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This book is motivated by the observation that analytical chemistry and signal processing specialists are at the same time very far and close?far in field theories and tools, conferences and journals and yet the closest in every-day methodology and practice. Namely, the chemical analyst approach to performing an analysis, resorting from different preparation steps to different analytical techniques, resembles the manner employed in traditional signal or image analysis. This book bridges these communities. Signal processing tools cover a widest range of needs and applications, and could allow...

Matrix and Tensor Decomposition: Application to Data Fusion and Analysis introduces the main theoretical concepts for data fusion using matrix and tensor decompositions, beginning with the concept of "diversity", which facilitates identifiability. It provides the link between theoretical results and practice by addressing key implementation issues, such as model choice for a given problem, identification of sources of diversity, parameter selection and performance evaluation. Using rich diagrams to help communicate the main ideas and relationships among models and methods, this book presents...