Statistical learning theory deals with the statistical inference problem of finding a predictive function based on data. Statistical learning theory has led to... 11 KB (1,647 words) - 04:03, 7 April 2024 |
of statistical learning theory. One of its main applications in statistical learning theory is to provide generalization conditions for learning algorithms... 20 KB (3,495 words) - 23:02, 31 December 2023 |
needed]. Algorithmic learning theory is different from statistical learning theory in that it does not make use of statistical assumptions and analysis... 10 KB (1,130 words) - 16:12, 17 March 2023 |
computational learning theory (or just learning theory) is a subfield of artificial intelligence devoted to studying the design and analysis of machine learning algorithms... 8 KB (845 words) - 05:04, 12 February 2024 |
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn... 128 KB (14,186 words) - 09:24, 7 April 2024 |
and Machine Learning. New York: Springer. ISBN 978-0-387-31073-2. Vapnik VN, Vapnik VN (1998). The nature of statistical learning theory (Corrected 2nd... 157 KB (17,005 words) - 22:50, 6 April 2024 |
learning theory, a mathematical theory to analyze machine learning algorithms. Online machine learning, the process of teaching a machine. Statistical learning... 1 KB (141 words) - 12:15, 13 January 2022 |
Vladimir Vapnik (category Machine learning researchers) He is one of the main developers of the Vapnik–Chervonenkis theory of statistical learning and the co-inventor of the support-vector machine method and... 10 KB (782 words) - 13:09, 31 March 2024 |
for learning Semantic analysis Similarity learning Sparse dictionary learning Stability (learning theory) Statistical learning theory Statistical relational... 41 KB (3,582 words) - 13:06, 24 February 2024 |
Generalization error Regularization (mathematics) Statistical learning theory Boosting (machine learning) Cross-validation, in particular using a "validation... 13 KB (1,766 words) - 23:43, 18 February 2024 |