FUNDAMENTALS OF SEVENTH EDITION
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1 FUNDAMENTALS OF Hi <#fe "li 1 df% HPftt ilpli 1 Jfifl T if 1! 1^1 SEVENTH EDITION Ramez Eimasri Department of Computer Science and Engineering The University of Texas at Arlington Shamkant B. Navathe College of Computing Georgia Institute of Technology PEARSON Boston Columbus Indianapolis New York San Francisco Hoboken Amsterdam Cape Town Dubai London Madrid Milan Munich Paris Montreal Toronto Delhi Mexico City Säo Paulo Sydney Hong Kong Seoul Singapore Taipei Tokyo
2 Contents Preface vii About the Authors xxx psirt i Introduction to Databases chapter 1 Databases and Database Users Introduction An Example Characteristics of the Database Approach Actors on the Scene Workers behind the Scene Advantages of Using the DBMS Approach A Brief History of Database Applications When Not to Use a DBMS Summary 27 Review Questions 28 Exercises 28 Selected Bibliography 29 chapter 2 Database System Concepts and Architecture Data Models, Schemas, and Instances Three-Schema Architecture and Data Independence Database Languages and Interfaces The Database System Environment Centralized and Client/Server Architectures for DBMSs Classification of Database Management Systems Summary 54 Review Questions 55 Exercises 55 Selected Bibliography 56 XVII
3 xviii Contents H R 3 1 = Conceptual Data Modeling and Database Design chapter 3 Data Modeling Using the Entity-Relationship (ER) Model Using High-Level Conceptual Data Models for Database Design A Sample Database Application Entity Types, Entity Sets, Attributes, and Keys Relationship Types, Relationship Sets, Roles, and Structural Constraints Weak Entity Types Refining the ER Design for the COMPANY Database ER Diagrams, Naming Conventions, and Design Issues Example of Other Notation: UML Class Diagrams Relationship Types of Degree Higher than Two Another Example: A UNIVERSITY Database Summary 94 Review Questions 96 Exercises 96 Laboratory Exercises 103 Selected Bibliography 104 chapter 4 The Enhanced Entity-Relationship (EER) Model Subclasses, Superclasses, and Inheritance Specialization and Generalization Constraints and Characteristics of Specialization and Generalization Hierarchies Modeling of UNION Types Using Categories A Sample UNIVERSITY EER Schema, Design Choices, and Formal Definitions Example of Other Notation: Representing Specialization and Generalization in UML Class Diagrams Data Abstraction, Knowledge Representation, and Ontology Concepts Summary 135 Review Questions 135 Exercises 136 Laboratory Exercises 143 Selected Bibliography 146
4 llleii Wk*,M$W^m% lis 11. The Relational Data Model and SQL S chapter O The Relational Data Model and Relational Database Constraints Relational Model Concepts Relational Model Constraints and Relational Database Schemas Update Operations, Transactions, and Dealing with Constraint Violations Summary 169 Review Questions 1 70 Exercises 170 Selected Bibliography 1 75 chapter 6 Basic SQL SQL Data Definition and Data Types Specifying Constraints in SQL Basic Retrieval Queries in SQL INSERT, DELETE, and UPDATE Statements in SQL Additional Features of SQL Summary 202 Review Questions 203 Exercises 203 Selected Bibliography 205 chapter 7 More SQL: Complex Queries, Triggers, Views, and Schema Modification More Complex SQL Retrieval Queries Specifying Constraints as Assertions and Actions as Triggers Views (Virtual Tables) in SQL Schema Change Statements in SQL Summary 234 Review Questions 236 Exercises 236 Selected Bibliography 238 chapter O The Relational Algebra and Relational Calculus Unary Relational Operations: SELECT and PROJECT Relational Algebra Operations from Set Theory 246
5 8.3 Binary Relational Operations: JOIN and DIVISION Additional Relational Operations Examples of Queries in Relational Algebra The Tuple Relational Calculus The Domain Relational Calculus Summary 279 Review Questions 280 Exercises 281 Laboratory Exercises 286 Selected Bibliography 288 chapter 9 Relational Database Design by ER- and EER-to-Relational Mapping Relational Database Design Using ER-to-Relational Mapping Mapping EER Model Constructs to Relations Summary 303 Review Questions 303 Exercises 303 Laboratory Exercises 305 Selected Bibliography 306 : : i. : : :. il?p Database Programming Techniques chapter O Introduction to SQL Programming Techniques Overview of Database Programming Techniques and Issues Embedded SQL, Dynamic SQL, and SQL J Database Programming with Function Calls and Class Libraries: SQL/CLI and JDBC Database Stored Procedures and SQL/PSM Comparing the Three Approaches Summary 339 Review Questions 340 Exercises 340 Selected Bibliography 341 chapter 1 1 Web Database Programming Using PHP A Simple PHP Example Overview of Basic Features of PHP 346
6 11.3 Overview of PHP Database Programming Brief Overview of Java Technologies for Database Web Programming Summary 358 Review Questions 359 Exercises 359 Selected Bibliography 359 Object, Object-Relational, and XML: Concepts, Models, Languages, and Standards chapter 1 2 Object and Object-Relational Databases Overview of Object Database Concepts Object Database Extensions to SQL The ODMG Object Model and the Object Definition Language ODL Object Database Conceptual Design The Object Query Language OQL Overview of the C++ Language Binding in the ODMG Standard Summary 418 Review Questions 420 Exercises 421 Selected Bibliography 422 chapter 1 3 XML: Extensible Markup Language Structured, Semistructured, and Unstructured Data XML Hierarchical (Tree) Data Model XML Documents, DTD, and XML Schema Storing and Extracting XML Documents from Databases XML Languages Extracting XML Documents from Relational Databases XML/SQL: SQL Functions for Creating XML Data Summary 455 Review Questions 456 Exercises 456 Selected Bibliography 456
7 Database Design Theory and Normalization chapter 1 4 Basics of Functional Dependencies and Normalization for Relational Databases Informal Design Guidelines for Relation Schemas Functional Dependencies Normal Forms Based on Primary Keys General Definitions of Second and Third Normal Forms Boyce-Codd Normal Form Multivalued Dependency and Fourth Normal Form Join Dependencies and Fifth Normal Form Summary 495 Review Questions 496 Exercises 497 Laboratory Exercises 501 Selected Bibliography 502 chapter 1 3 Relational Database Design Algorithms and Further Dependencies Further Topics in Functional Dependencies: Inference Rules, Equivalence, and Minimal Cover Properties of Relational Decompositions Algorithms for Relational Database Schema Design About Nulls, Dangling Tuples, and Alternative Relational Designs Further Discussion of Multivalued Dependencies and 4NF Other Dependencies and Normal Forms Summary 533 Review Questions 534 Exercises 535 Laboratory Exercises 536 Selected Bibliography 537
8 HP? jjf is File Structures, Hashing, Indexing, and Physical Database Design X chapter 1 6 Disk Storage, Basic File Structures, Hashing, and Modern Storage Architectures Introduction Secondary Storage Devices Buffering of Blocks Placing File Records on Disk Operations on Files Files of Unordered Records (Heap Files) Files of Ordered Records (Sorted Files) Hashing Techniques Other Primary File Organizations Parallelizing Disk Access Using RAID Technology Modern Storage Architectures Summary 592 Review Questions 593 Exercises 595 Selected Bibliography 598 chapter 1 7 Indexing Structures for Files and Physical Database Design Types of Single-Level Ordered Indexes Multilevel Indexes Dynamic Multilevel Indexes Using B-Trees and B + -Trees Indexes on Multiple Keys Other Types of Indexes Some General Issues Concerning Indexing Physical Database Design in Relational Databases Summary 646 Review Questions 647 Exercises 648 Selected Bibliography 650
9 xxiv Contents &g& ä l l l l Sa Query Processing and Optimization H chapter 1 0 Strategies for Query Processing Translating SQL Queries into Relational Algebra and Other Operators Algorithms for External Sorting Algorithms for SELECT Operation Implementing the JOIN Operation Algorithms for PROJECT and Set Operations Implementing Aggregate Operations and Different Types of JOINs Combining Operations Using Pipelining Parallel Algorithms for Query Processing Summary 688 Review Questions 688 Exercises 689 Selected Bibliography 689 chapter 1 9 Query Optimization Query Trees and Heuristics for Query Optimization Choice of Query Execution Plans Use of Selectivities in Cost-Based Optimization Cost Functions for SELECT Operation Cost Functions for the JOIN Operation Example to Illustrate Cost-Based Query Optimization Additional Issues Related to Query Optimization An Example of Query Optimization in Data Warehouses Overview of Query Optimization in Oracle Semantic Query Optimization Summary 738 Review Questions 739 Exercises 740 Selected Bibliography 740
10 Transaction Processing, Concurrency Control, and Recovery 11 chapter 20 Introduction to Transaction Processing Concepts and Theory Introduction to Transaction Processing Transaction and System Concepts Desirable Properties of Transactions Characterizing Schedules Based on Recoverability Characterizing Schedules Based on Serializability Transaction Support in SQL Summary 776 Review Questions 777 Exercises 777 Selected Bibliography 779 chapter 21 Concurrency Control Techniques Two-Phase Locking Techniques for Concurrency Control Concurrency Control Based on Timestamp Ordering Multiversion Concurrency Control Techniques Validation (Optimistic) Techniques and Snapshot Isolation Concurrency Control Granularity of Data Items and Multiple Granularity Locking Using Locks for Concurrency Control in Indexes Other Concurrency Control Issues Summary 807 Review Questions 808 Exercises 809 Selected Bibliography 810 chapter 22 Database Recovery Techniques Recovery Concepts NO-UNDO/REDO Recovery Based on Deferred Update Recovery Techniques Based on Immediate Update 823
11 xxvi Contents 22.4 Shadow Paging The ARIES Recovery Algorithm Recovery in Multidatabase Systems Database Backup and Recovery from Catastrophic Failures Summary 833 Review Questions 834 Exercises 835 Selected Bibliography 838 ^P^ 1$ -ti w *i innig Ü& üsäfir^fii HF m ÜÜ *?%% '^' Distributed Databases, NOSQL Systems, and Big Data chapter 2 3 Distributed Database Concepts Distributed Database Concepts Data Fragmentation, Replication, and Allocation Techniques for Distributed Database Design Overview of Concurrency Control and Recovery in Distributed Databases Overview of Transaction Management in Distributed Databases Query Processing and Optimization in Distributed Databases Types of Distributed Database Systems Distributed Database Architectures Distributed Catalog Management Summary 876 Review Questions 877 Exercises 878 Selected Bibliography 880 chapter 24 NOSQL Databases and Big Data Storage Systems Introduction to NOSQL Systems The CAP Theorem Document-Based NOSQL Systems and MongoDB NOSQL Key-Value Stores Column-Based or Wide Column NOSQL Systems NOSQL Graph Databases and Neo4j Summary 909 Review Questions 909 Selected Bibliography 910
12 Contents xxvii chapter 25 Big Data Technologies Based on MapReduce and Hadoop What Is Big Data? Introduction to MapReduce and Hadoop Hadoop Distributed File System (HDFS) MapReduce: Additional Details Hadoop v2 alias YARN General Discussion Summary 953 Review Questions 954 Selected Bibliography 956 part I 1 Advanced Database Models, Systems, and Applications chapter 26 Enhanced Data Models: Introduction to Active, Temporal, Spatial, Multimedia, and Deductive Databases Active Database Concepts and Triggers Temporal Database Concepts Spatial Database Concepts Multimedia Database Concepts Introduction to Deductive Databases Summary 1012 Review Questions 1014 Exercises 1015 Selected Bibliography 1018 chapter 27 Introduction to Information Retrieval and Web Search Information Retrieval (IR) Concepts Retrieval Models Types of Queries in IR Systems Text Preprocessing Inverted Indexing Evaluation Measures of Search Relevance Web Search and Analysis 1047
13 xxviii Contents 27.8 Trends in Information Retrieval Summary 1063 Review Questions 1064 Selected Bibliography 1066 chapter 28 Data Mining Concepts Overview of Data Mining Technology Association Rules Classification Clustering Approaches to Other Data Mining Problems Applications of Data Mining Commercial Data Mining Tools Summary 1097 Review Questions 1097 Exercises 1098 Selected Bibliography 1099 chapter 29 Overview of Data Warehousing and OLAP Introduction, Definitions, and Terminology Characteristics of Data Warehouses Data Modeling for Data Warehouses Building a Data Warehouse Typical Functionality of a Data Warehouse Data Warehouse versus Views Difficulties of Implementing Data Warehouses Summary 1117 Review Questions 1117 Selected Bibliography 1118 part i i Additional Database Topics: Security chapter 30 Database Security Introduction to Database Security Issues Discretionary Access Control Based on Granting and Revoking Privileges Mandatory Access Control and Role-Based Access Control for Multilevel Security 1134
14 Contents xxix 30.4 SQL Injection Introduction to Statistical Database Security Introduction to Flow Control Encryption and Public Key Infrastructures Privacy Issues and Preservation Challenges to Maintaining Database Security Oracle Label-Based Security Summary 1158 Review Questions 1159 Exercises 1160 Selected Bibliography 1161 appendix A Alternative Diagrammatic Notations for ER Models 1163 appendix B Parameters of Disks 1167 appendix C Overview of the QBE Language 1171 C.1 Basic Retrievals in QBE 1171 C.2 Grouping, Aggregation, and Database Modification in QBE appendix D Overview of the Hierarchical Data Model (located on the Companion Website at appendix E Overview of the Network Data Model (located on the Companion Website at Selected Bibliography 1179 Index 1215
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Data base 7\,T"] Systems:;-'./'--'.; r Modelsj Languages, Design, and Application Programming Ramez Elmasri Department of Computer Science and Engineering The University of Texas at Arlington Shamkant
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