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IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 11/2013, Volume 35, Issue 11, pp. 2796 - 2802
Journal Article
Information sciences, ISSN 0020-0255, 2013, Volume 239, pp. 142 - 153
A tree-ensemble method, referred to as time series forest (TSF), is proposed for time series classification. TSF employs a combination of entropy gain and a... 
Entrance gain | Interpretability | Time series classification | Decision tree | Ensemble | Large margin | COMPUTER SCIENCE, INFORMATION SYSTEMS
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 07/2009, Volume 10, pp. 1341 - 1366
Predictive models benefit from a compact, non-redundant subset of features that improves interpretability and generalization. Modern data sets are wide, dirty,... 
Importance | Trees | Masking | Resampling | Residuals | REGRESSION | masking | importance | STABILITY | CLASSIFICATION | trees | resampling | LEARNING-THEORY | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | residuals
Journal Article
Decision Support Systems, ISSN 0167-9236, 03/2014, Volume 59, Issue 1, pp. 163 - 170
Journal Article
Decision support systems, ISSN 0167-9236, 03/2014, Volume 59, p. 163
  Associative classifiers have been proposed to achieve an accurate model with each individual rule being interpretable. However, existing associative... 
Studies | Algorithms | Decision making models | Decision trees
Journal Article
Journal Article
IIE Transactions: Public Health and Healthcare Surveillance and Response, ISSN 0740-817X, 08/2014, Volume 46, Issue 8, pp. 770 - 789
Public health surveillance is a special case of the general problem that monitors counts (or rates) of events for changes. Modern data complements event counts... 
Epidemiology | data mining | feature selection | decision trees | ensembles | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | CLUSTERS | POINT PATTERNS | DISEASE | TIME | ENGINEERING, INDUSTRIAL | Usage | Algorithms | Analysis | Research | Data mining | Decision tree | Public health
Journal Article
Journal of Quality Technology, ISSN 0022-4065, 01/2012, Volume 44, Issue 1, pp. 9 - 27
Monitoring real-time data steams is an important learning task in numerous disciplines. Traditional process-monitoring techniques are challenged by... 
Classifiers | Nonlinear dynamics | Mathematical analysis | Labels | Mathematical models | Real time | Statistics | Monitoring
Journal Article
Studies in Fuzziness and Soft Computing, ISSN 1434-9922, 2006, Volume 207, pp. 187 - 204
Journal Article
IIE transactions, ISSN 0740-817X, 08/2014, Volume 46, Issue 8, p. 770
  Public health surveillance is a special case of the general problem that monitors counts (or rates) of events for changes. Modern data complements event... 
Studies | Mathematical problems | Algorithms | Surveillance | Simulation | Statistical inference | Public health
Journal Article
04/2011
Systems and methods provide for preprocessing non-metric response categories in order to efficiently cluster or partition predictors have similar responses.... 
Patent
04/2011
Systems and methods provide for preprocessing non-metric response categories in order to efficiently cluster or partition predictors have similar responses.... 
PRESENTATION OF DATA | HANDLING RECORD CARRIERS | COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS | COMPUTING | COUNTING | PHYSICS | ELECTRIC DIGITAL DATA PROCESSING | CALCULATING | RECORD CARRIERS | RECOGNITION OF DATA
Patent
IEEE Transactions on Semiconductor Manufacturing, ISSN 0894-6507, 05/2011, Volume 24, Issue 2, pp. 197 - 201
Journal Article
2011, Lecture Notes in Computer Science, ISBN 3642217370, Volume 6792, Issue 2
Attribute importance measures for supervised learning are important for improving both learning accuracy and interpretability. However, it is well-known there... 
Information Systems Applications (incl.Internet) | Pattern Recognition | Computer Science | Image Processing and Computer Vision | Artificial Intelligence (incl. Robotics) | Computation by Abstract Devices | Algorithm Analysis and Problem Complexity | Attribute importance | random forest | cardinality | feature selection
Book Chapter
Intel technology journal, ISSN 1535-864X, 05/2005, Volume 9, Issue 2
Journal Article
International Journal of Production Research: Data Mining and Applications in Engineering Design, Manufacturing and Logistics, ISSN 0020-7543, 07/2006, Volume 44, Issue 14, pp. 2853 - 2868
Journal Article
International journal of production research, ISSN 0020-7543, 07/2006, Volume 44, Issue 14, p. 2853
The detection of changes in the distribution of process variables is referred to as the change-point problem. Existing methods focus on detecting a single (or... 
Studies | Statistical process control | Process controls | Control charts | Decision trees | Multivariate analysis
Journal Article
02/2013
Information Sciences 239: 142-153 (2013) We propose a tree ensemble method, referred to as time series forest (TSF), for time series classification. TSF... 
Computer Science - Learning
Journal Article
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