Approximation, Probability and Related Fields
S. T. Rachev, Conference on Approximation Probability, George A. Anastassiou, Svetlozar T. Rachev
Inbunden, 1994
1 104 kr
NEURAL NETWORKS AS POSITIVE LINEAR OPERATORS
Inbunden, Engelska, 2026
Del 28 i serien SERIES ON CONCRETE AND APPLICABLE MATHEMATICS
2 207 kr
Beställningsvara. Skickas inom 3-6 vardagar. Fri frakt över 249 kr.
Beskrivning
This research monograph presents a groundbreaking unification of neural network approximation theory through the lens of Positive Linear Operators (PLOs). For the first time in the literature, neural network operators and activated convolution operators are rigorously analyzed as PLOs — providing a comprehensive, quantitative framework based on inequalities and the modulus of continuity.The author develops a general, elegant, and highly versatile theory that applies uniformly to a wide variety of neural and convolution operators, bridging Pure and Applied Mathematics with modern Artificial Intelligence and Machine Learning. The results open new directions for mathematical understanding of neural network approximation, with applications across computational analysis, engineering, statistics, and economics.This volume is an essential resource for mathematicians, computer scientists, and engineers seeking a rigorous analytical foundation for AI and deep learning models.
Produktinformation
Utforska kategorier
Hoppa över listan
Mer från samma författare
Approximation, Probability, and Related Fields
George A. Anastassiou, Svetlozar T. Rachev
Häftad, 2012
554 kr
Hoppa över listan
Mer från samma serie
Del 4
STOCHASTIC MODELS WITH APPLICATIONS TO GENETICS, CANCERS, AIDS AND OTHER BIOMEDICAL SYSTEMS
Wai-Yuan Tan
Inbunden, 2002
2 347 kr
Del 4
STOCHASTIC MODELS WITH APPLICATIONS TO GENETICS, CANCERS, AIDS AND OTHER BIOMEDICAL SYSTEMS
Wai-Yuan Tan
Häftad, 2002
1 051 kr
Del 5
DEFECTS OF PROPERTIES IN MATHEMATICS: QUANTITATIVE CHARACTERIZATIONS
Adrian I. Ban, Sorin G. Gal
Inbunden, 2002
2 061 kr
Del 22
BLOCH-TYPE PERIODIC FUNCTIONS: THEORY AND APPLICATIONS TO EVOLUTION EQUATIONS
Yong-Kui Chang, Gaston M N'Guérékata, Rodrigo Ponce
Inbunden, 2022
1 114 kr
Del 23
INTRODUCTION TO MATRIX THEORY: WITH APPLICATIONS IN ECONOMICS AND ENGINEERING (SECOND EDITION)
Ferenc Szidarovszky, Sandor Molnar, Mark Molnar
Inbunden, 2023
2 041 kr
Del 23
INTRODUCTION TO MATRIX THEORY: WITH APPLICATIONS IN ECONOMICS AND ENGINEERING (SECOND EDITION)
Ferenc Szidarovszky, Sandor Molnar, Mark Molnar
Häftad, 2023
1 043 kr
Del 24
TRIGONOMETRIC AND HYPERBOLIC GENERATED APPROXIMATION THEORY
George A Anastassiou
Inbunden, 2025
2 703 kr
Del 20
Del 21
FUNCTIONAL EQUATIONS AND INEQUALITIES: SOLUTIONS AND STABILITY RESULTS
John Michael Rassias, E Thandapani, K Ravi, B V Senthil Kumar
Inbunden, 2017
1 577 kr
Del 21
FUNCTIONAL EQUATIONS AND INEQUALITIES: SOLUTIONS AND STABILITY RESULTS
John Michael Rassias, E Thandapani, K Ravi, B V Senthil Kumar
Häftad, 2017
780 kr
Hoppa över listan
Du kanske också är intresserad av
- 10% rabatt på allt
Del 17
Algorithmic Mathematics in Machine Learning
Bastian Bohn, Jochen Garcke, Michael Griebel
Häftad, 2024
770 kr
Del 7
Del 18
DIFFERENTIAL SHEAVES AND CONNECTIONS: A NATURAL APPROACH TO PHYSICAL GEOMETRY
Anastasios Mallios, Elias Zafiris
Inbunden, 2015
1 529 kr
Del 13
Del 21
FUNCTIONAL EQUATIONS AND INEQUALITIES: SOLUTIONS AND STABILITY RESULTS
John Michael Rassias, E Thandapani, K Ravi, B V Senthil Kumar
Häftad, 2017
780 kr