Regeneration of Lithium-ion battery impedance using a novel machine learning framework and minimal empirical data

Neural networks and physical systems with emergent collective computational abilities.

J. J. Hopfield · Proceedings of the National Academy of Sciences · 1982 · 19.3K citations

Medicine, Computer Systems, Neurobiology +17

Independent component analysis, A new concept?

Pierre Comon · Signal Processing · 1994 · 8.2K citations · Full text

Natural Sciences, Data Science, Complex Systems +6

Multivariate Adaptive Regression Splines

Jerome H. Friedman · The Annals of Statistics · 1991 · 8.1K citations · Full text

Natural Sciences, Biostatistics, Data Analytics +16

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16

Data-driven prediction of battery cycle life before capacity degradation

Kristen Severson, Peter M. Attia, Norman Jin et al. · Nature Energy · 2019 · 2.9K citations · Full text

Engineering, Data Science, Lifecycle Engineering +15