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ESEM
2009
ACM
15 years 10 months ago
Predicting defects with program dependencies
Software development is a complex and error-prone task. An important factor during the development of complex systems is the understanding of the dependencies that exist between d...
Thomas Zimmermann, Nachiappan Nagappan
DIS
1998
Springer
15 years 8 months ago
Learning with Globally Predictive Tests
We introduce a new bias for rule learning systems. The bias only allows a rule learner to create a rule that predicts class membership if each test of the rule in isolation is pred...
Michael J. Pazzani
ICMLA
2008
15 years 5 months ago
Predicting Algorithm Accuracy with a Small Set of Effective Meta-Features
We revisit 26 meta-features typically used in the context of meta-learning for model selection. Using visual analysis and computational complexity considerations, we find 4 meta-f...
Jun Won Lee, Christophe G. Giraud-Carrier
GIS
2008
ACM
16 years 5 months ago
Pedestrian flow prediction in extensive road networks using biased observational data
In this paper, we discuss an application of spatial data mining to predict pedestrian flow in extensive road networks using a large biased sample. Existing out-of-the-box techniqu...
Michael May, Simon Scheider, Roberto Rösler, ...
WWW
2006
ACM
16 years 4 months ago
Using web browser interactions to predict task
The automatic identification of a user's task has the potential to improve information filtering systems that rely on implicit measures of interest and whose effectiveness ma...
Melanie Kellar, Carolyn R. Watters