Methods for the Analysis of Asymmetric Proximity Data (eBook)
X, 194 Seiten
Springer Singapore (Verlag)
978-981-16-3172-6 (ISBN)
This book provides an accessible introduction and practical guidelines to apply asymmetric multidimensional scaling, cluster analysis, and related methods to asymmetric one-mode two-way and three-way asymmetric data. A major objective of this book is to present to applied researchers a set of methods and algorithms for graphical representation and clustering of asymmetric relationships. Data frequently concern measurements of asymmetric relationships between pairs of objects from a given set (e.g., subjects, variables, attributes,...), collected in one or more matrices. Examples abound in many different fields such as psychology, sociology, marketing research, and linguistics and more recently several applications have appeared in technological areas including cybernetics, air traffic control, robotics, and network analysis. The capabilities of the presented algorithms are illustrated by carefully chosen examples and supported by extensive data analyses. A review of the specialized statistical software available for the applications is also provided. This monograph is highly recommended to readers who need a complete and up-to-date reference on methods for asymmetric proximity data analysis.
Giuseppe Bove is Professor at the Department of Education, Roma Tre University.
Akinori Okada is Professor Emeritus at the Rikkyo University.
Donatella Vicari is Professor at the Department of Statistical Sciences, Sapienza University of Rome.
This book provides an accessible introduction and practical guidelines to apply asymmetric multidimensional scaling, cluster analysis, and related methods to asymmetric one-mode two-way and three-way asymmetric data. A major objective of this book is to present to applied researchers a set of methods and algorithms for graphical representation and clustering of asymmetric relationships. Data frequently concern measurements of asymmetric relationships between pairs of objects from a given set (e.g., subjects, variables, attributes,...), collected in one or more matrices. Examples abound in many different fields such as psychology, sociology, marketing research, and linguistics and more recently several applications have appeared in technological areas including cybernetics, air traffic control, robotics, and network analysis. The capabilities of the presented algorithms are illustrated by carefully chosen examples and supported by extensive data analyses. A review of the specialized statistical software available for the applications is also provided. This monograph is highly recommended to readers who need a complete and up-to-date reference on methods for asymmetric proximity data analysis.
| Erscheint lt. Verlag | 14.8.2021 |
|---|---|
| Reihe/Serie | Behaviormetrics: Quantitative Approaches to Human Behavior | Behaviormetrics: Quantitative Approaches to Human Behavior |
| Zusatzinfo | X, 194 p. 68 illus., 39 illus. in color. |
| Sprache | englisch |
| Themenwelt | Mathematik / Informatik ► Informatik |
| Mathematik / Informatik ► Mathematik ► Computerprogramme / Computeralgebra | |
| Mathematik / Informatik ► Mathematik ► Statistik | |
| Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
| Schlagworte | asymmetry • cluster analysis • Data Visualization • Multidimensional Scaling • Multiway Methods • statistical software |
| ISBN-10 | 981-16-3172-7 / 9811631727 |
| ISBN-13 | 978-981-16-3172-6 / 9789811631726 |
| Haben Sie eine Frage zum Produkt? |
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