Data Management

SERIES EDITOR: H.V. Jagadish, University of Michigan
FOUNDING EDITOR: M. Tamer Özsu, University of Waterloo
This series publishes lectures on data management. Topics include query languages, database system architectures, transaction management, data warehousing, XML and databases, data stream systems, wide scale data distribution, multimedia data management, data mining, and related subjects.

Series ISSNs: 2153-5418 (print) and 2153-5426 (electronic)

Editor Bios


Answering Queries Using Views Answering Queries Using Views
Foto Afrati, Rada Chirkova
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 placemen...
Publication Date: December, 2017

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Databases on Modern Hardware Databases on Modern Hardware
Anastasia Ailamaki, Erietta Liarou, Pinar Tozun, Danica Porobic, Iraklis Psaroudakis
Data management systems enable various influential applications from high-performance online services (e.g., social networks like Twitter and Facebook or financial markets) to big data analytics (e.g., scientific exploration, sensor networks, busines...
Publication Date: August, 2017

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Instant Recovery with Write-Ahead Logging, 2nd Edition Instant Recovery with Write-Ahead Logging, 2nd Edition
Goetz Graefe, Wey Guy, Caetano Sauer
Traditional theory and practice of write-ahead logging and of database recovery focus on three failure classes: transaction failures; system failures; and media failures. The recent addition of single-page failures and single-page recovery has opened...
Publication Date: May, 2016

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Generating Plans from Proofs Generating Plans from Proofs
Michael Benedikt, Julien Leblay, Balder ten Cate, Efthymia Tsamoura
Query reformulation refers to a process of translating a source query - a request for information in some high-level logic-based language - into a target plan that abides by certain interface restrictions. Many practical problems in data management c...
Publication Date: March, 2016

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Veracity of Data Veracity of Data
Laure Berti-Equille, Javier Borge-Holthoefer
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 s...
Publication Date: December 23, 2015

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Datalog and Logic Databases Datalog and Logic Databases
Sergio Greco, Cristian Molinaro
This book presents the fundamentals of Datalog, some of its extensions, and recent applications to different domains. Datalog is a declarative query language for relational databases based on the logic programming paradigm. One of the peculiarities ...
Publication Date: November 13, 2015

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Big Data Integration Big Data Integration
Xin Luna Dong, Divesh Srivastava
The big data era is upon us: data are being generated, analyzed, and used at an unprecedented scale, and data-driven decision making is sweeping through all aspects of society. Since the value of data explodes when it can be linked and fused with ot...
Publication Date: February, 2015

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Probabilistic Approaches to Recommendations Probabilistic Approaches to Recommendations
Nicola Barbieri, Giuseppe Manco, Ettore Ritacco
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 c...
Publication Date: 05/01/2014

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Outlier Detection for Temporal Data Outlier Detection for Temporal Data
Manish Gupta, Jing Gao, Charu Aggarwal, Jiawei Han,
Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Ini...
Publication Date: 03/01/2014

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Provenance Data in Social Media Provenance Data in Social Media
Geoffrey Barbier , Zhuo Feng , Pritam Gundecha, Huan Liu
Social media shatters the barrier to communicate anytime anywhere for people of all walks of life. The publicly available, virtually free information in social media poses a new challenge to consumers who have to discern whether a piece of informatio...
Publication Date: 05/01/2013

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Privacy in Social Networks Privacy in Social Networks
Elena Zheleva, Evimaria Terzi, Lise Getoor
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 perspe...
Publication Date: 01/01/2012

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Mining Heterogeneous Information Networks Mining Heterogeneous Information Networks
Yizhou Sun, Jiawei Han
Real-world physical and abstract data objects are interconnected, forming gigantic, interconnected networks. By structuring these data objects and interactions between these objects into multiple types, such networks become semi-structured heterogene...
Publication Date: 01/01/2012

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Graph Mining Graph Mining
Deepayan Chakrabarti, Christos Faloutsos
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, f...
Publication Date: 01/01/2012

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Ensemble Methods in Data Mining Ensemble Methods in Data Mining
Giovanni Seni, John Elder
Ensemble methods have been called the most influential development in Data Mining and Machine Learning in the past decade. They combine multiple models into one usually more accurate than the best of its components. Ensembles can provide a critical b...
Publication Date: 01/01/2010

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Community Detection and Mining in Social Media Community Detection and Mining in Social Media
Lei Tang, Huan Liu
The past decade has witnessed the emergence of participatory Web and social media, bringing people together in many creative ways. Millions of users are playing, tagging, working, and socializing online, demonstrating new forms of collaboration, comm...
Publication Date: 01/01/2010

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Modeling and Data Mining in Blogosphere Modeling and Data Mining in Blogosphere
Nitin Agarwal, Huan Liu
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 pe...
Publication Date: 01/01/2009

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Data Cleaning Data Cleaning
Venkatesh Ganti, Anish Das Sarma
Data warehouses consolidate various activities of a business and often form the backbone for generating reports that support important business decisions. Errors in data tend to creep in for a variety of reasons. Some of these reasons include errors...
Publication Date: 09/01/2013

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Spatial Data Management Spatial Data Management
Nikos Mamoulis
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 Syst...
Publication Date: 01/01/2011

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Semantics Empowered Web 3.0 Semantics Empowered Web 3.0
Amit Sheth, Krishnaprasad Thirunarayan
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, sensor...
Publication Date: 01/01/2012

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Query Processing over Uncertain Databases Query Processing over Uncertain Databases
Lei Chen, Xiang Lian
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...
Publication Date: 01/01/2012

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