Analysis of distributional data. (2022)
- Record Type:
- Book
- Title:
- Analysis of distributional data. (2022)
- Main Title:
- Analysis of distributional data
- Further Information:
- Note: Edited by Paula Brito, Sonia Dias.
- Editors:
- Brito, Paula
Dias, Sonia - Contents:
- I Data Representation and Exploratory Analysis 1. Fundamental Concepts about Distributional Data; Sonia Dias and Paula Brito 2. Descriptive Statistics based on Frequency Distribution; Sonia Dias and Paula Brito 3. Descriptive Statistics for Numeric Distributional Data; Antonio Irpino and Rosanna Verde 4. The Quantile Methods to Analyze Distributional Data; Manabu Ichino and Paula Brito II Clustering and Classification 5. Partitive and Hierarchical Clustering of Distributional Data using the Wasserstein Distance; Rosanna Verde and Antonio Irpino 6. Divisive clustering of histogram data; Marie Chavent and Paula Brito 7. Clustering of Modal Valued Data; Vladimir Batagelj, Simona Korenjak- Cerne, and Natasa Kejzar 8. Mixture Models for Distributional Data; Richard Emilion 9. Classification of Continuous Distributional Data Using the Logratio Approach; Ivana Pavlu, Peter Filzmoser, Alessandra Menafoglio, and Karel Hron III Dimension Reduction 10. Principal Component Analysis of Distributional Data; Sun Makosso-Kallyth and Edwin Diday 11. Principal Component Analysis of Numeric Distributional Data; Meiling Chen and Huiwen Wang 12. Multidimensional Scaling of Distributional Data; Yoshikazu Terada and Patrick J.F. Groenen IV Regression and Forecasting 13. Regression Analysis with the Distribution and Symmetric Distribution Model; Sonia Dias and Paula Brito 14. Regression Analysis of Distributional Data Based on a Two-Component Model; Antonio Irpino and Rosanna Verde 15. ForecastingI Data Representation and Exploratory Analysis 1. Fundamental Concepts about Distributional Data; Sonia Dias and Paula Brito 2. Descriptive Statistics based on Frequency Distribution; Sonia Dias and Paula Brito 3. Descriptive Statistics for Numeric Distributional Data; Antonio Irpino and Rosanna Verde 4. The Quantile Methods to Analyze Distributional Data; Manabu Ichino and Paula Brito II Clustering and Classification 5. Partitive and Hierarchical Clustering of Distributional Data using the Wasserstein Distance; Rosanna Verde and Antonio Irpino 6. Divisive clustering of histogram data; Marie Chavent and Paula Brito 7. Clustering of Modal Valued Data; Vladimir Batagelj, Simona Korenjak- Cerne, and Natasa Kejzar 8. Mixture Models for Distributional Data; Richard Emilion 9. Classification of Continuous Distributional Data Using the Logratio Approach; Ivana Pavlu, Peter Filzmoser, Alessandra Menafoglio, and Karel Hron III Dimension Reduction 10. Principal Component Analysis of Distributional Data; Sun Makosso-Kallyth and Edwin Diday 11. Principal Component Analysis of Numeric Distributional Data; Meiling Chen and Huiwen Wang 12. Multidimensional Scaling of Distributional Data; Yoshikazu Terada and Patrick J.F. Groenen IV Regression and Forecasting 13. Regression Analysis with the Distribution and Symmetric Distribution Model; Sonia Dias and Paula Brito 14. Regression Analysis of Distributional Data Based on a Two-Component Model; Antonio Irpino and Rosanna Verde 15. Forecasting Distributional Time Series; Javier Arroyo … (more)
- Edition:
- 1st
- Publisher Details:
- Boca Raton : Chapman & Hall/CRC
- Publication Date:
- 2022
- Extent:
- 1 online resource, illustrations (black and white, and colour)
- Subjects:
- 519.50285
Statistics -- Data processing
Big data -- Statistical methods - Languages:
- English
- ISBNs:
- 9781315353456
- Related ISBNs:
- 9781498725460
9781315370545 - Notes:
- Note: Description based on CIP data; resource not viewed.
- Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.684253
- Ingest File:
- 11_018.xml