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Human geography --- Principal components analysis. --- Statistical methods.

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This book is aimed at raising awareness of researchers, scientists and engineers on the benefits of Principal Component Analysis (PCA) in data analysis. In this book, the reader will find the applications of PCA in fields such as energy, multi-sensor data fusion, materials science, gas chromatographic analysis, ecology, video and image processing, agriculture, color coating, climate and automatic target recognition.

Principal components analysis. --- Analysis, Principal components --- Components analysis, Principal --- Correlation (Statistics) --- Factor analysis --- Mathematical modelling

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Mathematical statistics --- Multivariate analysis --- Principal components analysis --- Analyse multivariée --- Analyse en composantes principales --- 519.6 --- Computational mathematics. Numerical analysis. Computer programming --- Independent component analysis. --- Multivariate analysis. --- Principal components analysis. --- Basic Sciences. Statistics --- Multivariate Statistics --- Multivariate Statistics. --- 519.6 Computational mathematics. Numerical analysis. Computer programming --- Analyse multivariée --- Independent component analysis --- ICA (Independent component analysis) --- Theorie du signal

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This book reports on the latest advances in concepts and further developments of principal component analysis (PCA), addressing a number of open problems related to dimensional reduction techniques and their extensions in detail. Bringing together research results previously scattered throughout many scientific journals papers worldwide, the book presents them in a methodologically unified form. Offering vital insights into the subject matter in self-contained chapters that balance the theory and concrete applications, and especially focusing on open problems, it is essential reading for all researchers and practitioners with an interest in PCA.

Engineering. --- Pattern recognition. --- Computer mathematics. --- Computational intelligence. --- Biomedical engineering. --- Signal, Image and Speech Processing. --- Pattern Recognition. --- Computational Intelligence. --- Computational Mathematics and Numerical Analysis. --- Biomedical Engineering. --- Clinical engineering --- Medical engineering --- Bioengineering --- Biophysics --- Engineering --- Medicine --- Intelligence, Computational --- Artificial intelligence --- Soft computing --- Computer mathematics --- Discrete mathematics --- Electronic data processing --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception --- Construction --- Industrial arts --- Technology --- Mathematics --- Principal components analysis. --- Analysis, Principal components --- Components analysis, Principal --- Correlation (Statistics) --- Factor analysis --- Optical pattern recognition. --- Computer science --- Biomedical Engineering and Bioengineering. --- Mathematics. --- Optical data processing --- Pattern perception --- Perceptrons --- Visual discrimination --- Signal processing. --- Image processing. --- Speech processing systems. --- Computational linguistics --- Electronic systems --- Information theory --- Modulation theory --- Oral communication --- Speech --- Telecommunication --- Singing voice synthesizers --- Pictorial data processing --- Picture processing --- Processing, Image --- Imaging systems --- Processing, Signal --- Information measurement --- Signal theory (Telecommunication)

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Active oxygen. --- Antioxidants. --- Antioxidants. --- Bacterial cell walls. --- Bacterial proteins. --- Biochemistry. --- Biochemistry. --- Bioenergetics. --- Biological psychiatry. --- Biological systems. --- Brain --- Brain --- Cell Membrane --- Cell Membrane. --- Chromatin --- Chromatin --- Chromatin. --- Complexity (Philosophy). --- Disease --- Energy metabolism. --- Free Radicals. --- Free radicals (Chemistry) --- Gene Expression --- Gene expression. --- Genetic Engineering --- Genetic Vectors. --- Genetic engineering. --- Genetic transformation. --- Glycoproteins --- Glycoproteins. --- Life (Biology). --- Lipid membranes. --- Lipids --- Lipids --- Lipids. --- Lipids. --- Lipoproteins --- Lipoproteins. --- Lipoproteins. --- Membrane Lipids --- Membrane Proteins --- Membrane lipids --- Membrane lipids. --- Membrane proteins. --- Membranes --- Mental disorders --- Neurotransmitter receptors. --- Peptidoglycans. --- Principal components analysis. --- Protein binding. --- Reactive Oxygen Species. --- Reduction (Chemistry). --- Transformation, Genetic --- Viruses. --- Pathophysiology. --- Physiology. --- Metabolism. --- Metabolism. --- Ultrastructure. --- Etiology. --- Pathophysiology. --- Physiology. --- Methods. --- Metabolism --- Disorders. --- Metabolism. --- Metabolism. --- Metabolism. --- Metabolism. --- Metabolism. --- Metabolism. --- Anatomy and histology. --- Etiology. --- Physiology.