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SIGKDD
2010
259views more  SIGKDD 2010»
13 years 3 months ago
Activity recognition using cell phone accelerometers
Mobile devices are becoming increasingly sophisticated and the latest generation of smart cell phones now incorporates many diverse and powerful sensors. These sensors include GPS...
Jennifer R. Kwapisz, Gary M. Weiss, Samuel Moore
SIGKDD
2010
101views more  SIGKDD 2010»
13 years 3 months ago
Unexpected results in online controlled experiments
Controlled experiments, also called randomized experiments and A/B tests, have had a profound influence on multiple fields, including medicine, agriculture, manufacturing, and adv...
Ron Kohavi, Roger Longbotham
SIGKDD
2010
183views more  SIGKDD 2010»
13 years 3 months ago
Inactive learning?: difficulties employing active learning in practice
Despite the tremendous level of adoption of machine learning techniques in real-world settings, and the large volume of research on active learning, active learning techniques hav...
Josh Attenberg, Foster J. Provost
SIGKDD
2010
100views more  SIGKDD 2010»
13 years 3 months ago
On exploiting hierarchical label structure with pairwise classifiers
The goal of this work was to test whether the performance of a regular pairwise classifier can be improved when additional information about the hierarchical class structure is ad...
Johannes Fürnkranz, Jan Frederik Sima
SIGKDD
2010
135views more  SIGKDD 2010»
13 years 3 months ago
Novel data stream pattern mining report on the StreamKDD'10 workshop
This report summarizes the First International Workshop on Novel Data Stream Pattern Mining held at the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mi...
Margaret H. Dunham, Michael Hahsler, Myra Spiliopo...
SIGKDD
2010
128views more  SIGKDD 2010»
13 years 3 months ago
On cross-validation and stacking: building seemingly predictive models on random data
A number of times when using cross-validation (CV) while trying to do classification/probability estimation we have observed surprisingly low AUC's on real data with very few...
Claudia Perlich, Grzegorz Swirszcz
SIGKDD
2010
126views more  SIGKDD 2010»
13 years 3 months ago
MultiClust 2010: discovering, summarizing and using multiple clusterings
Traditional clustering focuses on finding a single best clustering solution from data. However, given a single data set, one could interpret it in different ways. This is particul...
Xiaoli Z. Fern, Ian Davidson, Jennifer G. Dy
SIGKDD
2010
136views more  SIGKDD 2010»
13 years 3 months ago
Tenth international workshop on multimedia data mining
In this report we provide a summary of the tenth Multimedia Data Mining Workshop that was held in conjunction with the 16th ACM SIGKDD International Conference on Knowledge Discov...
Valery A. Petrushin, Jia-Yu Pan, Cees G. M. Snoek
SIGKDD
2010
123views more  SIGKDD 2010»
13 years 3 months ago
Fully decentralized computation of aggregates over data streams
Luca Becchetti, Ilaria Bordino, Stefano Leonardi, ...
SIGKDD
2010
125views more  SIGKDD 2010»
13 years 3 months ago
A framework for mining interesting pattern sets
This paper suggests a framework for mining subjectively interesting pattern sets that is based on two components: (1) the encoding of prior information in a model for the data min...
Tijl De Bie, Kleanthis-Nikolaos Kontonasios, Eirin...