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Record Nr. |
UNINA9910139790803321 |
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Autore |
Klemelä Jussi <1965-> |
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Titolo |
Smoothing of multivariate data [[electronic resource] ] : density estimation and visualization / / Jussi Klemelä |
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Pubbl/distr/stampa |
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Hoboken, N.J., : John Wiley & Sons, c2009 |
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ISBN |
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1-283-91612-6 |
0-470-42567-9 |
0-470-42566-0 |
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Descrizione fisica |
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1 online resource (641 p.) |
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Collana |
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Wiley Series in Probability and Statistics ; ; v.737 |
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Disciplina |
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Soggetti |
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Smoothing (Statistics) |
Estimation theory |
Analysis of variance |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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Smoothing of Multivariate Data: Density Estimation and Visualization; CONTENTS; Preface; Introduction; 1.1 Smoothing; 1.2 Visualization; 1.3 Density Estimation; 1.4 Plan of the Book; 1.5 Web Page and the Code; 1.6 Bibliographic Notes; PART I VISUALIZATION; 1 Visualization of Data; 1.1 Scatter Plots, Projections, and Slices; 1.1.1 Scatter Plots; 1.1.2 Projections; 1.1.3 Dynamic Scatter Plots; 1.1.4 Slices; 1.1.5 Prosections; 1.1.6 Subsetting; 1.2 Univariate Data; 1.2.1 Line Plot, ID Scatter Plot, Index Plot, Time Series Plot; 1.2.2 Empirical Distribution Function and Tail Plot |
1.2.3 PP-Plot and QQ-Plot1.2.4 Box Plot; 1.2.5 Kernel Estimates; 1.3 Parallel Level Plots; 1.3.1 Multivariate Time Series; 1.3.2 One-dimensional Curves; 1.3.3 Point Clouds; 1.4 Graphical Matrices; 1.4.1 Bar Matrix; 1.4.2 Index Plot Matrix; 1.5 Observations as Objects; 1.5.1 Parallel Coordinate Plots; 1.5.2 Multivariate Time Series; 1.5.3 Andrew's Curves; 1.5.4 Faces; 1.5.5 Other Possibilities; 1.6 Linking Across Dimensions; 1.7 Descriptive Statistics; 1.7.1 Location; 1.7.2 Dispersion; 1.7.3 Higher Order Moments; 1.8 Dimension Reduction of Data; 1.8.1 Principal Components |
1.8.2 Projection Pursuit1.8.3 Self-organizing Maps; 1.8.4 |
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