Correlation Clustering

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Correlation Clustering

Author : Bonchi Francesco
Publisher : Springer Nature
ISBN 13 : 3031792106
Total Pages : 133 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Correlation Clustering by : Bonchi Francesco

Download or read book Correlation Clustering written by Bonchi Francesco and published by Springer Nature. This book was released on 2022-05-31 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: Given a set of objects and a pairwise similarity measure between them, the goal of correlation clustering is to partition the objects in a set of clusters to maximize the similarity of the objects within the same cluster and minimize the similarity of the objects in different clusters. In most of the variants of correlation clustering, the number of clusters is not a given parameter; instead, the optimal number of clusters is automatically determined. Correlation clustering is perhaps the most natural formulation of clustering: as it just needs a definition of similarity, its broad generality makes it applicable to a wide range of problems in different contexts, and, particularly, makes it naturally suitable to clustering structured objects for which feature vectors can be difficult to obtain. Despite its simplicity, generality, and wide applicability, correlation clustering has so far received much more attention from an algorithmic-theory perspective than from the data-mining community. The goal of this lecture is to show how correlation clustering can be a powerful addition to the toolkit of a data-mining researcher and practitioner, and to encourage further research in the area.

Advanced Data Mining and Applications

Author : Hiroshi Motoda
Publisher : Springer
ISBN 13 : 3642539173
Total Pages : 556 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Advanced Data Mining and Applications by : Hiroshi Motoda

Download or read book Advanced Data Mining and Applications written by Hiroshi Motoda and published by Springer. This book was released on 2013-12-16 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNAI 8346 and 8347 constitutes the thoroughly refereed proceedings of the 9th International Conference on Advanced Data Mining and Applications, ADMA 2013, held in Hangzhou, China, in December 2013. The 32 regular papers and 64 short papers presented in these two volumes were carefully reviewed and selected from 222 submissions. The papers included in these two volumes cover the following topics: opinion mining, behavior mining, data stream mining, sequential data mining, web mining, image mining, text mining, social network mining, classification, clustering, association rule mining, pattern mining, regression, predication, feature extraction, identification, privacy preservation, applications, and machine learning.

Algorithms and Computation

Author : Xiaotie Deng
Publisher : Springer
ISBN 13 : 3540324267
Total Pages : 1209 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Algorithms and Computation by : Xiaotie Deng

Download or read book Algorithms and Computation written by Xiaotie Deng and published by Springer. This book was released on 2005-12-03 with total page 1209 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th International Symposium on Algorithms and Computation, ISAAC 2005, held in Sanya, Hainan, China in December 2005. The 112 revised full papers presented were carefully reviewed and selected from 549 submissions. The papers are organized in topical sections on computational geometry, computational optimization, graph drawing and graph algorithms, computational complexity, approximation algorithms, internet algorithms, quantum computing and cryptography, data structure, computational biology, experimental algorithm mehodologies and online algorithms, randomized algorithms, parallel and distributed algorithms, graph drawing and graph algorithms, computational complexity, combinatorial optimization, computational biology, computational complexity, computational optimization, computational geometry, approximation algorithms, graph drawing and graph algorithms, computational geometry, approximation algorithms, graph drawing and graph algorithms, and data structure.

Smart Computing Techniques and Applications

Author : Suresh Chandra Satapathy
Publisher : Springer Nature
ISBN 13 : 9811615020
Total Pages : 801 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Smart Computing Techniques and Applications by : Suresh Chandra Satapathy

Download or read book Smart Computing Techniques and Applications written by Suresh Chandra Satapathy and published by Springer Nature. This book was released on 2021-07-13 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents best selected papers presented at the 4th International Conference on Smart Computing and Informatics (SCI 2020), held at the Department of Computer Science and Engineering, Vasavi College of Engineering (Autonomous), Hyderabad, Telangana, India. It presents advanced and multi-disciplinary research towards the design of smart computing and informatics. The theme is on a broader front which focuses on various innovation paradigms in system knowledge, intelligence and sustainability that may be applied to provide realistic solutions to varied problems in society, environment and industries. The scope is also extended towards the deployment of emerging computational and knowledge transfer approaches, optimizing solutions in various disciplines of science, technology and health care.

Algorithms - ESA 2003

Author : Giuseppe Di Battista
Publisher : Springer
ISBN 13 : 3540396586
Total Pages : 810 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Algorithms - ESA 2003 by : Giuseppe Di Battista

Download or read book Algorithms - ESA 2003 written by Giuseppe Di Battista and published by Springer. This book was released on 2003-10-02 with total page 810 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th Annual European Symposium on Algorithms, ESA 2003, held in Budapest, Hungary, in September 2003. The 66 revised full papers presented were carefully reviewed and selected from 165 submissions. The scope of the papers spans the entire range of algorithmics from design and mathematical analysis issues to real-world applications, engineering, and experimental analysis of algorithms.

Pattern Recognition

Author : Ullrich Köthe
Publisher : Springer Nature
ISBN 13 : 3031546059
Total Pages : 648 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Pattern Recognition by : Ullrich Köthe

Download or read book Pattern Recognition written by Ullrich Köthe and published by Springer Nature. This book was released on with total page 648 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Machine Learning and Knowledge Discovery in Databases. Research Track

Author : Nuria Oliver
Publisher : Springer Nature
ISBN 13 : 3030865207
Total Pages : 817 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Machine Learning and Knowledge Discovery in Databases. Research Track by : Nuria Oliver

Download or read book Machine Learning and Knowledge Discovery in Databases. Research Track written by Nuria Oliver and published by Springer Nature. This book was released on 2021-09-09 with total page 817 pages. Available in PDF, EPUB and Kindle. Book excerpt: The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and few-shot learning; learning algorithms and applications. Part II: Generative models; algorithms and learning theory; graphs and networks; interpretation, explainability, transparency, safety. Part III: Generative models; search and optimization; supervised learning; text mining and natural language processing; image processing, computer vision and visual analytics. Applied Data Science Track: Part IV: Anomaly detection and malware; spatio-temporal data; e-commerce and finance; healthcare and medical applications (including Covid); mobility and transportation. Part V: Automating machine learning, optimization, and feature engineering; machine learning based simulations and knowledge discovery; recommender systems and behavior modeling; natural language processing; remote sensing, image and video processing; social media.

Combinatorial Optimization and Applications

Author : Weili Wu
Publisher : Springer Nature
ISBN 13 : 3031496116
Total Pages : 535 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Combinatorial Optimization and Applications by : Weili Wu

Download or read book Combinatorial Optimization and Applications written by Weili Wu and published by Springer Nature. This book was released on 2024-01-09 with total page 535 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 14461 and LNCS 14462 constitutes the refereed proceedings of the 17th International Conference on Combinatorial Optimization and Applications, COCOA 2023, held in Hawaii, HI, USA, during December 15–17, 2023. The 73 full papers included in the proceedings were carefully reviewed and selected from 117 submissions. They were organized in topical sections as follows: Part I: Optimization in graphs; scheduling; set-related optimization; applied optimization and algorithm; Graph planer and others; Part II: Modeling and algorithms; complexity and approximation; combinatorics and computing; optimization and algorithms; extreme graph and others; machine learning, blockchain and others.

Algorithmic Aspects in Information and Management

Author : Zhao Zhang
Publisher : Springer Nature
ISBN 13 : 3030576027
Total Pages : 652 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Algorithmic Aspects in Information and Management by : Zhao Zhang

Download or read book Algorithmic Aspects in Information and Management written by Zhao Zhang and published by Springer Nature. This book was released on 2020-08-09 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the proceedings of the 14th International Conference on Algorithmic Aspects in Information and Management, AAIM 2020, held in Jinhua, China in August 2020. The 39 full papers and 17 short papers presented were carefully reviewed and selected from 76 submissions. The papers deal with emerging important algorithmic problems with a focus on the fundamental background, theoretical technology development, and real-world applications associated with information and management analysis, modeling and data mining. Special considerations are given to algorithmic research that was motivated by real-world applications.

Recent Advances in Computational Optimization

Author : Stefka Fidanova
Publisher : Springer
ISBN 13 : 3319401327
Total Pages : 306 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Recent Advances in Computational Optimization by : Stefka Fidanova

Download or read book Recent Advances in Computational Optimization written by Stefka Fidanova and published by Springer. This book was released on 2016-07-15 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is a comprehensive collection of extended contributions from the Workshop on Computational Optimization 2015. It presents recent advances in computational optimization. The volume includes important real life problems like parameter settings for controlling processes in bioreactor, control of ethanol production, minimal convex hill with application in routing algorithms, graph coloring, flow design in photonic data transport system, predicting indoor temperature, crisis control center monitoring, fuel consumption of helicopters, portfolio selection, GPS surveying and so on. It shows how to develop algorithms for them based on new metaheuristic methods like evolutionary computation, ant colony optimization, constrain programming and others. This research demonstrates how some real-world problems arising in engineering, economics, medicine and other domains can be formulated as optimization problems.

Smart Trends in Information Technology and Computer Communications

Author : Aynur Unal
Publisher : Springer
ISBN 13 : 9811034338
Total Pages : 942 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Smart Trends in Information Technology and Computer Communications by : Aynur Unal

Download or read book Smart Trends in Information Technology and Computer Communications written by Aynur Unal and published by Springer. This book was released on 2016-12-24 with total page 942 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the First International Conference on Smart Trends in Information Technology and Computer Communications, SmartCom 2016, held in Jaipur, India, in August 2016. The 106 revised papers presented were carefully reviewed and selected from 469 submissions. The papers address issues on smart and secure systems; technologies for digital world; data centric approaches; applications for e-agriculture and e-health; products and IT innovations; research for knowledge computing.

Approximation and Online Algorithms

Author : Klaus Jansen
Publisher : Springer
ISBN 13 : 3319517414
Total Pages : 223 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Approximation and Online Algorithms by : Klaus Jansen

Download or read book Approximation and Online Algorithms written by Klaus Jansen and published by Springer. This book was released on 2017-01-06 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of the 14th International Workshop on Approximation and Online Algorithms, WAOA 2016, held in Aarhus, Denmark, in August 2016 as part of ALGO 2016. The 16 revised full papers presented together with 2 invited lectures were carefully reviewed and selected from 33 submissions. Topics of interest for WAOA 2016 were: coloring and partitioning, competitive analysis, network design, packing and covering, paradigms for design and analysis of approximation and online algorithms, randomization techniques, real world applications, and scheduling problems.

Computational Data and Social Networks

Author : David Mohaisen
Publisher : Springer Nature
ISBN 13 : 3030914348
Total Pages : 392 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Computational Data and Social Networks by : David Mohaisen

Download or read book Computational Data and Social Networks written by David Mohaisen and published by Springer Nature. This book was released on 2021-12-03 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 10th International Conference on Computational Data and Social Networks, CSoNet 2021, which was held online during November 15-17, 2021. The conference was initially planned to take place in Montreal, Quebec, Canada, but changed to an online event due to the COVID-19 pandemic. The 24 full and 8 short papers included in this book were carefully reviewed and selected from 57 submissions. They were organized in topical sections as follows: Combinatorial optimization and learning; deep learning and applications to complex and social systems; measurements of insight from data; complex networks analytics; special track on fact-checking, fake news and malware detection in online social networks; and special track on information spread in social and data networks.

Constrained Clustering

Author : Sugato Basu
Publisher : CRC Press
ISBN 13 : 9781584889977
Total Pages : 472 pages
Book Rating : 4.8/5 (899 download)

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Book Synopsis Constrained Clustering by : Sugato Basu

Download or read book Constrained Clustering written by Sugato Basu and published by CRC Press. This book was released on 2008-08-18 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Scientific and Statistical Database Management

Author : Bertram Ludäscher
Publisher : Springer
ISBN 13 : 3540694978
Total Pages : 631 pages
Book Rating : 4.5/5 (46 download)

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Book Synopsis Scientific and Statistical Database Management by : Bertram Ludäscher

Download or read book Scientific and Statistical Database Management written by Bertram Ludäscher and published by Springer. This book was released on 2008-07-11 with total page 631 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 20th International Conference on Scientific and Statistical Database Management, SSDBM 2008, held in Hong Kong, China, in July 2008. The 28 revised full papers, 7 revised short papers and 8 poster and demo papers presented together with 3 invited talks were carefully reviewed and selected from 84 submissions. The papers are organized in topical sections on query optimization in scientific databases, privacy, searching and mining graphs, data streams, scientific database applications, advanced indexing methods, data mining, as well as advanced queries and uncertain data.

Computer Vision – ECCV 2012

Author : Andrew Fitzgibbon
Publisher : Springer
ISBN 13 : 364233783X
Total Pages : 913 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Computer Vision – ECCV 2012 by : Andrew Fitzgibbon

Download or read book Computer Vision – ECCV 2012 written by Andrew Fitzgibbon and published by Springer. This book was released on 2012-09-26 with total page 913 pages. Available in PDF, EPUB and Kindle. Book excerpt: The seven-volume set comprising LNCS volumes 7572-7578 constitutes the refereed proceedings of the 12th European Conference on Computer Vision, ECCV 2012, held in Florence, Italy, in October 2012. The 408 revised papers presented were carefully reviewed and selected from 1437 submissions. The papers are organized in topical sections on geometry, 2D and 3D shapes, 3D reconstruction, visual recognition and classification, visual features and image matching, visual monitoring: action and activities, models, optimisation, learning, visual tracking and image registration, photometry: lighting and colour, and image segmentation.

Discrete Optimization and Operations Research

Author : Yury Kochetov
Publisher : Springer
ISBN 13 : 3319449141
Total Pages : 597 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Discrete Optimization and Operations Research by : Yury Kochetov

Download or read book Discrete Optimization and Operations Research written by Yury Kochetov and published by Springer. This book was released on 2016-09-09 with total page 597 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 9th International Conference on Discrete Optimization and Operations Research, DOOR 2016, held in Vladivostok, Russia, in September 2016. The 39 full papers presented in this volume were carefully reviewed and selected from 181 submissions. They were organized in topical sections named: discrete optimization; scheduling problems; facility location; mathematical programming; mathematical economics and games; applications of operational research; and short communications.