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Synthesis Lectures on Data Man...Spatial database management deals with the storage indexing and querying of da... Spatial database management deals with the storage indexing and querying of data with spatial features such as location and geometric extent. Many applications require the efficient management of spatial data including Geographic Information Systems... more
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Synthesis Lectures on Data Man...This lecture introduces systematically into the problem of managing large data... This lecture introduces systematically into the problem of managing large data collections in peer-to-peer systems. Search over large datasets has always been a key problem in peer-to-peer systems and the peer-to-peer paradigm has incited novel... more
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Synthesis Lectures on Data Man...Many applications process high volumes of streaming data among them Internet t... Many applications process high volumes of streaming data among them Internet traffic analysis financial tickers and transaction log mining. In general a data stream is an unbounded data set that is produced incrementally over time rather than being... more
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Synthesis Lectures on Data Man...The volume of natural language text data has been rapidly increasing over the ... The volume of natural language text data has been rapidly increasing over the past two decades due to factors such as the growth of the Web the low cost associated with publishing and the progress on the digitization of printed texts. This growth... more
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Synthesis Lectures on Data Man...Text data that is associated with location data has become ubiquitous. A tweet... Text data that is associated with location data has become ubiquitous. A tweet is an example of this type of data where the text in a tweet is associated with the location where the tweet has been issued. We use the term spatial-keyword data to... more
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Synthesis Lectures on Data Man...Data exchange is the problem of finding an instance of a target schema given a... Data exchange is the problem of finding an instance of a target schema given an instance of a source schema and a specification of the relationship between the source and the target. Such a target instance should correctly represent information from... more
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Synthesis Lectures on Data Man...Data profiling refers to the activity of collecting data about data {i.e.} met... Data profiling refers to the activity of collecting data about data {i.e.} metadata. Most IT professionals and researchers who work with data have engaged in data profiling at least informally to understand and explore an unfamiliar dataset or to... more
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Synthesis Lectures on Data Man...Privacy preservation has become a major issue in many data analysis applicatio... Privacy preservation has become a major issue in many data analysis applications. When a data set is released to other parties for data analysis privacy-preserving techniques are often required to reduce the possibility of identifying sensitive... more
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Synthesis Lectures on Data Man...On the Web a massive amount of user-generated content is available through var... On the Web a massive amount of user-generated content is available through various channels (e.g. texts tweets Web tables databases multimedia-sharing platforms etc.). Conflicting information rumors erroneous and fake content can be easily spread... more
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Synthesis Lectures on Data Man...The topic of using views to answer queries has been popular for a few decades ... The topic of using views to answer queries has been popular for a few decades now as it cuts across domains such as query optimization information integration data warehousing website design and recently database-as-a-service and data placement in... more
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Synthesis Lectures on Data Man...It has become highly desirable to provide users with flexible ways to query/se... It has become highly desirable to provide users with flexible ways to query/search information over databases as simple as keyword search like Google search. This book surveys the recent developments on keyword search over databases and focuses on... more
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Synthesis Lectures on Data Man...Probabilistic databases are databases where the value of some attributes or th... Probabilistic databases are databases where the value of some attributes or the presence of some records are uncertain and known only with some probability. Applications in many areas such as information extraction RFID and scientific data... more
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Synthesis Lectures on Data Man...After the traditional document-centric Web 1.0 and user-generated content focu... After the traditional document-centric Web 1.0 and user-generated content focused Web 2.0 Web 3.0 has become a repository of an ever growing variety of Web resources that include data and services associated with enterprises social networks sensors... more
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Synthesis Lectures on Data Man...Incomplete data is part of life and almost all areas of scientific studies. Us... Incomplete data is part of life and almost all areas of scientific studies. Users tend to skip certain fields when they fill out online forms; participants choose to ignore sensitive questions on surveys; sensors fail resulting in the loss of... more
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Synthesis Lectures on Data Man...Schema matching is the task of providing correspondences between concepts desc... Schema matching is the task of providing correspondences between concepts describing the meaning of data in various heterogeneous distributed data sources. Schema matching is one of the basic operations required by the process of data and schema... more
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