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Learning Algorithms and Applications
Im Mittelpunkt dieses modernen und spezialisierten Bandes stehen adaptive Strukturen und unüberwachte Lernalgorithmen, besonders im Hinblick auf effe...
A topical introduction on the ability of artificial neural networks to not only solve on-line a wide range of optimization problems but also to create...
Applications to Exploratory Multi-way Data Analysis and Blind Source Separation
This book provides a broad survey of models and efficient algorithms for Nonnegative Matrix Factorization (NMF). This includes NMF’s various extensi...
Concepts and Technology
Based on the results of the study carried out in 1996 to investigate the state of the art of workflow and process technology, MCC initiated the Collab...
Analysis and Design
The purpose of this book is to present analysis and design principles, procedures and techniques of analog integrated circuits which are to be impleme...
Part 2 Applications and Future Perspectives
This monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions by discussin...
Part 1 Low-Rank Tensor Decompositions
This monograph provides a systematic and example-rich guide to the basic properties and applications of tensor network methodologies, and demonstrates...
Low-rank tensor decompositions
Modern applications in engineering and data science are increasingly based on multidimensional data of exceedingly high volume, variety, and structura...
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Theory and Applications, 2E
This book is a unification and extension of the theories behind adaptive blind signal and image processing, providing practical and efficient algorith...