Morgan Kaufmann Series In Data Management Systems

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Data Mining: Concepts and Techniques

Author : Jiawei Han
Publisher : Elsevier
ISBN 13 : 0123814804
Total Pages : 740 pages
Book Rating : 4.1/5 (238 download)

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Book Synopsis Data Mining: Concepts and Techniques by : Jiawei Han

Download or read book Data Mining: Concepts and Techniques written by Jiawei Han and published by Elsevier. This book was released on 2011-06-09 with total page 740 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Mining: Concepts and Techniques provides the concepts and techniques in processing gathered data or information, which will be used in various applications. Specifically, it explains data mining and the tools used in discovering knowledge from the collected data. This book is referred as the knowledge discovery from data (KDD). It focuses on the feasibility, usefulness, effectiveness, and scalability of techniques of large data sets. After describing data mining, this edition explains the methods of knowing, preprocessing, processing, and warehousing data. It then presents information about data warehouses, online analytical processing (OLAP), and data cube technology. Then, the methods involved in mining frequent patterns, associations, and correlations for large data sets are described. The book details the methods for data classification and introduces the concepts and methods for data clustering. The remaining chapters discuss the outlier detection and the trends, applications, and research frontiers in data mining. This book is intended for Computer Science students, application developers, business professionals, and researchers who seek information on data mining. Presents dozens of algorithms and implementation examples, all in pseudo-code and suitable for use in real-world, large-scale data mining projects Addresses advanced topics such as mining object-relational databases, spatial databases, multimedia databases, time-series databases, text databases, the World Wide Web, and applications in several fields Provides a comprehensive, practical look at the concepts and techniques you need to get the most out of your data

Management of Heterogeneous and Autonomous Database Systems

Author : Ahmed K. Elmagarmid
Publisher : Morgan Kaufmann
ISBN 13 : 9781558602168
Total Pages : 440 pages
Book Rating : 4.6/5 (21 download)

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Book Synopsis Management of Heterogeneous and Autonomous Database Systems by : Ahmed K. Elmagarmid

Download or read book Management of Heterogeneous and Autonomous Database Systems written by Ahmed K. Elmagarmid and published by Morgan Kaufmann. This book was released on 1999 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Overview of Multidatabase Systems: Past and Present / Athman Bouguettaya, Boualem Benatallah, Ahmed Elmagarmid / - Local Autonomy and Its Effects on Multidatabase Systems / Ahmed Elmagarmid, Weimin Du, Rafi Ahmed / - Semantic Similarities Between Objects in Multiple Databases / Vipul Kashyap, Amit Sheth / - Resolution of Representational Diversity in Multidatabase Systems / Joachim Hammer, Dennis McLeod / - Schema Integration: Past, Present, and Future / Sudha Ram, V. Ramesh / - Schema and Language Translation / Bogdan Czejdo, Le Gruenwald / - Multidatabase Languages / Paolo Missier, Marek Rusinkiewicz, W. Jin / - Interdependent Database Systems / George Karabatis, Marek Rusinkiewicz, Amit Sheth / - Correctness Criteria and Concurrency Control / Panos K. Chrysanthis, Krithi Ramamritham / - Transaction Management in Multidatabase Systems: Current Technologies and Formalisms / Ken Barker, Ahmed Elmagarmid / - Transaction-Based Recovery / Jari Veijalainen. ...

Advanced Database Systems

Author : Carlo Zaniolo
Publisher : Morgan Kaufmann
ISBN 13 : 9781558604438
Total Pages : 596 pages
Book Rating : 4.6/5 (44 download)

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Book Synopsis Advanced Database Systems by : Carlo Zaniolo

Download or read book Advanced Database Systems written by Carlo Zaniolo and published by Morgan Kaufmann. This book was released on 1997-05 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: The database field has experienced a rapid and incessant growth since the development of relational databases. The progress in database systems and applications has produced a diverse landscape of specialized technology areas that have often become the exclusive domain of research specialists. Examples include active databases, temporal databases, object-oriented databases, deductive databases, imprecise reasoning and queries, and multimedia information systems. This book provides a systematic introduction to and an in-depth treatment of these advanced database areas. It supplies practitioners and researchers with authoritative coverage of recent technological advances that are shaping the future of commercial database systems and intelligent information systems. Advanced Database Systems was written by a team of six leading specialists who have made significant contributions to the development of the technology areas covered in the book. Benefiting from the authors' long experience teaching graduate and professional courses, this book is designed to provide a gradual introduction to advanced research topics and includes many examples and exercises to support its use for individual study, desk reference, and graduate classroom teaching.

Data Mining

Author : Ian H. Witten
Publisher : Elsevier
ISBN 13 : 0080890369
Total Pages : 665 pages
Book Rating : 4.0/5 (88 download)

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Book Synopsis Data Mining by : Ian H. Witten

Download or read book Data Mining written by Ian H. Witten and published by Elsevier. This book was released on 2011-02-03 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Mining: Practical Machine Learning Tools and Techniques, Third Edition, offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. The book is targeted at information systems practitioners, programmers, consultants, developers, information technology managers, specification writers, data analysts, data modelers, database R&D professionals, data warehouse engineers, data mining professionals. The book will also be useful for professors and students of upper-level undergraduate and graduate-level data mining and machine learning courses who want to incorporate data mining as part of their data management knowledge base and expertise. Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects Offers concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods Includes downloadable Weka software toolkit, a collection of machine learning algorithms for data mining tasks—in an updated, interactive interface. Algorithms in toolkit cover: data pre-processing, classification, regression, clustering, association rules, visualization

Data Preparation for Data Mining Using SAS

Author : Mamdouh Refaat
Publisher : Elsevier
ISBN 13 : 9780080491004
Total Pages : 424 pages
Book Rating : 4.4/5 (91 download)

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Book Synopsis Data Preparation for Data Mining Using SAS by : Mamdouh Refaat

Download or read book Data Preparation for Data Mining Using SAS written by Mamdouh Refaat and published by Elsevier. This book was released on 2010-07-27 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are you a data mining analyst, who spends up to 80% of your time assuring data quality, then preparing that data for developing and deploying predictive models? And do you find lots of literature on data mining theory and concepts, but when it comes to practical advice on developing good mining views find little “how to information? And are you, like most analysts, preparing the data in SAS? This book is intended to fill this gap as your source of practical recipes. It introduces a framework for the process of data preparation for data mining, and presents the detailed implementation of each step in SAS. In addition, business applications of data mining modeling require you to deal with a large number of variables, typically hundreds if not thousands. Therefore, the book devotes several chapters to the methods of data transformation and variable selection. A complete framework for the data preparation process, including implementation details for each step. The complete SAS implementation code, which is readily usable by professional analysts and data miners. A unique and comprehensive approach for the treatment of missing values, optimal binning, and cardinality reduction. Assumes minimal proficiency in SAS and includes a quick-start chapter on writing SAS macros.

Joe Celko's Analytics and OLAP in SQL

Author : Joe Celko
Publisher : Elsevier
ISBN 13 : 0080495931
Total Pages : 205 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Joe Celko's Analytics and OLAP in SQL by : Joe Celko

Download or read book Joe Celko's Analytics and OLAP in SQL written by Joe Celko and published by Elsevier. This book was released on 2010-07-26 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: Joe Celko's Analytics and OLAP in SQL is the first book that teaches what SQL programmers need in order to successfully make the transition from On-Line Transaction Processing (OLTP) systems into the world of On-Line Analytical Processing (OLAP). This book is not an in-depth look at particular subjects, but an overview of many subjects that will give the working RDBMS programmers a map of the terra incognita they will face — if they want to grow. It contains expert advice from a noted SQL authority and award-winning columnist, who has given ten years of service to the ANSI SQL standards committee and many more years of dependable help to readers of online forums. It offers real-world insights and lots of practical examples. It covers the OLAP extensions in SQL-99; ETL tools, OLAP features supported in DBMSs, other query tools, simple reports, and statistical software. This book is ideal for experienced SQL programmers who have worked with OLTP systems who need to learn techniques—and even some tricks—that they can use in an OLAP situation. Expert advice from a noted SQL authority and award-winning columnist, who has given ten years of service to the ANSI SQL standards committee and many more years of dependable help to readers of online forums First book that teaches what SQL programmers need in order to successfully make the transition from transactional systems (OLTP) into the world of data warehouse data and OLAP Offers real-world insights and lots of practical examples Covers the OLAP extensions in SQL-99; ETL tools, OLAP features supported in DBMSs, other query tools, simple reports, and statistical software

Temporal Data & the Relational Model

Author : C.J. Date
Publisher : Morgan Kaufmann
ISBN 13 : 1558608559
Total Pages : 449 pages
Book Rating : 4.5/5 (586 download)

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Book Synopsis Temporal Data & the Relational Model by : C.J. Date

Download or read book Temporal Data & the Relational Model written by C.J. Date and published by Morgan Kaufmann. This book was released on 2003 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: A review of relational concepts -- An overview of Tutorial D -- Time and the database -- What is the problem? -- Intervals -- Operators on intervals -- The EXPAND and COLLAPSE operators -- The PACK and UNPACK operators -- Generalizing the relational operators -- Database design -- Integrity constraints 1 : candidate keys and related constraints -- Integrity constraints 2 : general constraints -- Database queries -- Database updates -- Stated times and logged times -- Point and interval types revisited.

Information Modeling and Relational Databases

Author : Terry Halpin
Publisher : Elsevier
ISBN 13 : 0080508669
Total Pages : 792 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Information Modeling and Relational Databases by : Terry Halpin

Download or read book Information Modeling and Relational Databases written by Terry Halpin and published by Elsevier. This book was released on 2001-04-17 with total page 792 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information Modeling and Relational Databases provides an introduction to ORM (Object Role Modeling)-and much more. In fact, it's the only book to go beyond introductory coverage and provide all of the in-depth instruction you need to transform knowledge from domain experts into a sound database design.Inside, ORM authority Terry Halpin blends conceptual information with practical instruction that will let you begin using ORM effectively as soon as possible. Supported by examples, exercises, and useful background information, his step-by-step approach teaches you to develop a natural-language-based ORM model and then, where needed, abstract ER and UML models from it. This book will quickly make you proficient in the modeling technique that is proving vital to the development of accurate and efficient databases that best meet real business objectives. The most in-depth coverage of Object Role Modeling available anywhere-written by a pioneer in the development of ORM. Provides additional coverage of Entity Relationship (ER) modeling and the Unified Modeling Language-all from an ORM perspective. Intended for anyone with a stake in the accuracy and efficacy of databases: systems analysts, information modelers, database designers and administrators, instructors, managers, and programmers. Explains and illustrates required concepts from mathematics and set theory.

Component Database Systems

Author : Klaus R. Dittrich
Publisher : Morgan Kaufmann Publishers
ISBN 13 : 9781493303595
Total Pages : 294 pages
Book Rating : 4.3/5 (35 download)

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Book Synopsis Component Database Systems by : Klaus R. Dittrich

Download or read book Component Database Systems written by Klaus R. Dittrich and published by Morgan Kaufmann Publishers. This book was released on 2000-10 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Component Database Systems" is a collection of invited chapters by the researchers making the most influential contributions in the database industry's trend toward componentization This book represents the sometimes-divergent, sometimes-convergent approaches taken by leading database vendors as they seek to establish commercially viable componentization strategies. Together, these contributions form the first book devoted entirely to the technical and architectural design of component-based database systems. In addition to detailing the current state of their research, the authors also take up many of the issues affecting the likely future directions of component databases. If you have a stake in the evolution of any of today's leading database systems, this book will make fascinating reading. It will also help prepare you for the technology that is likely to become widely available over the next several years. * Is comprised of contributions from the field's most highly respected researchers, including key figures at IBM, Oracle, Informix, Microsoft, and POET. * Represents the entire spectrum of approaches taken by leading software companies working on DBMS componentization strategies. * Covers component-focused architectures, methods for hooking components into an overall system, and support for component development. * Examines the component technologies that are most valuable to Web-based and multimedia databases. * Presents a thorough classification and overview of component database systems.

Predictive Data Mining

Author : Sholom M. Weiss
Publisher : Morgan Kaufmann
ISBN 13 : 9781558604032
Total Pages : 244 pages
Book Rating : 4.6/5 (4 download)

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Book Synopsis Predictive Data Mining by : Sholom M. Weiss

Download or read book Predictive Data Mining written by Sholom M. Weiss and published by Morgan Kaufmann. This book was released on 1998 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the first technical guide to provide a complete, generalized road map for developing data-mining applications, together with advice on performing these large-scale, open-ended analyses for real-world data warehouses.

Business Modeling and Data Mining

Author : Dorian Pyle
Publisher : Elsevier
ISBN 13 : 0080500455
Total Pages : 650 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Business Modeling and Data Mining by : Dorian Pyle

Download or read book Business Modeling and Data Mining written by Dorian Pyle and published by Elsevier. This book was released on 2003-05-17 with total page 650 pages. Available in PDF, EPUB and Kindle. Book excerpt: Business Modeling and Data Mining demonstrates how real world business problems can be formulated so that data mining can answer them. The concepts and techniques presented in this book are the essential building blocks in understanding what models are and how they can be used practically to reveal hidden assumptions and needs, determine problems, discover data, determine costs, and explore the whole domain of the problem. This book articulately explains how to understand both the strategic and tactical aspects of any business problem, identify where the key leverage points are and determine where quantitative techniques of analysis -- such as data mining -- can yield most benefit. It addresses techniques for discovering how to turn colloquial expression and vague descriptions of a business problem first into qualitative models and then into well-defined quantitative models (using data mining) that can then be used to find a solution. The book completes the process by illustrating how these findings from data mining can be turned into strategic or tactical implementations. · Teaches how to discover, construct and refine models that are useful in business situations · Teaches how to design, discover and develop the data necessary for mining · Provides a practical approach to mining data for all business situations · Provides a comprehensive, easy-to-use, fully interactive methodology for building models and mining data · Provides pointers to supplemental online resources, including a downloadable version of the methodology and software tools.

Managing Reference Data in Enterprise Databases

Author : Malcolm Chisholm
Publisher : Morgan Kaufmann
ISBN 13 : 9781558606975
Total Pages : 412 pages
Book Rating : 4.6/5 (69 download)

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Book Synopsis Managing Reference Data in Enterprise Databases by : Malcolm Chisholm

Download or read book Managing Reference Data in Enterprise Databases written by Malcolm Chisholm and published by Morgan Kaufmann. This book was released on 2001 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This is a great book! I have to admit I wasn't enthusiastic about the idea of a book with such a narrow topic initially, but, frankly, it's the first professional book I've read page to page in one sitting in a long time. It should be of interest to DBAs, data architects and modelers, programmers who have to write database programs, and yes, even managers. This book is a winner." - Karen Watterson, Editor SQL Server Professional "Malcolm Chisholm has produced a very readable book. It is well-written and with excellent examples. It will, I am sure, become the Reference Book on Reference Data." - Clive Finkelstein, "Father" of Information Engineering, Managing Director, Information Engineering Services Pty Ltd Reference data plays a key role in your business databases and must be free from defects of any kind. So why is it so hard to find information on this critical topic? Recognizing the dangers of taking reference data for granted, Managing Reference Data in Enterprise Databases gives you precisely what you've been seeking: A complete guide to the implementation and management of reference data of all kinds. This book begins with a thorough definition of reference data, then proceeds with a detailed examination of all reference data issues, fully describing uses, common difficulties, and practical solutions. Whether you're a database manager, architect, administrator, programmer, or analyst, be sure to keep this easy-to-use reference close at hand. Features Solves special challenges associated with maintaining reference data. Addresses a wide range of reference data issues, including acronyms, redundancy, mapping, life cycles, multiple languages, and querying. Describes how reference data interacts with other system components, what problems can arise, and how to mitigate these problems. Offers examples of standard reference data types and matrices for evaluating management methods. Provides a number of standard reference data tables and more specialized material to help you deal with reference data, via a companion Web site

Moving Objects Databases

Author : Ralf Hartmut Güting
Publisher : Academic Press
ISBN 13 : 0120887991
Total Pages : 414 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Moving Objects Databases by : Ralf Hartmut Güting

Download or read book Moving Objects Databases written by Ralf Hartmut Güting and published by Academic Press. This book was released on 2005-08-23 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: First uniform treatment of moving objects databases, the technology that supports GPS and RFID data analysis.

Location-Based Services

Author : Jochen Schiller
Publisher : Elsevier
ISBN 13 : 9780080491721
Total Pages : 255 pages
Book Rating : 4.4/5 (917 download)

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Book Synopsis Location-Based Services by : Jochen Schiller

Download or read book Location-Based Services written by Jochen Schiller and published by Elsevier. This book was released on 2004-05-21 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Location-based services (LBS) are a new concept integrating a user’s geographic location with the general notion of services, such as dialing an emergency number from a cell phone or using a navigation system in a car. Incorporating both mobile communication and spatial data, these applications represent a novel challenge both conceptually and technically. The purpose of this book is to describe, in an accessible fashion, the various concepts underlying mobile location-based services. These range from general application-related ideas to technical aspects. Each chapter starts with a high level of abstraction and drills down to the technical details. Contributors examine each application from all necessary perspectives, namely, requirements, services, data, and scalability. An illustrative example begins early in the book and runs throughout, serving as a reference. · This book defines the LBS field and identifies its capabilities, challenges, and technologies. · The contributors are recognized experts from academia and industry. · Coverage includes navigation systems, middleware, interoperability, standards, and mobile communications. · A sample application, the "find-friend" application, is used throughout the book to integrate the concepts discussed in each chapter.

SQL Clearly Explained

Author : Jan L. Harrington
Publisher : Elsevier
ISBN 13 : 0080517587
Total Pages : 369 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis SQL Clearly Explained by : Jan L. Harrington

Download or read book SQL Clearly Explained written by Jan L. Harrington and published by Elsevier. This book was released on 2003-05-28 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the second edition of the popular practitioner's guide to SQL, the industry-standard database query language. Like most computer languages, SQL can be overwhelming when you first see it, but for years readers have relied on this book to clear the confusion and explain how SQL works and how to use it effectively. Packed with tips, tricks, and good information, SQL Clearly Explained, Second Edition teaches database users and programmers everything they need to know to get their job done including · formulating SQL queries, · understanding how queries are processed by the DBMS,· maximizing performance,· using SQL to enter, modify, or delete data,· creating and maintaining database structural elements, and· embedding SQL in applications.Features· Updated and expanded to include changes in the SQL standard (SQL:1999) as well as recently implemented aspects of SQL-92.· Includes CD with examples from the book as well as MySQL, a popular open-source DBMS, on which the examples are based.· Web enhanced with extra features available online at www.mkp.com. * Second edition of classic SQL handbook* Updated to cover changes in the SQL language standard (SQL:1999)* Includes CD with MySQL software

Morgan Kaufmann series in data management systems

Author : Stefano Ceri
Publisher : Morgan Kaufmann
ISBN 13 : 9781558608436
Total Pages : 596 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Morgan Kaufmann series in data management systems by : Stefano Ceri

Download or read book Morgan Kaufmann series in data management systems written by Stefano Ceri and published by Morgan Kaufmann. This book was released on 2003 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text represents a breakthrough in the process underlying the design of the increasingly common and important data-driven Web applications.

Relational Database Design Clearly Explained

Author : Jan L. Harrington
Publisher : Morgan Kaufmann
ISBN 13 : 9781558608207
Total Pages : 416 pages
Book Rating : 4.6/5 (82 download)

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Book Synopsis Relational Database Design Clearly Explained by : Jan L. Harrington

Download or read book Relational Database Design Clearly Explained written by Jan L. Harrington and published by Morgan Kaufmann. This book was released on 2002 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fully revised and updated, Relational Database Design, Second Edition is the most lucid and effective introduction to relational database design available. Here, you'll find the conceptual and practical information you need to develop a design that ensures data accuracy and user satisfaction while optimizing performance, regardless of your experience level or choice of DBMS. Supporting the book's step-by-step instruction are three case studies illustrating the planning, analysis, and design steps involved in arriving at a sound design. These real-world examples include object-relational design techniques, which are addressed in greater detail in a new chapter devoted entirely to this timely subject. * Concepts you need to master to put the book's practical instruction to work. * Methods for tailoring your design to the environment in which the database will run and the uses to which it will be put. * Design approaches that ensure data accuracy and consistency. * Examples of how design can inhibit or boost database application performance. * Object-relational design techniques, benefits, and examples. * Instructions on how to choose and use a normalization technique. * Guidelines for understanding and applying Codd's rules. * Tools to implement a relational design using SQL. * Techniques for using CASE tools for database design.