Difference Equations and Machine Learning

£34.99

Difference Equations and Machine Learning

Calculus and mathematical analysis Differential calculus and equations Applied mathematics Mathematical modelling Artificial intelligence Machine learning

Author: Dusan Stipanovic

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Collection: Synthesis Lectures on Mathematics & Statistics

Language: English

Published by: Springer

Published on: 19th October 2025

Format: LCP-protected ePub

ISBN: 9783032009104


Book Overview

This book presents in-depth explanations of well-known and recognized behaviors of neural networks in machine learning. In addition, the author provides novel technical analyses of behaviors of discrete-time dynamical systems modeled as difference equations. These analyses and their outcomes are closely related to models of very well-known neural networks such as Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) neural networks, which are widely used in machine learning and artificial intelligence (AI) applications. The author also discusses difference equations and their relevance to neural networks, machine learning, and AI.

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