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Predicting Structured Objects with Support Vector Machines
From Communications of the ACM

Predicting Structured Objects with Support Vector Machines

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...

From Communications of the ACM

Technical Perspective: Machine Learning For Complex Predictions

Interest in machine learning can be traced back to the early days of computer science. Alan Turing himself conjectured that...

From Communications of the ACM

Declarative Networking

Declarative Networking is a programming methodology that enables developers to concisely specify network protocols and services, which are directly compiled to...

From Communications of the ACM

Technical Perspective: Narrowing the Semantic Gap in Distributed Programming

In science, significant advances are often made when researchers from different communities join forces.

Finding the Frequent Items in Streams of Data
From Communications of the ACM

Finding the Frequent Items in Streams of Data

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...

From Communications of the ACM

Technical Perspective: Data Stream Processing - When You Only Get One Look

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...

Distinct-Value Synopses For Multiset Operations
From Communications of the ACM

Distinct-Value Synopses For Multiset Operations

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...

From Communications of the ACM

Technical Perspective: Relational Query Optimization: Data Management Meets Statistical Estimation

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...

Optimistic Parallelism Requires Abstractions
From Communications of the ACM

Optimistic Parallelism Requires Abstractions

Writing software for multicore processors is greatly simplified if we could automatically parallelize sequential programs. Although auto-parallelization has been...

From Communications of the ACM

Technical Perspective: Abstraction For Parallelism

Looking for some new insight into an old problem? The  familiar problem of writing parallel applications and a...

Statistical Analysis of Circuit Timing Using Majorization
From Communications of the ACM

Statistical Analysis of Circuit Timing Using Majorization

Future miniaturization of silicon transistors following Moore's Law may be in jeopardy as it becomes harder to precisely define the behavior and shape of nanoscale...

From Communications of the ACM

Technical Perspective: Where the Chips May Fall

The traditional approach to circuit design has been to build chips that work correctly at extreme-case process...

Does Distributed Development Affect Software Quality?
From Communications of the ACM

Does Distributed Development Affect Software Quality?: An Empirical Case Study of Windows Vista

Existing literature on distributed development in software engineering and other fields discusses various challenges,...

From Communications of the ACM

Technical Perspective: Maintaining Quality in the Face of Distributed Development

It was a problem that should not have taken three weeks to solve. The documentation claimed that if a function was called...

From Communications of the ACM

Formal Verification of a Realistic Compiler

This paper reports on the development and formal verification of CompCert, a compiler from Clight (a large subset of the C programming language) to PowerPC assembly...

From Communications of the ACM

Technical Perspective: A Compiler's Story

In the early 1970s, pioneers like Floyd, Dijkstra, and Hoare argued that programs should be formally specified and proven...

Apprenticeship Learning For Helicopter Control
From Communications of the ACM

Apprenticeship Learning For Helicopter Control

Autonomous helicopter flight is widely regarded to be a highly challenging control problem. As helicopters are highly unstable and exhibit complicated dynamical...

From Communications of the ACM

Technical Perspective: The Ultimate Pilot Program

In one scene from The Matrix, two leaders of the human resistance are trapped on the roof of a skyscraper. The only means of escape is by helicopter, which neither...

Two Hardware-Based Approaches For Deterministic Multiprocessor Replay
From Communications of the ACM

Two Hardware-Based Approaches For Deterministic Multiprocessor Replay

Modern computer systems are inherently nondeterministic due to a variety of events that occur during an execution. The lack of repeatability that arises from this...

From Communications of the ACM

Technical Perspective: Software and Hardware Support For Deterministic Replay of Parallel Programs

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