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» Using Classification as a Programming Language
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COLT
1998
Springer
15 years 5 months ago
Large Margin Classification Using the Perceptron Algorithm
We introduce and analyze a new algorithm for linear classification which combines Rosenblatt's perceptron algorithm with Helmbold and Warmuth's leave-one-out method. Like...
Yoav Freund, Robert E. Schapire
SAC
2011
ACM
14 years 4 months ago
Type harvesting: a practical approach to obtaining typing information in dynamic programming languages
Dynamically typed programming languages are powerful tools for rapid software development. However, there are scenarios that would benefit from actual type information being avai...
Michael Haupt, Michael Perscheid, Robert Hirschfel...
NIPS
2000
15 years 2 months ago
Improved Output Coding for Classification Using Continuous Relaxation
Output coding is a general method for solving multiclass problems by reducing them to multiple binary classification problems. Previous research on output coding has employed, alm...
Koby Crammer, Yoram Singer
ECOOP
2007
Springer
15 years 7 months ago
A Relational Model of Object Collaborations and Its Use in Reasoning About Relationships
Abstract. Understanding the collaborations that arise between the instances of classes in object-oriented programs is important for the analysis, optimization, or modification of ...
Stephanie Balzer, Thomas R. Gross, Patrick Eugster
PLDI
2000
ACM
15 years 6 months ago
Caching function calls using precise dependencies
This paper describes the implementation of a purely functional programming language for building software systems. In this language, external tools like compilers and linkers are ...
Allan Heydon, Roy Levin, Yuan Yu