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ESOP
2012
Springer
13 years 5 months ago
Generate, Test, and Aggregate - A Calculation-based Framework for Systematic Parallel Programming with MapReduce
Abstract. MapReduce, being inspired by the map and reduce primitives available in many functional languages, is the de facto standard for large scale data-intensive parallel progra...
Kento Emoto, Sebastian Fischer, Zhenjiang Hu
GG
2010
Springer
14 years 10 months ago
Multi-Amalgamation in Adhesive Categories
Abstract. Amalgamation is a well-known concept for graph transformations in order to model synchronized parallelism of rules with shared subrules and corresponding transformations....
Ulrike Golas, Hartmut Ehrig, Annegret Habel
ICML
2005
IEEE
15 years 10 months ago
Learning as search optimization: approximate large margin methods for structured prediction
Mappings to structured output spaces (strings, trees, partitions, etc.) are typically learned using extensions of classification algorithms to simple graphical structures (eg., li...
Daniel Marcu, Hal Daumé III
APLAS
2005
ACM
14 years 11 months ago
Loop Invariants on Demand
This paper describes a sound technique that combines the precision em proving with the loop-invariant inference of abstract interpretation. The loop-invariant computations are invo...
K. Rustan M. Leino, Francesco Logozzo
ML
2006
ACM
143views Machine Learning» more  ML 2006»
14 years 9 months ago
Mathematical applications of inductive logic programming
The application of Inductive Logic Programming to scientific datasets has been highly successful. Such applications have led to breakthroughs in the domain of interest and have dri...
Simon Colton, Stephen Muggleton