Machine Learning today offers a broad repertoire of methods for classification and regression. But what if we need to predict complex objects like trees, orderings...Thorsten Joachims, Thomas Hofmann, Yisong Yue, Chun-Nam Yu From Communications of the ACM | November 2009
Interest in machine learning can be traced back to the early days of computer science. Alan Turing himself conjectured that...John Shawe-Taylor From Communications of the ACM | November 2009
Declarative Networking is a programming methodology that enables developers to concisely specify network protocols and services, which are directly compiled to...Boon Thau Loo, Tyson Condie, Minos Garofalakis, David E. Gay, Joseph M. Hellerstein, Petros Maniatis, Raghu Ramakrishnan, Timothy Roscoe, Ion Stoica From Communications of the ACM | November 2009
In science, significant advances are often made when researchers from different communities join forces.Peter Druschel From Communications of the ACM | November 2009
Many data generation processes can be modeled as data streams. While this data may be archived and indexed within a data warehouse, it is also important to process...Graham Cormode, Marios Hadjieleftheriou From Communications of the ACM | October 2009
The database and systems communities have made great progress in developing database systems that allow us to store and query huge amounts of data. Real-time analysis...Johannes Gehrke From Communications of the ACM | October 2009
The task of estimating the number of distinct values (DVs) in a large dataset arises in a wide variety of settings in computer science and elsewhere. We provide...Kevin Beyer, Rainer Gemulla, Peter J. Haas, Berthold Reinwald, Yannis Sismanis From Communications of the ACM | October 2009
Relational systems have made it possible to query large collections of data in a declarative style through languages such as SQL. There is a key component that...Surajit Chaudhuri From Communications of the ACM | October 2009
Existing literature on distributed development in software engineering and other fields discusses various challenges,...Christian Bird, Nachiappan Nagappan, Premkumar Devanbu, Harald Gall, Brendan Murphy From Communications of the ACM | August 2009
This article describes mechanisms for asynchronous collaboration in the context of information visualization, recasting visualizations as not just analytic tools...Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg From Communications of the ACM | January 2009
Visual analysis, a powerful method for finding and telling stories with data, is moving from research into widespread use.Jock D. Mackinlay From Communications of the ACM | January 2009
Beginning in the early to mid-1980s the relational model of data has dominated the DBMS landscape. Moreover, descendents of...Michael Stonebraker From Communications of the ACM | December 2008
In this paper, we report how research around the MonetDB database system has led to a redesign of database architecture in order to take advantage of modern hardware...Peter A. Boncz, Martin L. Kersten, Stefan Manegold From Communications of the ACM | December 2008
In this paper, we address these demands by presenting the Polaris formalism, a visual query language for precisely describing a wide range of table-based graphical...Chris Stolte, Diane Tang, Pat Hanrahan From Communications of the ACM | November 2008
Users need storage that is highly reliable (it is not lost) and highly available (accessible when needed). Guaranteeing...Barbara Liskov From Communications of the ACM | November 2008
Jim Gray nominated the Polaris paper for the Research Highlights section and wrote the first draft of this Technical Perspective in November 2006. David Patterson...Jim Gray From Communications of the ACM | November 2008
A longstanding vision in distributed systems is to build reliable systems from unreliable components. An enticing formulation of this vision is Byzantine fault-tolerant...Ramakrishna Kotla, Allen Clement, Edmund Wong, Lorenzo Alvisi, Mike Dahlin From Communications of the ACM | November 2008
Wireless sensor networks represent a new computing platform that blends computation, sensing, and communication...Feng Zhao From Communications of the ACM | July 2008