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Innovative approaches, based on two popular machine learning paradigms, namely Radial Basis Functions and the Support Vector Machines, are also introduced. These paradigms are innovatively extended to a multi-scale incremental structure, based on a hierarchical scheme. The resulting approaches allow readers to achieve high accuracy with limited computational complexity, and makes the approaches appropriate for online, real-time operation. Applications can be found in any domain in which regression is required.
3D Surface Reconstruction: Multi-Scale Hierarchical Approaches is designed as a secondary text book or reference for advanced-level students and researchers in computer science. This book also targets practitioners working in computer vision or machine learning related fields.
Innovative approaches, based on two popular machine learning paradigms, namely Radial Basis Functions and the Support Vector Machines, are also introduced. These paradigms are innovatively extended to a multi-scale incremental structure, based on a hierarchical scheme. The resulting approaches allow readers to achieve high accuracy with limited computational complexity, and makes the approaches appropriate for online, real-time operation. Applications can be found in any domain in which regression is required.
3D Surface Reconstruction: Multi-Scale Hierarchical Approaches is designed as a secondary text book or reference for advanced-level students and researchers in computer science. This book also targets practitioners working in computer vision or machine learning related fields.
| Erscheinungsjahr: | 2014 |
|---|---|
| Fachbereich: | Anwendungs-Software |
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Seiten: | 168 |
| Inhalt: |
vi
162 S. |
| ISBN-13: | 9781493901173 |
| ISBN-10: | 1493901176 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: |
Bellocchio, Francesco
Piuri, Vincenzo Ferrari, Stefano Borghese, N. Alberto |
| Auflage: | 2013 |
| Hersteller: |
Springer US
Springer New York |
| Maße: | 235 x 155 x 10 mm |
| Von/Mit: | Francesco Bellocchio (u. a.) |
| Erscheinungsdatum: | 09.11.2014 |
| Gewicht: | 0,265 kg |
| Erscheinungsjahr: | 2014 |
|---|---|
| Fachbereich: | Anwendungs-Software |
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Seiten: | 168 |
| Inhalt: |
vi
162 S. |
| ISBN-13: | 9781493901173 |
| ISBN-10: | 1493901176 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: |
Bellocchio, Francesco
Piuri, Vincenzo Ferrari, Stefano Borghese, N. Alberto |
| Auflage: | 2013 |
| Hersteller: |
Springer US
Springer New York |
| Maße: | 235 x 155 x 10 mm |
| Von/Mit: | Francesco Bellocchio (u. a.) |
| Erscheinungsdatum: | 09.11.2014 |
| Gewicht: | 0,265 kg |
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