006.3101515 Si 593
Simovici, Dan
Mathematical analysis for machine learning and data mining/ by Dan Simovici -
New Jersey: World Scientific, [2018]
xv, 968 pages, 23cm.
Content notes : Preface, Part I. Set-Theoretical and Algebraic Preliminaries Preliminaries Linear Spaces Algebra of Convex Sets Part II. Topology, Topology Metric Space Topologies Topological Linear Spaces Part III. Measure and Integration, Measurable Spaces and Measures Integration Part IV. Functional Analysis and Convexity, Banach Spaces Differentiability of Functions Defined on Normed Spaces Hilbert Spaces Convex Functions Part V. Applications, Optimization Iterative Algorithms Neural Networks Regression Support Vector Machines Bibliography, Index
9789813229686
* Machine Learning-Mathematics Data Mining-Mathematics