Efficient Indexing Methods For Query Processing On Large Graphs

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Efficient Optimization and Processing of Queries Over Text-rich Graph-structured Data

Author : Günter Ladwig
Publisher : KIT Scientific Publishing
ISBN 13 : 3731500159
Total Pages : 254 pages
Book Rating : 4.7/5 (315 download)

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Book Synopsis Efficient Optimization and Processing of Queries Over Text-rich Graph-structured Data by : Günter Ladwig

Download or read book Efficient Optimization and Processing of Queries Over Text-rich Graph-structured Data written by Günter Ladwig and published by KIT Scientific Publishing. This book was released on 2014-05-13 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many databases today capture both, structured and unstructured data. Making use of such hybrid data has become an important topic in research and industry. The efficient evaluation of hybrid data queries is the main topic of this thesis. Novel techniques are proposed that improve the whole processing pipeline, from indexes and query optimization to run-time processing. The contributions are evaluated in extensive experiments showing that the proposed techniques improve upon the state of the art.

Advanced Data Mining and Applications

Author : Shuigeng Zhou
Publisher : Springer Science & Business Media
ISBN 13 : 3642355277
Total Pages : 812 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Advanced Data Mining and Applications by : Shuigeng Zhou

Download or read book Advanced Data Mining and Applications written by Shuigeng Zhou and published by Springer Science & Business Media. This book was released on 2012-12-09 with total page 812 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 8th International Conference on Advanced Data Mining and Applications, ADMA 2012, held in Nanjing, China, in December 2012. The 32 regular papers and 32 short papers presented in this volume were carefully reviewed and selected from 168 submissions. They are organized in topical sections named: social media mining; clustering; machine learning: algorithms and applications; classification; prediction, regression and recognition; optimization and approximation; mining time series and streaming data; Web mining and semantic analysis; data mining applications; search and retrieval; information recommendation and hiding; outlier detection; topic modeling; and data cube computing.

Efficiently Indexing High Dimensional Data Spaces

Author : Christian Böhm
Publisher : Herbert Utz Verlag
ISBN 13 : 9783896754707
Total Pages : 266 pages
Book Rating : 4.7/5 (547 download)

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Book Synopsis Efficiently Indexing High Dimensional Data Spaces by : Christian Böhm

Download or read book Efficiently Indexing High Dimensional Data Spaces written by Christian Böhm and published by Herbert Utz Verlag. This book was released on 1999 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Knowledge Graphs and Big Data Processing

Author : Valentina Janev
Publisher : Springer Nature
ISBN 13 : 3030531996
Total Pages : 212 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Knowledge Graphs and Big Data Processing by : Valentina Janev

Download or read book Knowledge Graphs and Big Data Processing written by Valentina Janev and published by Springer Nature. This book was released on 2020-07-15 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book is part of the LAMBDA Project (Learning, Applying, Multiplying Big Data Analytics), funded by the European Union, GA No. 809965. Data Analytics involves applying algorithmic processes to derive insights. Nowadays it is used in many industries to allow organizations and companies to make better decisions as well as to verify or disprove existing theories or models. The term data analytics is often used interchangeably with intelligence, statistics, reasoning, data mining, knowledge discovery, and others. The goal of this book is to introduce some of the definitions, methods, tools, frameworks, and solutions for big data processing, starting from the process of information extraction and knowledge representation, via knowledge processing and analytics to visualization, sense-making, and practical applications. Each chapter in this book addresses some pertinent aspect of the data processing chain, with a specific focus on understanding Enterprise Knowledge Graphs, Semantic Big Data Architectures, and Smart Data Analytics solutions. This book is addressed to graduate students from technical disciplines, to professional audiences following continuous education short courses, and to researchers from diverse areas following self-study courses. Basic skills in computer science, mathematics, and statistics are required.

Database Systems for Advanced Applications

Author : Christian S. Jensen
Publisher : Springer Nature
ISBN 13 : 3030731979
Total Pages : 801 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Database Systems for Advanced Applications by : Christian S. Jensen

Download or read book Database Systems for Advanced Applications written by Christian S. Jensen and published by Springer Nature. This book was released on 2021-04-06 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 12681-12683 constitutes the proceedings of the 26th International Conference on Database Systems for Advanced Applications, DASFAA 2021, held in Taipei, Taiwan, in April 2021. The total of 156 papers presented in this three-volume set was carefully reviewed and selected from 490 submissions. The topic areas for the selected papers include information retrieval, search and recommendation techniques; RDF, knowledge graphs, semantic web, and knowledge management; and spatial, temporal, sequence, and streaming data management, while the dominant keywords are network, recommendation, graph, learning, and model. These topic areas and keywords shed the light on the direction where the research in DASFAA is moving towards. Due to the Corona pandemic this event was held virtually.

Managing and Mining Graph Data

Author : Charu C. Aggarwal
Publisher : Springer Science & Business Media
ISBN 13 : 1441960457
Total Pages : 623 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Managing and Mining Graph Data by : Charu C. Aggarwal

Download or read book Managing and Mining Graph Data written by Charu C. Aggarwal and published by Springer Science & Business Media. This book was released on 2010-02-02 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: Managing and Mining Graph Data is a comprehensive survey book in graph management and mining. It contains extensive surveys on a variety of important graph topics such as graph languages, indexing, clustering, data generation, pattern mining, classification, keyword search, pattern matching, and privacy. It also studies a number of domain-specific scenarios such as stream mining, web graphs, social networks, chemical and biological data. The chapters are written by well known researchers in the field, and provide a broad perspective of the area. This is the first comprehensive survey book in the emerging topic of graph data processing. Managing and Mining Graph Data is designed for a varied audience composed of professors, researchers and practitioners in industry. This volume is also suitable as a reference book for advanced-level database students in computer science and engineering.

Bioinformatics

Author : Information Resources Management Association
Publisher : IGI Global
ISBN 13 : 146663605X
Total Pages : 1826 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Bioinformatics by : Information Resources Management Association

Download or read book Bioinformatics written by Information Resources Management Association and published by IGI Global. This book was released on 2013-03-31 with total page 1826 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Bioinformatics: Concepts, Methodologies, Tools, and Applications highlights the area of bioinformatics and its impact over the medical community with its innovations that change how we recognize and care for illnesses"--Provided by publisher.

Database Systems for Advanced Applications

Author : Jianliang Xu
Publisher : Springer Science & Business Media
ISBN 13 : 3642202438
Total Pages : 573 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Database Systems for Advanced Applications by : Jianliang Xu

Download or read book Database Systems for Advanced Applications written by Jianliang Xu and published by Springer Science & Business Media. This book was released on 2011-04-06 with total page 573 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the workshop proceedings of the 16th International Conference on Database Systems for Advanced Applications, DASFAA 2011, held in Hong Kong, China, in April 2011. The volume contains six workshops, each focusing on specific research issues that contribute to the main themes of the DASFAA conference: The First International Workshop on Graph-structured Data Bases (GDB 2011); the First International Workshop on Spatial Information Modeling, Management and Mining (SIM3 2011); the International Workshop on Flash-based Database Systems (FlashDB 2011); the Second International Workshop on Social Networks and Social Media Mining on the Web (SNSMW 2011); the First International Workshop on Data Management for Emerging Network Infrastructures (DaMEN 2011); and the Fourth International Workshop on Data Quality in Integration Systems (DQIS 2011).

On Uncertain Graphs

Author : Arijit Khan
Publisher : Springer Nature
ISBN 13 : 3031018605
Total Pages : 80 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis On Uncertain Graphs by : Arijit Khan

Download or read book On Uncertain Graphs written by Arijit Khan and published by Springer Nature. This book was released on 2022-05-31 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt: Large-scale, highly interconnected networks, which are often modeled as graphs, pervade both our society and the natural world around us. Uncertainty, on the other hand, is inherent in the underlying data due to a variety of reasons, such as noisy measurements, lack of precise information needs, inference and prediction models, or explicit manipulation, e.g., for privacy purposes. Therefore, uncertain, or probabilistic, graphs are increasingly used to represent noisy linked data in many emerging application scenarios, and they have recently become a hot topic in the database and data mining communities. Many classical algorithms such as reachability and shortest path queries become #P-complete and, thus, more expensive over uncertain graphs. Moreover, various complex queries and analytics are also emerging over uncertain networks, such as pattern matching, information diffusion, and influence maximization queries. In this book, we discuss the sources of uncertain graphs and their applications, uncertainty modeling, as well as the complexities and algorithmic advances on uncertain graphs processing in the context of both classical and emerging graph queries and analytics. We emphasize the current challenges and highlight some future research directions.

Database Systems for Advanced Applications

Author : Sang-goo Lee
Publisher : Springer
ISBN 13 : 3642290388
Total Pages : 615 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Database Systems for Advanced Applications by : Sang-goo Lee

Download or read book Database Systems for Advanced Applications written by Sang-goo Lee and published by Springer. This book was released on 2012-04-05 with total page 615 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set LNCS 7238 and LNCS 7239 constitutes the refereed proceedings of the 17th International Conference on Database Systems for Advanced Applications, DASFAA 2012, held in Busan, South Korea, in April 2012. The 44 revised full papers and 8 short papers presented together with 2 invited keynote papers, 8 industrial papers, 8 demo presentations, 4 tutorials and 1 panel paper were carefully reviewed and selected from a total of 159 submissions. The topics covered are query processing and optimization, data semantics, XML and semi-structured data, data mining and knowledge discovery, privacy and anonymity, data management in the Web, graphs and data mining applications, temporal and spatial data, top-k and skyline query processing, information retrieval and recommendation, indexing and search systems, cloud computing and scalability, memory-based query processing, semantic and decision support systems, social data, data mining.

Database Systems for Advanced Applications

Author : Hiroyuki Kitagawa
Publisher : Springer Science & Business Media
ISBN 13 : 3642120253
Total Pages : 667 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Database Systems for Advanced Applications by : Hiroyuki Kitagawa

Download or read book Database Systems for Advanced Applications written by Hiroyuki Kitagawa and published by Springer Science & Business Media. This book was released on 2010-03-18 with total page 667 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set LNCS 5981 and LNCS 5982 constitutes the refereed proceedings of the 15th International Conference on Database Systems for Advanced Applications, DASFAA 2010, held in Tsukuba, Japan, in April 2010. The 39 revised full papers and 16 revised short papers presented together with 3 invited keynote papers, 22 demonstration papers, 6 industrial papers, and 2 keynote talks were carefully reviewed and selected from 285 submissions. The papers of the first volume are organized in topical sections on P2P-based technologies, data mining technologies, XML search and matching, graphs, spatialdatabases, XML technologies, time series and streams, advanced data mining, query processing, Web, sensor networks and communications, information management, as well as communities and Web graphs. The second volume contains contributions related to trajectories and moving objects, skyline queries, privacy and security, data streams, similarity search and event processing, storage and advanced topics, industrial, demo papers, and tutorials and panels.

Modern B-Tree Techniques

Author : Goetz Graefe
Publisher : Now Publishers Inc
ISBN 13 : 1601984820
Total Pages : 216 pages
Book Rating : 4.6/5 (19 download)

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Book Synopsis Modern B-Tree Techniques by : Goetz Graefe

Download or read book Modern B-Tree Techniques written by Goetz Graefe and published by Now Publishers Inc. This book was released on 2011 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: Invented about 40 years ago and called ubiquitous less than 10 years later, B-tree indexes have been used in a wide variety of computing systems from handheld devices to mainframes and server farms. Over the years, many techniques have been added to the basic design in order to improve efficiency or to add functionality. Examples include separation of updates to structure or contents, utility operations such as non-logged yet transactional index creation, and robust query processing such as graceful degradation during index-to-index navigation. Modern B-Tree Techniques reviews the basics of B-trees and of B-tree indexes in databases, transactional techniques and query processing techniques related to B-trees, B-tree utilities essential for database operations, and many optimizations and improvements. It is intended both as a tutorial and as a reference, enabling researchers to compare index innovations with advanced B-tree techniques and enabling professionals to select features, functions, and tradeoffs most appropriate for their data management challenges.

Web and Big Data

Author : Xiangyu Song
Publisher : Springer Nature
ISBN 13 : 9819723035
Total Pages : 533 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Web and Big Data by : Xiangyu Song

Download or read book Web and Big Data written by Xiangyu Song and published by Springer Nature. This book was released on with total page 533 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Practical Graph Analytics with Apache Giraph

Author : Roman Shaposhnik
Publisher : Apress
ISBN 13 : 1484212517
Total Pages : 320 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Practical Graph Analytics with Apache Giraph by : Roman Shaposhnik

Download or read book Practical Graph Analytics with Apache Giraph written by Roman Shaposhnik and published by Apress. This book was released on 2015-11-19 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical Graph Analytics with Apache Giraph helps you build data mining and machine learning applications using the Apache Foundation’s Giraph framework for graph processing. This is the same framework as used by Facebook, Google, and other social media analytics operations to derive business value from vast amounts of interconnected data points. Graphs arise in a wealth of data scenarios and describe the connections that are naturally formed in both digital and real worlds. Examples of such connections abound in online social networks such as Facebook and Twitter, among users who rate movies from services like Netflix and Amazon Prime, and are useful even in the context of biological networks for scientific research. Whether in the context of business or science, viewing data as connected adds value by increasing the amount of information available to be drawn from that data and put to use in generating new revenue or scientific opportunities. Apache Giraph offers a simple yet flexible programming model targeted to graph algorithms and designed to scale easily to accommodate massive amounts of data. Originally developed at Yahoo!, Giraph is now a top top-level project at the Apache Foundation, and it enlists contributors from companies such as Facebook, LinkedIn, and Twitter. Practical Graph Analytics with Apache Giraph brings the power of Apache Giraph to you, showing how to harness the power of graph processing for your own data by building sophisticated graph analytics applications using the very same framework that is relied upon by some of the largest players in the industry today.

Database Systems for Advanced Applications. DASFAA 2021 International Workshops

Author : Christian S. Jensen
Publisher : Springer Nature
ISBN 13 : 3030732169
Total Pages : 446 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Database Systems for Advanced Applications. DASFAA 2021 International Workshops by : Christian S. Jensen

Download or read book Database Systems for Advanced Applications. DASFAA 2021 International Workshops written by Christian S. Jensen and published by Springer Nature. This book was released on 2021-04-06 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the papers of several workshops which were held in conjunction with the 26th International Conference on Database Systems for Advanced Applications, DASFAA 2021, held in Taipei, Taiwan, in April 2021. The 29 revised full papers presented in this book were carefully reviewed and selected from 84 submissions. DASFAA 2021 presents the following five workshops: 6th International Workshop on Big Data Quality Management (BDQM 2021) 5th International Workshop on Graph Data Management and Analysis (GDMA 2021) First International Workshop on Machine Learning and Deep Learning for Data Security Applications (MLDLDSA 2021) 6th International Workshop on Mobile Data Management, Mining, and Computing on Social Network (MobiSocial 2021) 2021 International Workshop on Mobile Ubiquitous Systems and Technologies (MUST 2021) Due to the Corona pandemic this event was held virtually.

Introduction to Information Retrieval

Author : Christopher D. Manning
Publisher : Cambridge University Press
ISBN 13 : 1139472100
Total Pages : pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Introduction to Information Retrieval by : Christopher D. Manning

Download or read book Introduction to Information Retrieval written by Christopher D. Manning and published by Cambridge University Press. This book was released on 2008-07-07 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.

Big Data

Author : Dan Olteanu
Publisher : Springer
ISBN 13 : 3642394671
Total Pages : 312 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Big Data by : Dan Olteanu

Download or read book Big Data written by Dan Olteanu and published by Springer. This book was released on 2013-06-25 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 29th British National Conference on Databases, BNCOD 2013, held in Oxford, UK, in July 2013. The 20 revised full papers, presented together with three keynote talks, two tutorials, and one panel session, were carefully reviewed and selected from 42 submissions. Special focus of the conference has been "Big Data" and so the papers cover a wide range of topics such as query and update processing; relational storage; benchmarking; XML query processing; big data; spatial data and indexing; data extraction and social networks.