Geometric Applications of Principal Component Analysis - Quality of PCA Bounding Boxes and Detecting Symmetry
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1
Geometric Applications of Principal Component Analysis
DE PB NW
ISBN: 9783838134338 bzw. 3838134338, in Deutsch, Sudwestdeutscher Verlag Fur Hochschulschriften AG, Taschenbuch, neu.
Von Händler/Antiquariat, BuySomeBooks [52360437], Las Vegas, NV, U.S.A.
Paperback. 148 pages. Dimensions: 8.7in. x 5.9in. x 0.3in.Most of the applications of Principal Component Analysis (PCA) are non-geometric in their nature. However, there are also a few purely geometric applications. The focus of this book are the geometric properties of the PCA in the context of PCA bounding boxes and reflective symmetry. A frequently used heuristic for computing a bounding box of a set of points is based on PCA. Here, the quality of the PCA bounding boxes is investigated. Bounds on the worst case ratio of the volume of the PCA bounding box and the volume of the minimum volume bounding box are presented. Also, the impact of the theoretical results on applications of several PCA variants in practice are studied. Symmetry detection is an important problem with many applications in pattern recognition, computer vision and computational geometry. In this book, we use a relation between the perfect reflective symmetry and the principal components of shapes to compute the planes of symmetry of perfect and approximate reflective symmetric point sets. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN.
Paperback. 148 pages. Dimensions: 8.7in. x 5.9in. x 0.3in.Most of the applications of Principal Component Analysis (PCA) are non-geometric in their nature. However, there are also a few purely geometric applications. The focus of this book are the geometric properties of the PCA in the context of PCA bounding boxes and reflective symmetry. A frequently used heuristic for computing a bounding box of a set of points is based on PCA. Here, the quality of the PCA bounding boxes is investigated. Bounds on the worst case ratio of the volume of the PCA bounding box and the volume of the minimum volume bounding box are presented. Also, the impact of the theoretical results on applications of several PCA variants in practice are studied. Symmetry detection is an important problem with many applications in pattern recognition, computer vision and computational geometry. In this book, we use a relation between the perfect reflective symmetry and the principal components of shapes to compute the planes of symmetry of perfect and approximate reflective symmetric point sets. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN.
2
Geometric Applications of Principal Component Analysis: Quality of PCA Bounding Boxes and Detecting Symmetry (2012)
EN PB NW
ISBN: 9783838134338 bzw. 3838134338, in Englisch, 148 Seiten, Südwestdeutscher Verlag für Hochschulschriften, Taschenbuch, neu.
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Lieferung aus: Vereinigte Staaten von Amerika, Usually ships in 6-10 business days.
Von Händler/Antiquariat, Blackwell's U.K. *Tracked Service to the USA*.
Most of the applications of Principal Component Analysis (PCA) are non-geometric in their nature. However, there are also a few purely geometric applications. The focus of this book are the geometric properties of the PCA in the context of PCA bounding boxes and reflective symmetry. A frequently used heuristic for computing a bounding box of a set of points is based on PCA. Here, the quality of the PCA bounding boxes is investigated. Bounds on the worst case ratio of the volume of the PCA bounding box and the volume of the minimum volume bounding box are presented. Also, the impact of the theoretical results on applications of several PCA variants in practice are studied. Symmetry detection is an important problem with many applications in pattern recognition, computer vision and computational geometry. In this book, we use a relation between the perfect reflective symmetry and the principal components of shapes to compute the planes of symmetry of perfect and approximate reflective symmetric point sets. Paperback, Label: Südwestdeutscher Verlag für Hochschulschriften, Südwestdeutscher Verlag für Hochschulschriften, Produktgruppe: Book, Publiziert: 2012-08-19, Studio: Südwestdeutscher Verlag für Hochschulschriften.
Von Händler/Antiquariat, Blackwell's U.K. *Tracked Service to the USA*.
Most of the applications of Principal Component Analysis (PCA) are non-geometric in their nature. However, there are also a few purely geometric applications. The focus of this book are the geometric properties of the PCA in the context of PCA bounding boxes and reflective symmetry. A frequently used heuristic for computing a bounding box of a set of points is based on PCA. Here, the quality of the PCA bounding boxes is investigated. Bounds on the worst case ratio of the volume of the PCA bounding box and the volume of the minimum volume bounding box are presented. Also, the impact of the theoretical results on applications of several PCA variants in practice are studied. Symmetry detection is an important problem with many applications in pattern recognition, computer vision and computational geometry. In this book, we use a relation between the perfect reflective symmetry and the principal components of shapes to compute the planes of symmetry of perfect and approximate reflective symmetric point sets. Paperback, Label: Südwestdeutscher Verlag für Hochschulschriften, Südwestdeutscher Verlag für Hochschulschriften, Produktgruppe: Book, Publiziert: 2012-08-19, Studio: Südwestdeutscher Verlag für Hochschulschriften.
3
Darko Dimitrov - Geometric Applications of Principal Component Analysis - Q NEU (2017)
DE NW
ISBN: 9783838134338 bzw. 3838134338, in Deutsch, neu.
Lieferung aus: Deutschland, Lieferart: Flat, Lieferung: Weltweit, Artikelstandort: Deutschland.
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4
Darko Dimitrov / Geometric Applications of Principal Compone . 9783838134338
DE NW
ISBN: 9783838134338 bzw. 3838134338, in Deutsch, neu.
Lieferung aus: Deutschland, Lieferart: Flat, Lieferung: Weltweit, Artikelstandort: 51469 Deutschland.
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5
NEW Geometric Applications Of Principal. BOOK (Paperback / softback)
DE PB NW
ISBN: 9783838134338 bzw. 3838134338, in Deutsch, Taschenbuch, neu.
Lieferung aus: Vereinigte Staaten von Amerika, Lieferart: Free, Lieferung: Europa, Artikelstandort: USA, Versandkostenfrei.
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