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

	Data Management in Machine Learning Systems Matthias Boehm, Arun Kumar, Jun Yang 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 man… Publication Date: February, 2019 Read More
	Non-Volatile Memory Database Management Systems Joy Arulraj, Andrew Pavlo This book explores the implications of non-volatile memory (NVM) for database management systems (DBMSs). The advent of NVM will fundamentally change the dichotomy between volatile memory and durable storage in DBMSs. These new NVM devices are almost… Publication Date: February, 2019 Read More
	Scalable Processing of Spatial-Keyword Queries Ahmed R. Mahmood, Walid G. Aref 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 refe… Publication Date: February, 2019 Read More
	Data Exploration Using Example-Based Methods Matteo Lissandrini, Davide Mottin, Themis Palpanas, Yannis Velegrakis Data usually comes in a plethora of formats and dimensions, rendering the information extraction and exploration processes challenging. Thus, being able to perform exploratory analyses of the data with the intent of having an immediate glimpse of som… Publication Date: November, 2018 Read More
	Data Profiling Ziawasch Abedjan, Lukasz Golab, Felix Naumann, Thorsten Papenbrock 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 d… Publication Date: November, 2018 Read More
	Querying Graphs Angela Bonifati, George Fletcher, Hannes Voigt, Nikolay Yakovets Graph data modeling and querying arises in many practical application domains such as social and biological networks where the primary focus is on concepts and their relationships and the rich patterns in these complex webs of interconnectivity. In t… Publication Date: October, 2018 Read More
	Query Processing over Incomplete Databases Yunjun Gao, Xiaoye Miao 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 certai… Publication Date: August, 2018 Read More
	Natural Language Data Management and Interfaces Yunyao Li, Davood Rafiei 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 … Publication Date: August, 2018 Read More
	Human Interaction with Graphs Sourav S. Bhowmick, Byron Choi, Chengkai Li Interacting with graphs using queries has emerged as an important research problem for real-world applications that center on large graph data. Given the syntactic complexity of graph query languages (e.g., SPARQL, Cypher), visual graph query interfa… Publication Date: August, 2018 Read More
	On Uncertain Graphs Arijit Khan, Yuan Ye, Lei Chen Large-scale, highly interconnected networks, which are often modeled as graphs, pervade both our society and the natural world around us. Uncertainty, on the other hand, is inherent in the underlying data due to a variety of reasons, such as noisy me… Publication Date: July, 2018 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More
	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 Read More