mining Enables the Discovery of Bacterial Carbene Transferases for Stereodivergent Cyclopropanation. [PDF]
Kato S +5 more
europepmc +1 more source
From data mining to experimental validation: ST36 and CV12 as core acupoint combination for acupuncture in functional dyspepsia. [PDF]
Jia J +9 more
europepmc +1 more source
Time Series Data Mining for Linking the Shape of Bacterial Growth Curves to Biological Functions. [PDF]
Lao Z, Ying BW.
europepmc +1 more source
Staged and geometry-adapted support for coal mine roadways under weak rock conditions: a numerical study. [PDF]
Guo Y, Ma Q, Zhong S.
europepmc +1 more source
Portability of a text mining algorithm for detecting adverse drug reactions in electronic health records across diverse patient groups in two Dutch hospitals. [PDF]
van de Burgt BWM +12 more
europepmc +1 more source
The removal of Zn from complex circumneutral pH mine waters using magnetic nanoparticles (MNPs).
O'Neill KEB +3 more
europepmc +1 more source

