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Robust Data Partitioning for Ad-hoc Query Processing

Robust Data Partitioning for Ad-hoc Query Processing PDF Author: Qui T. Nguyen
Publisher:
ISBN:
Category :
Languages : en
Pages : 62

Book Description
Data partitioning can significantly improve query performance in distributed database systems. Most proposed data partitioning techniques choose the partitioning based on a particular expected query workload or use a simple upfront scheme, such as uniform range partitioning or hash partitioning on a key. However, these techniques do not adequately address the case where the query workload is ad-hoc and unpredictable, as in many analytic applications. The HYPER-PARTITIONING system aims to ll that gap, by using a novel space-partitioning tree on the space of possible attribute values to dene partitions incorporating all attributes of a dataset. The system creates a robust upfront partitioning tree, designed to benet all possible queries, and then adapts it over time in response to the actual workload. This thesis evaluates the robustness of the upfront hyper-partitioning algorithm, describes the implementation of the overall HYPER-PARTITIONING system, and shows how hyper-partitioning improves the performance of both selection and join queries.

Robust Data Partitioning for Ad-hoc Query Processing

Robust Data Partitioning for Ad-hoc Query Processing PDF Author: Qui T. Nguyen
Publisher:
ISBN:
Category :
Languages : en
Pages : 62

Book Description
Data partitioning can significantly improve query performance in distributed database systems. Most proposed data partitioning techniques choose the partitioning based on a particular expected query workload or use a simple upfront scheme, such as uniform range partitioning or hash partitioning on a key. However, these techniques do not adequately address the case where the query workload is ad-hoc and unpredictable, as in many analytic applications. The HYPER-PARTITIONING system aims to ll that gap, by using a novel space-partitioning tree on the space of possible attribute values to dene partitions incorporating all attributes of a dataset. The system creates a robust upfront partitioning tree, designed to benet all possible queries, and then adapts it over time in response to the actual workload. This thesis evaluates the robustness of the upfront hyper-partitioning algorithm, describes the implementation of the overall HYPER-PARTITIONING system, and shows how hyper-partitioning improves the performance of both selection and join queries.

Database Technologies: Concepts, Methodologies, Tools, and Applications

Database Technologies: Concepts, Methodologies, Tools, and Applications PDF Author: Erickson, John
Publisher: IGI Global
ISBN: 1605660590
Category : Business & Economics
Languages : en
Pages : 2962

Book Description
"This reference expands the field of database technologies through four-volumes of in-depth, advanced research articles from nearly 300 of the world's leading professionals"--Provided by publisher.

Data Warehouses and OLAP: Concepts, Architectures and Solutions

Data Warehouses and OLAP: Concepts, Architectures and Solutions PDF Author: Wrembel, Robert
Publisher: IGI Global
ISBN: 1599043661
Category : Computers
Languages : en
Pages : 360

Book Description
"This book provides an insight into important research and technological problems, solutions, and development trends in the field of data warehousing and OLAP. It also serves as an up-to-date bibliography of published works for anyone interested in cutting-edge DW and OLAP issues"--Provided by publisher.

InfoSphere Warehouse: A Robust Infrastructure for Business Intelligence

InfoSphere Warehouse: A Robust Infrastructure for Business Intelligence PDF Author: Chuck Ballard
Publisher: IBM Redbooks
ISBN: 0738434329
Category : Computers
Languages : en
Pages : 636

Book Description
In this IBM® Redbooks® publication we describe and demonstrate Version 9.7 of IBM InfoSphereTM Warehouse. InfoSphere Warehouse is a comprehensive platform with all the functionality required for developing robust infrastructure for business intelligence solutions. It enables companies to access and analyze operational and historical information, whether structured or unstructured, to gain business insight for improved decision making. InfoSphere Warehouse solutions simplify the processes of developing and maintaining a data warehousing infrastructure and can significantly enhance the time to value for business analytics. The InfoSphere Warehouse platform provides a fully integrated environment built around IBM DB2® 9.7 server technology on Linux®, UNIX® and Microsoft® Windows® platforms, as well as System z®. Common user interfaces support application development, data modeling and mapping, SQL transformation, online application processing (OLAP) and data mining functionality from virtually all types of information. Composed of a component-based architecture, it extends the DB2 data warehouse with design-side tooling and runtime infrastructure for OLAP, data mining, inLine analytics and intra-warehouse data movement and transformation, on a common platform.

Advances in Database Technology EDBT '96

Advances in Database Technology EDBT '96 PDF Author: Mokrane Bouzeghoub
Publisher: Springer Science & Business Media
ISBN: 9783540610571
Category : Business & Economics
Languages : en
Pages : 660

Book Description
This book presents the refereed proceedings of the Fifth International Conference on Extending Database Technology, EDBT'96, held in Avignon, France in March 1996. The 31 full revised papers included were selected from a total of 178 submissions; also included are some industrial-track papers, contributed by partners of several ESPRIT projects. The volume is organized in topical sections on data mining, active databases, design tools, advanced DBMS, optimization, warehousing, system issues, temporal databases, the web and hypermedia, performance, workflow management, database design, and parallel databases.

Computing Handbook, Third Edition

Computing Handbook, Third Edition PDF Author: Heikki Topi
Publisher: CRC Press
ISBN: 1439898545
Category : Mathematics
Languages : en
Pages : 1526

Book Description
Computing Handbook, Third Edition: Information Systems and Information Technology demonstrates the richness and breadth of the IS and IT disciplines. The second volume of this popular handbook explores their close links to the practice of using, managing, and developing IT-based solutions to advance the goals of modern organizational environments. Established leading experts and influential young researchers present introductions to the current status and future directions of research and give in-depth perspectives on the contributions of academic research to the practice of IS and IT development, use, and management Like the first volume, this second volume describes what occurs in research laboratories, educational institutions, and public and private organizations to advance the effective development and use of computers and computing in today’s world. Research-level survey articles provide deep insights into the computing discipline, enabling readers to understand the principles and practices that drive computing education, research, and development in the twenty-first century.

Database Design, Query, Formulation, and Administration

Database Design, Query, Formulation, and Administration PDF Author: Michael Mannino
Publisher: SAGE Publications
ISBN: 1071927507
Category : Business & Economics
Languages : en
Pages : 1307

Book Description
Formerly published by Chicago Business Press, now published by Sage Database Design, Query Formulation, and Administration, Eighth Edition, offers a comprehensive understanding of database technology. Author Michael Mannino equips students with the necessary tools to grasp the fundamental concepts of database management, and then guides them in honing their skills to solve both basic and advanced challenges in query formulation, data modeling, and database application development. Features of the Eighth Edition: Unmatched SQL coverage in both breadth and depth Oracle and PostgreSQL coverage Problem-solving guidelines Sample databases and examples Data modeling tools Data warehouse coverage NoSQL coverage Current and cutting-edge topics Comprehensive enough for multiple database courses

Big Data Analytics

Big Data Analytics PDF Author: Anirban Mondal
Publisher: Springer
ISBN: 3030047806
Category : Computers
Languages : en
Pages : 429

Book Description
This book constitutes the refereed proceedings of the 6th International Conference on Big Data analytics, BDA 2018, held in Warangal, India, in December 2018. The 29 papers presented in this volume were carefully reviewed and selected from 93 submissions. The papers are organized in topical sections named: big data analytics: vision and perspectives; financial data analytics and data streams; web and social media data; big data systems and frameworks; predictive analytics in healthcare and agricultural domains; and machine learning and pattern mining.

Transactions on Large-Scale Data- and Knowledge-Centered Systems XLVIII

Transactions on Large-Scale Data- and Knowledge-Centered Systems XLVIII PDF Author: Abdelkader Hameurlain
Publisher: Springer Nature
ISBN: 3662635194
Category : Computers
Languages : en
Pages : 197

Book Description
The LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing (e.g., computing resources, services, metadata, data sources) across different sites connected through networks has led to an evolution of data- and knowledge management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. This, the 48th issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, contains 8 invited papers dedicated to the memory of Prof. Dr. Roland Wagner. The topics covered include distributed database systems, NewSQL, scalable transaction management, strong consistency, caches, data warehouse, ETL, reinforcement learning, stochastic approximation, multi-agent systems, ontology, model-driven development, organisational modelling, digital government, new institutional economics and data governance.

Data Partitioning, Query Processing and Optimization Techniques for Parallel Object-oriented Databases

Data Partitioning, Query Processing and Optimization Techniques for Parallel Object-oriented Databases PDF Author: Ying Huang
Publisher:
ISBN:
Category :
Languages : en
Pages : 186

Book Description