• Chapter 2 Pattern RepresentationChapter 2 Pattern Representation

    The Cayley-Hamilton Theorem In practical calculation, we set the characteristic polynomial equal to zero, given the characteristic equation: det |A - I| = 0 The zeros of the characteristic polynomial, which are solutions to this equation, are the eigenvalues of the matrix A. The second step in solving the eigenvalue problem is to find the eig...

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  • Chapter 1 Overview on Pattern Recognition and Machine LearningChapter 1 Overview on Pattern Recognition and Machine Learning

    5. Two paradigms of pattern recognition There are several paradigms which have been used to solve the pattern recognition problem. The two main ones are statistical pattern recognition and syntactic pattern recognition In statistical pattern recognition, we use vector spaces to represent patterns and classes. The abstractions deal with probabili...

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  • Bài giảng Database Systems - Chapter 11: Relational Database Design Algorithms and Further DependenciesBài giảng Database Systems - Chapter 11: Relational Database Design Algorithms and Further Dependencies

    Recap  Designing a Set of Relations  Properties of Relational Decompositions  Algorithms for Relational Database Schema  Multivalued Dependencies and Fourth Normal Form  Join Dependencies and Fifth Normal Form  Inclusion Dependencies  Other Dependencies and Normal Forms

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  • Bài giảng Database Systems - Chapter 10: Functional Dependencies and Normalization for Relational DatabasesBài giảng Database Systems - Chapter 10: Functional Dependencies and Normalization for Relational Databases

    Chapter Outline  Informal Design Guidelines for Relational Databases  Functional Dependencies (FDs)  Definition, Inference Rules, Equivalence of Sets of FDs, Minimal Sets of FDs  Normal Forms Based on Primary Keys  General Normal Form Definitions (For Multiple Keys)  BCNF (Boyce-Codd Normal Form)

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  • Bài giảng Database Systems - Chapter 9: Introduction to SQL Programming TechniquesBài giảng Database Systems - Chapter 9: Introduction to SQL Programming Techniques

    Summary  Assertions provide a means to specify additional constraints  Triggers are assertions that define actions to be automatically taken when certain conditions occur  Views create temporary (virtual) tables  A database may be accessed in an interactive mode  Most often, however, data in a database is manipulate via application pro...

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  • Bài giảng Database Systems - Chapter 8: SQL-99: SchemaDefinition, Constraints, and Queries and ViewsBài giảng Database Systems - Chapter 8: SQL-99: SchemaDefinition, Constraints, and Queries and Views

    Recap of SQL Queries  A query in SQL can consist of up to six clauses, but only the first two, SELECT and FROM, are mandatory. The clauses are specified in the following order: SELECT FROM

    [WHERE ] [GROUP BY ] [HAVING ] [ORDER BY ]  There ar...

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  • Bài giảng Database Systems - Chapter 7: Relational Database Design by ERand EERR-To-Relational MappingBài giảng Database Systems - Chapter 7: Relational Database Design by ERand EERR-To-Relational Mapping

    Chapter Summary  ER-to-Relational Mapping Algorithm  Step 1: Mapping of Regular Entity Types  Step 2: Mapping of Weak Entity Types  Step 3: Mapping of Binary 1:1 Relation Types  Step 4: Mapping of Binary 1:N Relationship Types.  Step 5: Mapping of Binary M:N Relationship Types.  Step 6: Mapping of Multivalued attributes.  Step 7: Ma...

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  • Bài giảng Database Systems - Chapter 6: The Relational Algebra and CalculusBài giảng Database Systems - Chapter 6: The Relational Algebra and Calculus

    QBE: A Query Language Based on Domain Calculus (Appendix C)  The language is very user-friendly, because it uses minimal syntax.  QBE was fully developed further with facilities for grouping, aggregation, updating etc. and is shown to be equivalent to SQL.  The language is available under QMF (Query Management Facility) of DB2 of IBM and...

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  • Bài giảng Database Systems - Chapter 5: The Relational Data Model and Relational Database ConstraintsBài giảng Database Systems - Chapter 5: The Relational Data Model and Relational Database Constraints

    Summary  Presented Relational Model Concepts  Definitions  Characteristics of relations  Discussed Relational Model Constraints and Relational Database Schemas  Domain constraints’  Key constraints  Entity integrity  Referential integrity  Described the Relational Update Operations and Dealing with Constraint Violations

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  • Bài giảng Database Systems - Chapter 4: Enhanced Entity-Relationship (EER) ModelingBài giảng Database Systems - Chapter 4: Enhanced Entity-Relationship (EER) Modeling

    Summary  Introduced the EER model concepts  Class/subclass relationships  Specialization and generalization  Inheritance  These augment the basic ER model concepts introduced in Chapter 3  EER diagrams and alternative notations were presented

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