berent / probability-resources
Resource collection for probability, statistics and data science
Items
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Elements of Statistical Learning: data mining, inference, and prediction.2nd Edition.
(hastie.su.domains)
Added 1 month ago
Understand the fundamentals of data science, the theory and the computation. Very well written. Has a wide span and good intuition. Cares about computation and (numerical) linear algebra
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Information Geometry and Its Applications | SpringerLink
(link.springer.com)
Added 1 month ago
Book on information geometry, written by the founder of the field. Written in four parts, largely self-contained. Starts with intuition and the geometric understanding, and then proceed towards stronger mathematical foundations
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Gaussian Markov Random Fields | Theory and Applications | Havard Rue
(taylorfrancis.com)
Added 1 month ago
GMRF's and their applications in spatial statistics. The connection to computation and sparse Cholesky factor of the sparse precision is highlighted
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Created: May 14, 2025 Updated: May 14, 2025