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BIOINFORMATICS
2010
70views more  BIOINFORMATICS 2010»
13 years 11 months ago
Reporting bias when using real data sets to analyze classification performance
Mohammadmahdi R. Yousefi, Jianping Hua, Chao Sima,...
BMCBI
2006
110views more  BMCBI 2006»
13 years 11 months ago
Bias in error estimation when using cross-validation for model selection
Background: Cross-validation (CV) is an effective method for estimating the prediction error of a classifier. Some recent articles have proposed methods for optimizing classifiers...
Sudhir Varma, Richard Simon
CIDU
2010
13 years 9 months ago
Analyzing Aviation Safety Reports: From Topic Modeling to Scalable Multi-Label Classification
Abstract. The Aviation Safety Reporting System (ASRS) is used to collect voluntarily submitted aviation safety reports from pilots, controllers and others. As such it is particular...
Amrudin Agovic, Hanhuai Shan, Arindam Banerjee
KDD
2010
ACM
222views Data Mining» more  KDD 2010»
14 years 24 days ago
Large linear classification when data cannot fit in memory
Recent advances in linear classification have shown that for applications such as document classification, the training can be extremely efficient. However, most of the existing t...
Hsiang-Fu Yu, Cho-Jui Hsieh, Kai-Wei Chang, Chih-J...
BMCBI
2008
128views more  BMCBI 2008»
13 years 11 months ago
Improving the prediction accuracy in classification using the combined data sets by ranks of gene expressions
Background: The information from different data sets experimented under different conditions may be inconsistent even though they are performed with the same research objectives. ...
Ki-Yeol Kim, Dong Hyuk Ki, Hei-Cheul Jeung, Hyun C...