Neural Networks as Positive Linear Operators by Anastassiou George a

Neural Networks as Positive Linear Operators (Hardcover) (ISBN-13: 9789819826186)

Vendor: Anastassiou George a
Product type: Books
Format: Hardcover
$158.00
$158.00
$158.00
Subtotal: $158.00
Neural Networks as Positive Linear Operators by Anastassiou George a

Neural Networks as Positive Linear Operators

$158.00
Neural Networks as Positive Linear Operators by Anastassiou George a

Neural Networks as Positive Linear Operators

$158.00
Format: Hardcover
Description
Description
x
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.

Author: Anastassiou George a
ISBN-10: 9819826187
ISBN-13: 9789819826186
Publisher: World Scientific Publishing Company
Language: English
Published: 03/23/2026
Pages: 420
Format: Hardcover
Weight: 1.60lbs
Size: 9.00h x 6.00w x 0.94d

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