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KDD
2009
ACM
224views Data Mining» more  KDD 2009»
15 years 8 months ago
Issues in evaluation of stream learning algorithms
Learning from data streams is a research area of increasing importance. Nowadays, several stream learning algorithms have been developed. Most of them learn decision models that c...
João Gama, Raquel Sebastião, Pedro P...
146
Voted
ICSM
1994
IEEE
15 years 7 months ago
A Framework for Partial Data Flow Analysis
Although data pow analysis was first developed for use in compilers, its usefulness is now recognized in many software tools. Because of its compiler origins, the computation of d...
Rajiv Gupta, Mary Lou Soffa
FASE
2006
Springer
15 years 7 months ago
Trace-Based Memory Aliasing Across Program Versions
One of the major costs of software development is associated with testing and validation of successive versions of software systems. An important problem encountered in testing and...
Murali Krishna Ramanathan, Suresh Jagannathan, Ana...
132
Voted
KBSE
1995
IEEE
15 years 7 months ago
A Transformation System for Interactive Reformulation of Design Optimization Strategies
Numerical design optimization algorithms are highly sensitive to the particular formulation of the optimization problems they are given. The formulation of the search space, the o...
Thomas Ellman, John Keane, Takahiro Murata, Mark S...
138
Voted
SDM
2008
SIAM
122views Data Mining» more  SDM 2008»
15 years 5 months ago
Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing
Sample selection bias is a common problem in many real world applications, where training data are obtained under realistic constraints that make them follow a different distribut...
Jiangtao Ren, Xiaoxiao Shi, Wei Fan, Philip S. Yu