Constrained Clustering
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Constrained Clustering
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Author : Sugato Basu
language : en
Publisher: CRC Press
Release Date : 2008-08-18
Constrained Clustering written by Sugato Basu and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-08-18 with Computers categories.
Since the initial work on constrained clustering, there have been numerous advances in methods, applications, and our understanding of the theoretical properties of constraints and constrained clustering algorithms. Bringing these developments together, Constrained Clustering: Advances in Algorithms, Theory, and Applications presents an extensive collection of the latest innovations in clustering data analysis methods that use background knowledge encoded as constraints. Algorithms The first five chapters of this volume investigate advances in the use of instance-level, pairwise constraints for partitional and hierarchical clustering. The book then explores other types of constraints for clustering, including cluster size balancing, minimum cluster size,and cluster-level relational constraints. Theory It also describes variations of the traditional clustering under constraints problem as well as approximation algorithms with helpful performance guarantees. Applications The book ends by applying clustering with constraints to relational data, privacy-preserving data publishing, and video surveillance data. It discusses an interactive visual clustering approach, a distance metric learning approach, existential constraints, and automatically generated constraints. With contributions from industrial researchers and leading academic experts who pioneered the field, this volume delivers thorough coverage of the capabilities and limitations of constrained clustering methods as well as introduces new types of constraints and clustering algorithms.
A Combinatorial Optimization Approach To Constrained Clustering
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Author : Steffen Alexander Borgwardt
language : en
Publisher:
Release Date : 2010
A Combinatorial Optimization Approach To Constrained Clustering written by Steffen Alexander Borgwardt and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with categories.
Exact Algorithms For Size Constrained Clustering
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Author : Jianyi Lin
language : en
Publisher:
Release Date : 2013
Exact Algorithms For Size Constrained Clustering written by Jianyi Lin and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with Mathematics categories.
The Graduate School in Mathematical Sciences of the University of Milan consists of two PhD Programmes, one in Mathematics and the other one in Mathematics and Statistics for Computational Sciences. The series includes selected PhD Theses of the School for a better diffusion of them within the international scientific community. Digital copies of all volumes in this series will be available in Open Access at AIR, the Institutional Archive of the University of Milan
Encyclopedia Of Machine Learning
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Author : Claude Sammut
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-03-28
Encyclopedia Of Machine Learning written by Claude Sammut 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 2011-03-28 with Computers categories.
This comprehensive encyclopedia, in A-Z format, provides easy access to relevant information for those seeking entry into any aspect within the broad field of Machine Learning. Most of the entries in this preeminent work include useful literature references.
Obgen And Syngeodatagen Data Generators For Obstacle Facilitator Constrained Clustering
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Author : Howard J. (Howard John) Hamilton
language : en
Publisher: Regina : Department of Computer Science, University of Regina
Release Date : 2004
Obgen And Syngeodatagen Data Generators For Obstacle Facilitator Constrained Clustering written by Howard J. (Howard John) Hamilton and has been published by Regina : Department of Computer Science, University of Regina this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with categories.
Machine Learning And Data Mining In Pattern Recognition
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Author : Petra Perner
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-07-21
Machine Learning And Data Mining In Pattern Recognition written by Petra Perner 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 2009-07-21 with Computers categories.
There is no royal road to science, and only those who do not dread the fatiguing climb of its steep paths have a chance of gaining its luminous summits. Karl Marx A Universial Genius of the 19th Century Many scientists from all over the world during the past two years since the MLDM 2007 have come along on the stony way to the sunny summit of science and have worked hard on new ideas and applications in the area of data mining in pattern r- ognition. Our thanks go to all those who took part in this year's MLDM. We appre- ate their submissions and the ideas shared with the Program Committee. We received over 205 submissions from all over the world to the International Conference on - chine Learning and Data Mining, MLDM 2009. The Program Committee carefully selected the best papers for this year’s program and gave detailed comments on each submitted paper. There were 63 papers selected for oral presentation and 17 papers for poster presentation. The topics range from theoretical topics for classification, clustering, association rule and pattern mining to specific data-mining methods for the different multimedia data types such as image mining, text mining, video mining and Web mining. Among these topics this year were special contributions to subtopics such as attribute discre- zation and data preparation, novelty and outlier detection, and distances and simila- ties.
Medical Biometrics
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Author : David Zhang
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-06-09
Medical Biometrics written by David Zhang 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 2010-06-09 with Computers categories.
This volume constitutes the refereed proceedings of the Second International Conference on Medical Biometrics, ICMB 2010, held in Hong Kong, China, in June 2010.
Constrained Clustering Via Generalized Voronoi Diagrams
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Author : Fabian Klemm
language : en
Publisher:
Release Date : 2020
Constrained Clustering Via Generalized Voronoi Diagrams written by Fabian Klemm and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with categories.
Integration Of Constraint Programming Artificial Intelligence And Operations Research
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Author : Emmanuel Hebrard
language : en
Publisher: Springer Nature
Release Date : 2020-09-18
Integration Of Constraint Programming Artificial Intelligence And Operations Research written by Emmanuel Hebrard and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-18 with Computers categories.
The volume LNCS 12296 constitutes the papers of the 17th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research which will be held online in September 2020. The 32 regular papers presented together with 4 abstracts of fast-track papers were carefully reviewed and selected from a total of 72 submissions. Additionally, this volume includes the 4 abstracts and 2 invited papers by plenary speakers. The conference program also included a Master Class on the topic “Recent Advances in Optimization Paradigms and Solving Technology"
Trends And Applications In Knowledge Discovery And Data Mining
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Author : Jiuyong Li
language : en
Publisher: Springer
Release Date : 2013-08-23
Trends And Applications In Knowledge Discovery And Data Mining written by Jiuyong Li and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-23 with Computers categories.
This book constitutes the refereed proceedings at PAKDD Workshops 2013, affiliated with the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) held in Gold Coast, Australia in April 2013. The 47 revised full papers presented were carefully reviewed and selected from 92 submissions. The workshops affiliated with PAKDD 2013 include: Data Mining Applications in Industry and Government (DMApps), Data Analytics for Targeted Healthcare (DANTH), Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models (QIMIE), Biologically Inspired Techniques for Data Mining (BDM), Constraint Discovery and Application (CDA), Cloud Service Discovery (CloudSD).