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Dissimilarity Representations In Pattern Recognition


Dissimilarity Representations In Pattern Recognition
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Dissimilarity Representation For Pattern Recognition The Foundations And Applications


Dissimilarity Representation For Pattern Recognition The Foundations And Applications
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Author : Robert P W Duin
language : en
Publisher: World Scientific
Release Date : 2005-11-22

Dissimilarity Representation For Pattern Recognition The Foundations And Applications written by Robert P W Duin and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-11-22 with Computers categories.


This book provides a fundamentally new approach to pattern recognition in which objects are characterized by relations to other objects instead of by using features or models. This 'dissimilarity representation' bridges the gap between the traditionally opposing approaches of statistical and structural pattern recognition.Physical phenomena, objects and events in the world are related in various and often complex ways. Such relations are usually modeled in the form of graphs or diagrams. While this is useful for communication between experts, such representation is difficult to combine and integrate by machine learning procedures. However, if the relations are captured by sets of dissimilarities, general data analysis procedures may be applied for analysis.With their detailed description of an unprecedented approach absent from traditional textbooks, the authors have crafted an essential book for every researcher and systems designer studying or developing pattern recognition systems.



The Dissimilarity Representation For Pattern Recognition


The Dissimilarity Representation For Pattern Recognition
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Author : El?bieta P?kalska
language : en
Publisher: World Scientific
Release Date : 2005

The Dissimilarity Representation For Pattern Recognition written by El?bieta P?kalska and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computers categories.


This book provides a fundamentally new approach to pattern recognition in which objects are characterized by relations to other objects instead of by using features or models. This 'dissimilarity representation' bridges the gap between the traditionally opposing approaches of statistical and structural pattern recognition.Physical phenomena, objects and events in the world are related in various and often complex ways. Such relations are usually modeled in the form of graphs or diagrams. While this is useful for communication between experts, such representation is difficult to combine and integrate by machine learning procedures. However, if the relations are captured by sets of dissimilarities, general data analysis procedures may be applied for analysis.With their detailed description of an unprecedented approach absent from traditional textbooks, the authors have crafted an essential book for every researcher and systems designer studying or developing pattern recognition systems.



Dissimilarity Representations In Pattern Recognition


Dissimilarity Representations In Pattern Recognition
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Author : Elżbieta Pękalska
language : en
Publisher:
Release Date : 2005

Dissimilarity Representations In Pattern Recognition written by Elżbieta Pękalska and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with categories.




Progress In Pattern Recognition Image Analysis Computer Vision And Applications


Progress In Pattern Recognition Image Analysis Computer Vision And Applications
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Author : César San Martin
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-10-28

Progress In Pattern Recognition Image Analysis Computer Vision And Applications written by César San Martin and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-10-28 with Computers categories.


This book constitutes the refereed proceedings of the 16th Iberoamerican Congress on Pattern Recognition, CIARP 2011, held in Pucón, Chile, in November 2011. The 81 revised full papers presented together with 3 keynotes were carefully reviewed and selected from numerous submissions. Topics of interest covered are image processing, restoration and segmentation; computer vision; clustering and artificial intelligence; pattern recognition and classification; applications of pattern recognition; and Chilean Workshop on Pattern Recognition.



Similarity Based Pattern Recognition


Similarity Based Pattern Recognition
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Author : Aasa Feragen
language : en
Publisher: Springer
Release Date : 2015-10-04

Similarity Based Pattern Recognition written by Aasa Feragen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-10-04 with Computers categories.


This book constitutes the proceedings of the Third International Workshop on Similarity Based Pattern Analysis and Recognition, SIMBAD 2015, which was held in Copenahgen, Denmark, in October 2015. The 15 full and 8 short papers presented were carefully reviewed and selected from 30 submissions.The workshop focus on problems, techniques, applications, and perspectives: from supervisedto unsupervised learning, from generative to discriminative models, and fromtheoretical issues to empirical validations.



Advances In Knowledge Acquisition And Management


Advances In Knowledge Acquisition And Management
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Author : Achim Hoffmann
language : en
Publisher: Springer
Release Date : 2006-12-07

Advances In Knowledge Acquisition And Management written by Achim Hoffmann and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-12-07 with Computers categories.


This book constitutes the thoroughly refereed post-proceedings of the 2006 Pacific Rim Knowledge Acquisition Workshop, PKAW 2006, held in Guilin, China in August 2006 as part of 9th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2006. It covers ontology and knowledge acquisition, algorithm approaches to knowledge acquisition, incremental knowledge acquisition and RDR, as well as machine learning and data mining.



Graph Classification And Clustering Based On Vector Space Embedding


Graph Classification And Clustering Based On Vector Space Embedding
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Author : Kaspar Riesen
language : en
Publisher: World Scientific
Release Date : 2010-04-29

Graph Classification And Clustering Based On Vector Space Embedding written by Kaspar Riesen and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-04-29 with Computers categories.


This book is concerned with a fundamentally novel approach to graph-based pattern recognition based on vector space embedding of graphs. It aims at condensing the high representational power of graphs into a computationally efficient and mathematically convenient feature vector.This volume utilizes the dissimilarity space representation originally proposed by Duin and Pekalska to embed graphs in real vector spaces. Such an embedding gives one access to all algorithms developed in the past for feature vectors, which has been the predominant representation formalism in pattern recognition and related areas for a long time.



Progress In Pattern Recognition Image Analysis Computer Vision And Applications


Progress In Pattern Recognition Image Analysis Computer Vision And Applications
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Author : Eduardo Bayro Corrochano
language : en
Publisher: Springer Science & Business Media
Release Date : 2009

Progress In Pattern Recognition Image Analysis Computer Vision And Applications written by Eduardo Bayro Corrochano and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Computer vision categories.


Annotation. This book constitutes the refereed proceedings of the 14th Iberoamerican Congress on Pattern Recognition, CIARP 2009, held in Guadalajara, Mexico, in November 2009. The 64 revised full papers presented together with 44 posters were carefully reviewed and selected from 187 submissions. The papers are organized in topical sections on image coding, processing and analysis; segmentation, analysis of shape and texture; geometric image processing and analysis; analysis of signal, speech and language; document processing and recognition; feature extraction, clustering and classification; statistical pattern recognition; neural networks for pattern recognition; computer vision; video segmentation and tracking; robot vision; intelligent remote sensing, imagery research and discovery techniques; intelligent computing for remote sensing imagery; as well as intelligent fusion and classification techniques.



Progress In Pattern Recognition Image Analysis Computer Vision And Applications


Progress In Pattern Recognition Image Analysis Computer Vision And Applications
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Author : José Ruiz-Shulcloper
language : en
Publisher: Springer
Release Date : 2013-11-04

Progress In Pattern Recognition Image Analysis Computer Vision And Applications written by José Ruiz-Shulcloper and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-11-04 with Computers categories.


The two-volume set LNCS 8258 and 8259 constitutes the refereed proceedings of the 18th Iberoamerican Congress on Pattern Recognition, CIARP 2013, held in Havana, Cuba, in November 2013. The 137 papers presented, together with two keynotes, were carefully reviewed and selected from 262 submissions. The papers are organized in topical sections on mathematical theory of PR, supervised and unsupervised classification, feature or instance selection for classification, image analysis and retrieval, signals analysis and processing, applications of pattern recognition, biometrics, video analysis, and data mining.



Data Complexity In Pattern Recognition


Data Complexity In Pattern Recognition
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Author : Mitra Basu
language : en
Publisher: Springer Science & Business Media
Release Date : 2006-12-22

Data Complexity In Pattern Recognition written by Mitra Basu and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-12-22 with Computers categories.


Machines capable of automatic pattern recognition have many fascinating uses in science & engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability. This book takes a close view of data complexity & its role in shaping the theories & techniques in different disciplines & asks: What is missing from current classification techniques? When the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task? How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data? Uunique in its comprehensive coverage & multidisciplinary approach from various methodological & practical perspectives, researchers & practitioners will find this book an insightful reference to learn about current available techniques as well as application areas.