Parametric and nonparametric inference for statistical dynamic shape analysis with applications:
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| Main Authors: | , , , , |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham
Springer
[2016]
|
| Series: | SpringerBriefs in statistics
|
| Subjects: | |
| Online Access: | BTU01 FHR01 FRO01 TUM01 UBM01 UBT01 UBW01 UEI01 UPA01 Volltext Abstract Inhaltsverzeichnis |
| Physical Description: | 1 Online Ressource (X, 115 Seiten, 48 illus., 27 illus. in color) |
| ISBN: | 9783319263113 |
| ISSN: | 2191-544X |
| DOI: | 10.1007/978-3-319-26311-3 |
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Record in the Search Index
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| adam_text | PARAMETRIC AND NONPARAMETRIC INFERENCE FOR STATISTICAL DYNAMIC SHAPE
ANALYSIS WITH APPLICATIONS
/ BROMBIN, CHIARA
: 2016
ABSTRACT / INHALTSTEXT
THIS BOOK CONSIDERS SPECIFIC INFERENTIAL ISSUES ARISING FROM THE
ANALYSIS OF DYNAMIC SHAPES WITH THE ATTEMPT TO SOLVE THE PROBLEMS AT
HAND USING PROBABILITY MODELS AND NONPARAMETRIC TESTS. THE MODELS ARE
SIMPLE TO UNDERSTAND AND INTERPRET AND PROVIDE A USEFUL TOOL TO DESCRIBE
THE GLOBAL DYNAMICS OF THE LANDMARK CONFIGURATIONS. HOWEVER, BECAUSE OF
THE NON-EUCLIDEAN NATURE OF SHAPE SPACES, DISTRIBUTIONS IN SHAPE SPACES
ARE NOT STRAIGHTFORWARD TO OBTAIN. THE BOOK EXPLORES THE USE OF THE
GAUSSIAN DISTRIBUTION IN THE CONFIGURATION SPACE, WITH SIMILARITY
TRANSFORMATIONS INTEGRATED OUT. SPECIFICALLY, IT WORKS WITH THE
OFFSET-NORMAL SHAPE DISTRIBUTION AS A PROBABILITY MODEL FOR STATISTICAL
INFERENCE ON A SAMPLE OF A TEMPORAL SEQUENCE OF LANDMARK CONFIGURATIONS.
THIS ENABLES INFERENCE FOR GAUSSIAN PROCESSES FROM CONFIGURATIONS ONTO
THE SHAPE SPACE. THE BOOK IS DIVIDED IN TWO PARTS, WITH THE FIRST THREE
CHAPTERS COVERING MATERIAL ON THE OFFSET-NORMAL SHAPE DISTRIBUTION, AND
THE REMAINING CHAPTERS COVERING THE THEORY OF NONPARAMETRIC COMBINATION
(NPC) TESTS. THE CHAPTERS OFFER A COLLECTION OF APPLICATIONS WHICH ARE
BOUND TOGETHER BY THE THEME OF THIS BOOK. THEY REFER TO THE ANALYSIS OF
DATA FROM THE FG-NET (FACE AND GESTURE RECOGNITION RESEARCH NETWORK)
DATABASE WITH FACIAL EXPRESSIONS. FOR THESE DATA, IT MAY BE DESIRABLE TO
PROVIDE A DESCRIPTION OF THE DYNAMICS OF THE EXPRESSIONS, OR TESTING
WHETHER THERE IS A DIFFERENCE BETWEEN THE DYNAMICS OF TWO FACIAL
EXPRESSIONS OR TESTING WHICH OF THE LANDMARKS ARE MORE INFORMATIVE IN
EXPLAINING THE PATTERN OF AN EXPRESSION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
PARAMETRIC AND NONPARAMETRIC INFERENCE FOR STATISTICAL DYNAMIC SHAPE
ANALYSIS WITH APPLICATIONS
/ BROMBIN, CHIARA
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PART I OFFSET NORMAL DISTRIBUTION FOR DYNAMIC SHAPES
BASIC CONCEPTS AND DEFINITIONS
SHAPE INFERENCE AND THE OFFSET-NORMAL DISTRIBUTION
DYNAMIC SHAPE ANALYSIS THROUGH THE OFFSET-NORMAL DISTRIBUTION
PART II COMBINATION-BASED PERMUTATION TESTS FOR SHAPE ANALYSIS
PARAMETRIC AND NON-PARAMETRIC TESTING OF MEAN SHAPES
APPLICATIONS OF NPC METHODOLOGY
SHAPE INFERENCE AND THE OFFSET-NORMAL DISTRIBUTION.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Brombin, Chiara Salmaso, Luigi Fontanella, Lara Ippoliti, Luigi Fusilli, Caterina |
| author_facet | Brombin, Chiara Salmaso, Luigi Fontanella, Lara Ippoliti, Luigi Fusilli, Caterina |
| author_role | aut aut aut aut aut |
| author_sort | Brombin, Chiara |
| author_variant | c b cb l s ls l f lf l i li c f cf |
| building | Verbundindex |
| bvnumber | BV043422766 |
| classification_tum | MAT 000 |
| collection | ZDB-2-SMA |
| ctrlnum | (OCoLC)943795831 (DE-599)BVBBV043422766 |
| dewey-full | 519.5 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
| dewey-sort | 3519.5 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik |
| doi_str_mv | 10.1007/978-3-319-26311-3 |
| format | Electronic eBook |
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| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:25:30Z |
| institution | BVB |
| isbn | 9783319263113 |
| issn | 2191-544X |
| language | English |
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| spelling | Brombin, Chiara Verfasser aut Parametric and nonparametric inference for statistical dynamic shape analysis with applications Chiara Brombin, Luigi Salmaso, Lara Fontanella, Luigi Ippoliti, Caterina Fusilli Cham Springer [2016] © 2016 1 Online Ressource (X, 115 Seiten, 48 illus., 27 illus. in color) txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in statistics 2191-544X Statistics Mathematical statistics Computer mathematics Statistical Theory and Methods Probability and Statistics in Computer Science Computational Mathematics and Numerical Analysis Statistik Salmaso, Luigi Verfasser aut Fontanella, Lara Verfasser aut Ippoliti, Luigi Verfasser aut Fusilli, Caterina Verfasser aut Erscheint auch als Druckausgabe 978-3-319-26310-6 https://doi.org/10.1007/978-3-319-26311-3 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028840659&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028840659&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Brombin, Chiara Salmaso, Luigi Fontanella, Lara Ippoliti, Luigi Fusilli, Caterina Parametric and nonparametric inference for statistical dynamic shape analysis with applications Statistics Mathematical statistics Computer mathematics Statistical Theory and Methods Probability and Statistics in Computer Science Computational Mathematics and Numerical Analysis Statistik |
| title | Parametric and nonparametric inference for statistical dynamic shape analysis with applications |
| title_auth | Parametric and nonparametric inference for statistical dynamic shape analysis with applications |
| title_exact_search | Parametric and nonparametric inference for statistical dynamic shape analysis with applications |
| title_full | Parametric and nonparametric inference for statistical dynamic shape analysis with applications Chiara Brombin, Luigi Salmaso, Lara Fontanella, Luigi Ippoliti, Caterina Fusilli |
| title_fullStr | Parametric and nonparametric inference for statistical dynamic shape analysis with applications Chiara Brombin, Luigi Salmaso, Lara Fontanella, Luigi Ippoliti, Caterina Fusilli |
| title_full_unstemmed | Parametric and nonparametric inference for statistical dynamic shape analysis with applications Chiara Brombin, Luigi Salmaso, Lara Fontanella, Luigi Ippoliti, Caterina Fusilli |
| title_short | Parametric and nonparametric inference for statistical dynamic shape analysis with applications |
| title_sort | parametric and nonparametric inference for statistical dynamic shape analysis with applications |
| topic | Statistics Mathematical statistics Computer mathematics Statistical Theory and Methods Probability and Statistics in Computer Science Computational Mathematics and Numerical Analysis Statistik |
| topic_facet | Statistics Mathematical statistics Computer mathematics Statistical Theory and Methods Probability and Statistics in Computer Science Computational Mathematics and Numerical Analysis Statistik |
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