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Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
TLDR
Techniques covered range from traditional multivariate methods, such as multiple regression, principal components, canonical variates, linear discriminant analysis, factor analysis, clustering, multidimensional scaling, and correspondence analysis, to the newer methods of density estimation, projection pursuit, neural networks, and classification and regression trees.
Modern Multivariate Statistical Techniques
TLDR
The identity matrices have different dimensions — In the top row of each matrix, the identity matrix has dimension r and in the bottom row it has dimension s.
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Introduction to Random Processes, With Applications to Signals and Systems
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Reduced-rank regression for the multivariate linear model
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Recent Developments in Nonparametric Density Estimation
Advances in computation and the fast and cheap computational facilities now available to statisticians have had a significant impact upon statistical research, and especially the development of…
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Philatelic Mixtures and Multimodal Densities
Abstract A century ago, postage stamps were printed on a deliberate mixture of different paper types, each having its own thickness characteristics due to poor quality control in paper manufacture.…
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Modern Factor Analysis, 3rd Edition Revised.@@@Methods in Geomathematics. Volume I: Geological Factor Analysis.
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Linear Discriminant Analysis
TLDR
A learning set of multivariate observations is given that may be identified as species of plants, levels of credit worthiness of customers, presence or absence of a specific medical condition, different types of tumors, views on Internet censorship, or whether an e-mail message is spam or non-spam.
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Review Papers: Recent Developments in Nonparametric Density Estimation
Abstract Advances in computation and the fast and cheap computational facilities now available to statisticians have had a significant impact upon statistical research, and especially the development…
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TIMESLAB: A Time Series Analysis Laboratory
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