Machine-learning-assisted materials discovery using failed experiments.
Paul RaccugliaKatherine C. ElbertPhilip AdlerCasey FalkMalia B. WennyAurelio MolloMatthias ZellerSorelle A. FriedlerJoshua SchrierAlexander J. NorquistPublished in: Nat. (2016)
Keyphrases
- machine learning
- data mining
- machine learning methods
- knowledge discovery
- machine learning algorithms
- natural language
- data analysis
- discovery process
- pattern recognition
- information extraction
- inductive learning
- inductive logic programming
- learning materials
- learning systems
- feature selection
- real time
- information systems
- learning tasks
- computer vision
- learning algorithm
- machine learning approaches
- genetic algorithm
- computational intelligence
- text classification
- model selection
- reinforcement learning
- web services
- kernel methods
- scientific discovery