Chen, Lei.
Query Processing over Uncertain Databases [electronic resource] / by Lei Chen, Xiang Lian. - 1st ed. 2013. - X, 91 p. online resource. - Synthesis Lectures on Data Management, 2153-5426 . - Synthesis Lectures on Data Management, .
Introduction -- Uncertain Data Models -- Spatial Query Semantics over Uncertain Data Models -- Spatial Query Processing over Uncertain Databases -- Conclusion.
Due to measurement errors, transmission lost, or injected noise for privacy protection, uncertainty exists in the data of many real applications. However, query processing techniques for deterministic data cannot be directly applied to uncertain data because they do not have mechanisms to handle data uncertainty. Therefore, efficient and effective manipulation of uncertain data is a practical yet challenging research topic. In this book, we start from the data models for imprecise and uncertain data, move on to defining different semantics for queries on uncertain data, and finally discuss the advanced query processing techniques for various probabilistic queries in uncertain databases. The book serves as a comprehensive guideline for query processing over uncertain databases. Table of Contents: Introduction / Uncertain Data Models / Spatial Query Semantics over Uncertain Data Models / Spatial Query Processing over Uncertain Databases / Conclusion.
9783031018961
10.1007/978-3-031-01896-1 doi
Computer networks .
Data structures (Computer science).
Information theory.
Computer Communication Networks.
Data Structures and Information Theory.
TK5105.5-5105.9
004.6
Query Processing over Uncertain Databases [electronic resource] / by Lei Chen, Xiang Lian. - 1st ed. 2013. - X, 91 p. online resource. - Synthesis Lectures on Data Management, 2153-5426 . - Synthesis Lectures on Data Management, .
Introduction -- Uncertain Data Models -- Spatial Query Semantics over Uncertain Data Models -- Spatial Query Processing over Uncertain Databases -- Conclusion.
Due to measurement errors, transmission lost, or injected noise for privacy protection, uncertainty exists in the data of many real applications. However, query processing techniques for deterministic data cannot be directly applied to uncertain data because they do not have mechanisms to handle data uncertainty. Therefore, efficient and effective manipulation of uncertain data is a practical yet challenging research topic. In this book, we start from the data models for imprecise and uncertain data, move on to defining different semantics for queries on uncertain data, and finally discuss the advanced query processing techniques for various probabilistic queries in uncertain databases. The book serves as a comprehensive guideline for query processing over uncertain databases. Table of Contents: Introduction / Uncertain Data Models / Spatial Query Semantics over Uncertain Data Models / Spatial Query Processing over Uncertain Databases / Conclusion.
9783031018961
10.1007/978-3-031-01896-1 doi
Computer networks .
Data structures (Computer science).
Information theory.
Computer Communication Networks.
Data Structures and Information Theory.
TK5105.5-5105.9
004.6