Model family
Support vector machine
Maximum-margin classifier or regressor, optionally kernelised.
20articles
8Structural biology
10Materials & chemistry
2Astronomy
aix-00163
Peptides designed by simulation and machine learning sit at condensate surfaces
aix-00170
Machine learning predicts strength of PLA plastic filled with boron nitride flakes
aix-00173
Machine learning predicts nanofibre thickness from electrospinning settings, tested against new scaffolds
aix-00133
Regression models predict how graphene loading changes aluminium's electron emission
aix-00181
Protein language model embeddings used to predict succinylation sites in proteins
aix-00188
Machine learning sorts antibody heavy chains by the germ they target
aix-00125
Classifying stars by type from a single wide-band telescope image
aix-00121
Machine learning sorts mitochondrial proteins into three compartments from sequence alone
aix-00112
Protein language model embeddings tested against classical descriptors for spotting resistance genes
aix-00108
Oxidation potentials for 15,238 molecules assembled from quantum calculations and lab measurements
aix-00107
Machine learning sorts plant protein sequences into disease-resistance proteins or not
aix-00081
Language models trained on protein sequences used to predict sugar-attachment sites
aix-00071
Simulations map how surface atoms rearrange in alloys when molecules attach
aix-00070
Neural network scores candidate composite microstructures in a strength–toughness design loop
aix-00068
Machine learning predicts marine steel corrosion from seawater conditions and alloy make-up
aix-00051
Ultrasound-treated clay bleaches cooking oil, with machine learning picking the settings
aix-00050
Machine learning tool flags protein helices likely to bind DNA or RNA
aix-00049
Eight machine learning methods sorted supernova gravitational wave signals by nuclear physics model
aix-00025
Machine learning picks a new metal mixture, which casting and X-rays confirm
aix-00016