Time Series Clustering and Classification
Elizabeth Ann / D'Urso Maharaj
Résumé
The beginning of the age of artificial intelligence and machine learning has created new challenges and opportunities for data analysts, statisticians, mathematicians, econometricians, computer scientists and many others. At the root of these techniques are algorithms and methods for clustering and classifying different types of large datasets, including time series data.
Time Series Clustering and Classification includes relevant developments on observation-based, feature-based and model-based traditional and fuzzy clustering methods, feature-based and model-based classification methods, and machine learning methods. It presents a broad and self-contained overview of techniques for both researchers and students.
Features
- Provides an overview of the methods and applications of pattern recognition of time series
-
- Covers a wide range of techniques, including unsupervised and supervised approaches
-
- Includes a range of real examples from medicine, finance, environmental science, and more
-
- R and MATLAB code, and relevant data sets are available on a supplementary website
Introduction
Time Series Features and Models
Traditional cluster analysis
Fuzzy clustering
Observation-based clustering
Feature-based clustering
Model-based clustering
Other time series clustering approaches
Feature-based classification approaches
Other time series classification approaches
Software and Data Sets
Caractéristiques techniques
| PAPIER | |
| Éditeur(s) | Taylor&francis |
| Auteur(s) | Elizabeth Ann / D'Urso Maharaj |
| Parution | 17/03/2019 |
| Nb. de pages | 228 |
| EAN13 | 9781498773218 |
Avantages Eyrolles.com
Consultez aussi
- Les meilleures ventes en Graphisme & Photo
- Les meilleures ventes en Informatique
- Les meilleures ventes en Construction
- Les meilleures ventes en Entreprise & Droit
- Les meilleures ventes en Sciences
- Les meilleures ventes en Littérature
- Les meilleures ventes en Arts & Loisirs
- Les meilleures ventes en Vie pratique
- Les meilleures ventes en Voyage et Tourisme
- Les meilleures ventes en BD et Jeunesse
