Sigmod18 Phd Symposium

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Big Data Integration

Author : Xin Luna Dong
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1627052240
Total Pages : 200 pages
Book Rating : 4.6/5 (27 download)

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Book Synopsis Big Data Integration by : Xin Luna Dong

Download or read book Big Data Integration written by Xin Luna Dong and published by Morgan & Claypool Publishers. This book was released on 2015-02-01 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The big data era is upon us: data are being generated, analyzed, and used at an unprecedented scale, and data-driven decision making is sweeping through all aspects of society. Since the value of data explodes when it can be linked and fused with other data, addressing the big data integration (BDI) challenge is critical to realizing the promise of big data. BDI differs from traditional data integration along the dimensions of volume, velocity, variety, and veracity. First, not only can data sources contain a huge volume of data, but also the number of data sources is now in the millions. Second, because of the rate at which newly collected data are made available, many of the data sources are very dynamic, and the number of data sources is also rapidly exploding. Third, data sources are extremely heterogeneous in their structure and content, exhibiting considerable variety even for substantially similar entities. Fourth, the data sources are of widely differing qualities, with significant differences in the coverage, accuracy and timeliness of data provided. This book explores the progress that has been made by the data integration community on the topics of schema alignment, record linkage and data fusion in addressing these novel challenges faced by big data integration. Each of these topics is covered in a systematic way: first starting with a quick tour of the topic in the context of traditional data integration, followed by a detailed, example-driven exposition of recent innovative techniques that have been proposed to address the BDI challenges of volume, velocity, variety, and veracity. Finally, it presents merging topics and opportunities that are specific to BDI, identifying promising directions for the data integration community.

Cohesive Subgraph Computation over Large Sparse Graphs

Author : Lijun Chang
Publisher : Springer
ISBN 13 : 3030035999
Total Pages : 113 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Cohesive Subgraph Computation over Large Sparse Graphs by : Lijun Chang

Download or read book Cohesive Subgraph Computation over Large Sparse Graphs written by Lijun Chang and published by Springer. This book was released on 2018-12-24 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is considered the first extended survey on algorithms and techniques for efficient cohesive subgraph computation. With rapid development of information technology, huge volumes of graph data are accumulated. An availability of rich graph data not only brings great opportunities for realizing big values of data to serve key applications, but also brings great challenges in computation. Using a consistent terminology, the book gives an excellent introduction to the models and algorithms for the problem of cohesive subgraph computation. The materials of this book are well organized from introductory content to more advanced topics while also providing well-designed source codes for most algorithms described in the book. This is a timely book for researchers who are interested in this topic and efficient data structure design for large sparse graph processing. It is also a guideline book for new researchers to get to know the area of cohesive subgraph computation.

Sigmod/pods '18

Author : Christopher Jermaine
Publisher :
ISBN 13 : 9781450347037
Total Pages : pages
Book Rating : 4.3/5 (47 download)

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Book Synopsis Sigmod/pods '18 by : Christopher Jermaine

Download or read book Sigmod/pods '18 written by Christopher Jermaine and published by . This book was released on 2018-06-03 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: SIGMOD/PODS '18: International Conference on Management of Data Jun 03, 2018-Jun 08, 2018 Houston, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.

Data and Decision Sciences in Action 2

Author : Andreas T. Ernst
Publisher : Springer Nature
ISBN 13 : 3030601358
Total Pages : 310 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Data and Decision Sciences in Action 2 by : Andreas T. Ernst

Download or read book Data and Decision Sciences in Action 2 written by Andreas T. Ernst and published by Springer Nature. This book was released on 2021-02-26 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the Joint 2018 National Conferences of the Australian Society for Operations Research (ASOR) and the Defence Operations Research Symposium (DORS). Offering a fascinating insight into the state of the art in Australian operations research, this book is of great interest to academics and other professional researchers working in operations research and analytics, as well as practitioners addressing strategic planning, operations management, and other data-driven decision-making challenges in the domains of commerce, industry, defence, the environment, humanitarianism, and agriculture. The book comprises 21 papers on topics ranging from methodological advances to case studies, and addresses application domains including supply chains, government services, defence, cybersecurity, healthcare, mining and material processing, agriculture, natural hazards, telecommunications and transportation. ASOR is the premier professional organization for Australian academics and practitioners working in optimization and other disciplines related to operations research. The conference was held in Melbourne, Australia, in December 2018.

Algorithmic Aspects of Parallel Data Processing

Author : Paraschos Koutris
Publisher : Foundations and Trends in Databases
ISBN 13 : 9781680834062
Total Pages : 144 pages
Book Rating : 4.8/5 (34 download)

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Book Synopsis Algorithmic Aspects of Parallel Data Processing by : Paraschos Koutris

Download or read book Algorithmic Aspects of Parallel Data Processing written by Paraschos Koutris and published by Foundations and Trends in Databases. This book was released on 2018-02-22 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph reviews some of the recent theoretical results on efficient data processing on large distributed architectures, as well as some of the relevant classical results on parallel sorting and parallel matrix multiplication.

Keyword Search in Databases

Author : Jeffrey Xu Yu
Publisher : Springer Nature
ISBN 13 : 3031794265
Total Pages : 143 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Keyword Search in Databases by : Jeffrey Xu Yu

Download or read book Keyword Search in Databases written by Jeffrey Xu Yu and published by Springer Nature. This book was released on 2022-06-01 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt: It has become highly desirable to provide users with flexible ways to query/search information over databases as simple as keyword search like Google search. This book surveys the recent developments on keyword search over databases, and focuses on finding structural information among objects in a database using a set of keywords. Such structural information to be returned can be either trees or subgraphs representing how the objects, that contain the required keywords, are interconnected in a relational database or in an XML database. The structural keyword search is completely different from finding documents that contain all the user-given keywords. The former focuses on the interconnected object structures, whereas the latter focuses on the object content. The book is organized as follows. In Chapter 1, we highlight the main research issues on the structural keyword search in different contexts. In Chapter 2, we focus on supporting structural keyword search in a relational database management system using the SQL query language. We concentrate on how to generate a set of SQL queries that can find all the structural information among records in a relational database completely, and how to evaluate the generated set of SQL queries efficiently. In Chapter 3, we discuss graph algorithms for structural keyword search by treating an entire relational database as a large data graph. In Chapter 4, we discuss structural keyword search in a large tree-structured XML database. In Chapter 5, we highlight several interesting research issues regarding keyword search on databases. The book can be used as either an extended survey for people who are interested in the structural keyword search or a reference book for a postgraduate course on the related topics. Table of Contents: Introduction / Schema-Based Keyword Search on Relational Databases / Graph-Based Keyword Search / Keyword Search in XML Databases / Other Topics for Keyword Search on Databases

Crowdsourced Data Management

Author : Adam Marcus
Publisher :
ISBN 13 : 9781680830903
Total Pages : 186 pages
Book Rating : 4.8/5 (39 download)

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Book Synopsis Crowdsourced Data Management by : Adam Marcus

Download or read book Crowdsourced Data Management written by Adam Marcus and published by . This book was released on 2015-11-18 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Crowdsourced Data Management: Industry and Academic Perspectives aims to narrow the gap between academics and practitioners in this burgeoning field. It simultaneously introduces academics to real problems that practitioners encounter every day, and provides a survey of the state of the art for practitioners to incorporate into their designs.

Transaction Processing on Modern Hardware

Author : Mohammad Sadoghi
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1681735008
Total Pages : 140 pages
Book Rating : 4.6/5 (817 download)

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Book Synopsis Transaction Processing on Modern Hardware by : Mohammad Sadoghi

Download or read book Transaction Processing on Modern Hardware written by Mohammad Sadoghi and published by Morgan & Claypool Publishers. This book was released on 2019-03-08 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: The last decade has brought groundbreaking developments in transaction processing. This resurgence of an otherwise mature research area has spurred from the diminishing cost per GB of DRAM that allows many transaction processing workloads to be entirely memory-resident. This shift demanded a pause to fundamentally rethink the architecture of database systems. The data storage lexicon has now expanded beyond spinning disks and RAID levels to include the cache hierarchy, memory consistency models, cache coherence and write invalidation costs, NUMA regions, and coherence domains. New memory technologies promise fast non-volatile storage and expose unchartered trade-offs for transactional durability, such as exploiting byte-addressable hot and cold storage through persistent programming that promotes simpler recovery protocols. In the meantime, the plateauing single-threaded processor performance has brought massive concurrency within a single node, first in the form of multi-core, and now with many-core and heterogeneous processors. The exciting possibility to reshape the storage, transaction, logging, and recovery layers of next-generation systems on emerging hardware have prompted the database research community to vigorously debate the trade-offs between specialized kernels that narrowly focus on transaction processing performance vs. designs that permit transactionally consistent data accesses from decision support and analytical workloads. In this book, we aim to classify and distill the new body of work on transaction processing that has surfaced in the last decade to navigate researchers and practitioners through this intricate research subject.

Database Internals

Author : Alex Petrov
Publisher : O'Reilly Media
ISBN 13 : 1492040312
Total Pages : 373 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Database Internals by : Alex Petrov

Download or read book Database Internals written by Alex Petrov and published by O'Reilly Media. This book was released on 2019-09-13 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: When it comes to choosing, using, and maintaining a database, understanding its internals is essential. But with so many distributed databases and tools available today, it’s often difficult to understand what each one offers and how they differ. With this practical guide, Alex Petrov guides developers through the concepts behind modern database and storage engine internals. Throughout the book, you’ll explore relevant material gleaned from numerous books, papers, blog posts, and the source code of several open source databases. These resources are listed at the end of parts one and two. You’ll discover that the most significant distinctions among many modern databases reside in subsystems that determine how storage is organized and how data is distributed. This book examines: Storage engines: Explore storage classification and taxonomy, and dive into B-Tree-based and immutable Log Structured storage engines, with differences and use-cases for each Storage building blocks: Learn how database files are organized to build efficient storage, using auxiliary data structures such as Page Cache, Buffer Pool and Write-Ahead Log Distributed systems: Learn step-by-step how nodes and processes connect and build complex communication patterns Database clusters: Which consistency models are commonly used by modern databases and how distributed storage systems achieve consistency

9th International Conference on Scientific and Statistical Database Management

Author : IEEE Computer Society
Publisher : Institute of Electrical & Electronics Engineers(IEEE)
ISBN 13 :
Total Pages : 300 pages
Book Rating : 4.:/5 (321 download)

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Book Synopsis 9th International Conference on Scientific and Statistical Database Management by : IEEE Computer Society

Download or read book 9th International Conference on Scientific and Statistical Database Management written by IEEE Computer Society and published by Institute of Electrical & Electronics Engineers(IEEE). This book was released on 1997 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Coverage in this text on database and information systems includes: fundamental issues in statistical database management; current problems in scientific databases; new systems; implementation methods; applications of data and process modelling; and requirements and design."

Software and Data Technolgoies

Author : José Cordeiro
Publisher : Springer Science & Business Media
ISBN 13 : 3642052002
Total Pages : 242 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Software and Data Technolgoies by : José Cordeiro

Download or read book Software and Data Technolgoies written by José Cordeiro and published by Springer Science & Business Media. This book was released on 2009-10-26 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the best papers of the Third International Conference on Software and Data Technologies (ICSOFT 2008), held in Porto, Portugal, which was organized by the Institute for Systems and Technologies of Information, Communication and Control (INSTICC), co-sponsored by the Workflow Management Coalition (WfMC), in cooperation with the Interdisciplinary Institute for Collaboration and Research on Enterprise Systems and Technology (IICREST). The purpose of ICSOFT 2008 was to bring together researchers, engineers and practitioners interested in information technology and software development. The conference tracks were “Software Engineering”, “Information Systems and Data Management”, “Programming Languages”, “Distributed and Parallel Systems” and “Knowledge Engineering”. Being crucial for the development of information systems, software and data te- nologies encompass a large number of research topics and applications: from imp- mentation-related issues to more abstract theoretical aspects of software engineering; from databases and data-warehouses to management information systems and kno- edge-base systems; next to that, distributed systems, pervasive computing, data qu- ity and other related topics are included in the scope of this conference.

Entity Resolution and Information Quality

Author : John R. Talburt
Publisher : Elsevier
ISBN 13 : 0123819733
Total Pages : 254 pages
Book Rating : 4.1/5 (238 download)

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Book Synopsis Entity Resolution and Information Quality by : John R. Talburt

Download or read book Entity Resolution and Information Quality written by John R. Talburt and published by Elsevier. This book was released on 2011-01-14 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Entity Resolution and Information Quality presents topics and definitions, and clarifies confusing terminologies regarding entity resolution and information quality. It takes a very wide view of IQ, including its six-domain framework and the skills formed by the International Association for Information and Data Quality {IAIDQ). The book includes chapters that cover the principles of entity resolution and the principles of Information Quality, in addition to their concepts and terminology. It also discusses the Fellegi-Sunter theory of record linkage, the Stanford Entity Resolution Framework, and the Algebraic Model for Entity Resolution, which are the major theoretical models that support Entity Resolution. In relation to this, the book briefly discusses entity-based data integration (EBDI) and its model, which serve as an extension of the Algebraic Model for Entity Resolution. There is also an explanation of how the three commercial ER systems operate and a description of the non-commercial open-source system known as OYSTER. The book concludes by discussing trends in entity resolution research and practice. Students taking IT courses and IT professionals will find this book invaluable. - First authoritative reference explaining entity resolution and how to use it effectively - Provides practical system design advice to help you get a competitive advantage - Includes a companion site with synthetic customer data for applicatory exercises, and access to a Java-based Entity Resolution program.

Multilingual and Multimodal Information Access Evaluation

Author : Maristella Agosti
Publisher : Springer Science & Business Media
ISBN 13 : 3642159974
Total Pages : 158 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Multilingual and Multimodal Information Access Evaluation by : Maristella Agosti

Download or read book Multilingual and Multimodal Information Access Evaluation written by Maristella Agosti and published by Springer Science & Business Media. This book was released on 2010-09-13 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: In its ?rst ten years of activities (2000-2009), the Cross-Language Evaluation Forum (CLEF) played a leading role in stimulating investigation and research in a wide range of key areas in the information retrieval domain, such as cro- language question answering, image and geographic information retrieval, int- activeretrieval,and many more.It also promotedthe study andimplementation of appropriateevaluation methodologies for these diverse types of tasks and - dia. As a result, CLEF has been extremely successful in building a wide, strong, and multidisciplinary research community, which covers and spans the di?erent areasofexpertiseneededto dealwith thespreadofCLEFtracksandtasks.This constantly growing and almost completely voluntary community has dedicated an incredible amount of e?ort to making CLEF happen and is at the core of the CLEF achievements. CLEF 2010 represented a radical innovation of the “classic CLEF” format and an experiment aimed at understanding how “next generation” evaluation campaigns might be structured. We had to face the problem of how to innovate CLEFwhile still preservingits traditionalcorebusiness,namely the benchma- ing activities carried out in the various tracks and tasks. The consensus, after lively and community-wide discussions, was to make CLEF an independent four-day event, no longer organized in conjunction with the European Conference on Research and Advanced Technology for Digital Libraries (ECDL) where CLEF has been running as a two-and-a-half-day wo- shop. CLEF 2010 thus consisted of two main parts: a peer-reviewed conference – the ?rst two days – and a series of laboratories and workshops – the second two days.

Domain-Specific Conceptual Modeling

Author : Dimitris Karagiannis
Publisher : Springer
ISBN 13 : 3319394177
Total Pages : 584 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Domain-Specific Conceptual Modeling by : Dimitris Karagiannis

Download or read book Domain-Specific Conceptual Modeling written by Dimitris Karagiannis and published by Springer. This book was released on 2016-07-09 with total page 584 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book draws new attention to domain-specific conceptual modeling by presenting the work of thought leaders who have designed and deployed specific modeling methods. It provides hands-on guidance on how to build models in a particular domain, such as requirements engineering, business process modeling or enterprise architecture. In addition to these results, it also puts forward ideas for future developments. All this is enriched with exercises, case studies, detailed references and further related information. All domain-specific methods described in this volume also have a tool implementation within the OMiLAB Collaborative Environment – a dedicated research and experimentation space for modeling method engineering at the University of Vienna, Austria – making these advances accessible to a wider community of further developers and users. The collection of works presented here will benefit experts and practitioners from academia and industry alike, including members of the conceptual modeling community as well as lecturers and students.

Human-Machine Interactive Systems

Author : Allen Klinger
Publisher : Springer Science & Business Media
ISBN 13 : 1468458833
Total Pages : 328 pages
Book Rating : 4.4/5 (684 download)

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Book Synopsis Human-Machine Interactive Systems by : Allen Klinger

Download or read book Human-Machine Interactive Systems written by Allen Klinger and published by Springer Science & Business Media. This book was released on 2013-03-08 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many hardware devices present either results or alternatives selected by computers to users. A few are video display terminals (VDTs), touch-tone telephones, and computer-generated speech systems. In part this book con cerns the impact and implications of such tools. Alternatively this is an attempt to provide material for researchers, students, and managers con cerned with computer interfaces. The subject of computer interfaces is at one level a technical subarea sharing common interests with the broad dis ciplines of computer science, psychology, and bioengineering. However, it is also a topic thrust to the forefront of interest of a wide variety of individuals who confront one of the most striking technological changes that has occurred in human history-the introduction of contact with computing devices as an essential component of many kinds of ordinary transactions. Point of entry sales, travel and entertainment reservations, and library infor mation, are commonly conducted today by interaction with digital calculat ing devices that did not exist in the recent past. The papers in this book present several concerns arising from the widespread use of computing. One involves the future implications of further advances of this technology. This is a twofold issue: (a) the potential conse quences of changing the basic way that information is managed in areas ranging from design, engineering, and management/planning to information access, education, and clerical function; and (b) improvements that could be instituted from further development of the special characteristics of display techniques, technologies, and algorithms.

Querying Graphs

Author : Angela Bonifati
Publisher : Springer Nature
ISBN 13 : 3031018648
Total Pages : 166 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Querying Graphs by : Angela Bonifati

Download or read book Querying Graphs written by Angela Bonifati and published by Springer Nature. This book was released on 2022-06-01 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: Graph data modeling and querying arises in many practical application domains such as social and biological networks where the primary focus is on concepts and their relationships and the rich patterns in these complex webs of interconnectivity. In this book, we present a concise unified view on the basic challenges which arise over the complete life cycle of formulating and processing queries on graph databases. To that purpose, we present all major concepts relevant to this life cycle, formulated in terms of a common and unifying ground: the property graph data model—the pre-dominant data model adopted by modern graph database systems. We aim especially to give a coherent and in-depth perspective on current graph querying and an outlook for future developments. Our presentation is self-contained, covering the relevant topics from: graph data models, graph query languages and graph query specification, graph constraints, and graph query processing. We conclude by indicating major open research challenges towards the next generation of graph data management systems.

Probabilistic Databases

Author : Dan Suciu
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608456803
Total Pages : 183 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Probabilistic Databases by : Dan Suciu

Download or read book Probabilistic Databases written by Dan Suciu and published by Morgan & Claypool Publishers. This book was released on 2011 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: Probabilistic databases are databases where the value of some attributes or the presence of some records are uncertain and known only with some probability. Applications in many areas such as information extraction, RFID and scientific data management, data cleaning, data integration, and financial risk assessment produce large volumes of uncertain data, which are best modeled and processed by a probabilistic database. This book presents the state of the art in representation formalisms and query processing techniques for probabilistic data. It starts by discussing the basic principles for representing large probabilistic databases, by decomposing them into tuple-independent tables, block-independent-disjoint tables, or U-databases. Then it discusses two classes of techniques for query evaluation on probabilistic databases. In extensional query evaluation, the entire probabilistic inference can be pushed into the database engine and, therefore, processed as effectively as the evaluation of standard SQL queries. The relational queries that can be evaluated this way are called safe queries. In intensional query evaluation, the probabilistic inference is performed over a propositional formula called lineage expression: every relational query can be evaluated this way, but the data complexity dramatically depends on the query being evaluated, and can be #P-hard. The book also discusses some advanced topics in probabilistic data management such as top-k query processing, sequential probabilistic databases, indexing and materialized views, and Monte Carlo databases. Table of Contents: Overview / Data and Query Model / The Query Evaluation Problem / Extensional Query Evaluation / Intensional Query Evaluation / Advanced Techniques