Statistical learning based on Markovian data maximal deviation inequalities and learning rates - Clémençon, Stephan; Bertail, Patrice; Ciołek, Gabriela (Annals of mathematics and artificial intelligence, 2020)
Keywords: Analysis; Artificial Intelligence; Complex Systems; Complexity; Computer Science; Decision-making; Deviation; Empirical analysis; Inequalities; Learning; Learning theory; Machine Learning; Markov analysis; Markov chains; Markov processes; Mathematics; Probability; Statistics; Regenerative method; 60J20; Stationary probability distribution; Empirical process; Harris positive Markov chain; 62M05; Generalization bound; Concentration inequality; 60J05; Novelty detection; Unsupervised learning; Minimum volume set