Applications of Quantum Field Theory to Problems in Machine Learning

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Applications of Quantum Field Theory to Problems in Machine Learning

Advanced Techniques Based on Path Integrals

Quantum physics (quantum mechanics and quantum field theory) Machine learning Digital signal processing (DSP)

Author: Harish Parthasarathy

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Language: English

Published by: CRC Press

Published on: 5th May 2026

Format: LCP-protected ePub

ISBN: 9781040930366


Quantum Neural Networks and Applications

This book examines quantum neural networks through renormalization techniques, supersymmetric field theory, and noisy harmonic oscillator systems.

Analysis and Applications

The book's analysis covers adaptive beamforming applications, brain modeling, gravitational control mechanisms, and mixed-state dynamics in superstring theory, and also includes:

Comprehensive Analysis

Analysis of quantum neural networks through renormalization techniques and supersymmetric field theory applications in computational modeling

Quantum Field Dynamics

Investigation of quantum field dynamics with noise integration, filtering mechanisms, and scattering processes in curved spacetime environments

Adaptive Beamforming and Brain Modeling

Study of adaptive beamforming methodologies combined with quantum neural networks for brain modeling and evolving field system applications

Mixed-State Dynamics in Superstring Theory

Examination of mixed-state dynamics in superstring theory frameworks with emphasis on quantum noisy fields and supersymmetric effects

Kalman Filter Integration

Analysis of extended Kalman filter integration with quantum neural networks for transmission line control and field estimation optimization

Extended Kalman Filter Methodologies

The work explores extended Kalman filter methodologies for transmission line control, field estimation, and symmetry-broken dynamics in signal processing systems for advanced computational modeling applications.

This title has been co-published with Manakin Press. T&F does not sell or distribute the print editions in Bangladesh, Bhutan, India, Nepal, Pakistan, and Sri Lanka.

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