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INTERSPEECH
2010
13 years 18 days ago
Strategies for statistical spoken language understanding with small amount of data - an empirical study
The semantic frame based spoken language understanding involves two decisions
Ye-Yi Wang
SOQUA
2004
13 years 7 months ago
Test Oracles Using Statistical Methods
Abstract: The oracle problem is addressed for random testing and testing of randomized software. The presented Statistical Oracle is a Heuristic Oracle using statistical methods, e...
Johannes Mayer, Ralph Guderlei
SDM
2010
SIAM
184views Data Mining» more  SDM 2010»
13 years 7 months ago
A Robust Decision Tree Algorithm for Imbalanced Data Sets
We propose a new decision tree algorithm, Class Confidence Proportion Decision Tree (CCPDT), which is robust and insensitive to class distribution and generates rules which are st...
Wei Liu, Sanjay Chawla, David A. Cieslak, Nitesh V...
ALT
2010
Springer
13 years 7 months ago
Lower Bounds on Learning Random Structures with Statistical Queries
We show that random DNF formulas, random log-depth decision trees and random deterministic finite acceptors cannot be weakly learned with a polynomial number of statistical queries...
Dana Angluin, David Eisenstat, Leonid Kontorovich,...
ACL
2012
11 years 8 months ago
Extracting and modeling durations for habits and events from Twitter
We seek to automatically estimate typical durations for events and habits described in Twitter tweets. A corpus of more than 14 million tweets containing temporal duration informa...
Jennifer Williams, Graham Katz