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Synthesis Lectures on Data Min...This book offers a comprehensive overview of the various concepts and research... This book offers a comprehensive overview of the various concepts and research issues about blogs or weblogs. It introduces techniques and approaches tools and applications and evaluation methodologies with examples and case studies. Blogs allow... more
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Synthesis Lectures on Data Min...The big data era is characterized by an explosion of information in the form o... The big data era is characterized by an explosion of information in the form of digital data collections ranging from scientific knowledge to social media news and everyone s daily life. Examples of such collections include scientific publications... more
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Synthesis Lectures on Data Min...What does the Web look like? How can we find patterns communities outliers in ... What does the Web look like? How can we find patterns communities outliers in a social network? Which are the most central nodes in a network? These are the questions that motivate this work. Networks and graphs appear in many diverse settings for... more
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Synthesis Lectures on Data Min...In recent years there has been a rapid growth of location-based social network... In recent years there has been a rapid growth of location-based social networking services such as Foursquare and Facebook Places which have attracted an increasing number of users and greatly enriched their urban experience. Typical location-based... more
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Synthesis Lectures on Data Min...This book presents a comprehensive range of topics in deep learning for polyme... This book presents a comprehensive range of topics in deep learning for polymer discovery from fundamental concepts to advanced methodologies. These topics are crucial as they address critical challenges in polymer science and engineering. With a... more
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Synthesis Lectures on Data Min...The importance of accurate recommender systems has been widely recognized by a... The importance of accurate recommender systems has been widely recognized by academia and industry and recommendation is rapidly becoming one of the most successful applications of data mining and machine learning. Understanding and predicting the... more
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Synthesis Lectures on Data Min...This synthesis lecture provides a survey of work on privacy in online social n... This synthesis lecture provides a survey of work on privacy in online social networks (OSNs). This work encompasses concerns of users as well as service providers and third parties. Our goal is to approach such concerns from a computer-science... more
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Synthesis Lectures on Data Min...Given a set of objects and a pairwise similarity measure between them the goal... Given a set of objects and a pairwise similarity measure between them the goal of correlation clustering is to partition the objects in a set of clusters to maximize the similarity of the objects within the same cluster and minimize the similarity... more
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Synthesis Lectures on Data Man...The chase has long been used as a central tool to analyze dependencies and the... The chase has long been used as a central tool to analyze dependencies and their effect on queries. It has been applied to different relevant problems in database theory such as query optimization query containment and equivalence dependency... 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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Advances in Data Mining: Appli...The Industrial Conference on Data Mining ICDM-Leipzig was the sixth event in a... The Industrial Conference on Data Mining ICDM-Leipzig was the sixth event in a series of annual events which started in 2000. We are pleased to note that the topic data mining with special emphasis on real-world applications has been adopted by so... more
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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 Visualiz...When you picture human-data interactions (HDI) what comes to mind? The datafic... When you picture human-data interactions (HDI) what comes to mind? The datafication of modern life along with open data initiatives advocating for transparency and access to current and historical datasets has fundamentally transformed when where... 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...Large-scale data analytics using machine learning (ML) underpins many modern d... Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficient and scalable manner. Data management is at the heart of... 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...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...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...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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