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» Intelligent Selection of Language Model Training Data
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AAAI
2010
15 years 6 months ago
Collaborative Expert Portfolio Management
We consider the task of assigning experts from a portfolio of specialists in order to solve a set of tasks. We apply a Bayesian model which combines collaborative filtering with a...
David H. Stern, Horst Samulowitz, Ralf Herbrich, T...
BIBE
2007
IEEE
126views Bioinformatics» more  BIBE 2007»
15 years 6 months ago
An End-to-End Process for Cancer Identification from Images of Lung Tissue
— This research describes a non-interactive process that applies several forms of computational intelligence to the task of classifying biopsy lung tissue samples based on visual...
Walker H. Land Jr., Daniel W. McKee, Tatyana Zhuko...
APN
2007
Springer
15 years 11 months ago
Workcraft: A Static Data Flow Structure Editing, Visualisation and Analysis Tool
Workcraft is a framework for the simulation, conversion and analysis of the SDFS models. The plug-in based architecture with embedded scripting language makes the framework an eas...
Ivan Poliakov, Danil Sokolov, Andrey Mokhov
NIPS
2004
15 years 6 months ago
Co-Validation: Using Model Disagreement on Unlabeled Data to Validate Classification Algorithms
In the context of binary classification, we define disagreement as a measure of how often two independently-trained models differ in their classification of unlabeled data. We exp...
Omid Madani, David M. Pennock, Gary William Flake
ICAISC
2010
Springer
15 years 5 months ago
Pruning Classification Rules with Reference Vector Selection Methods
Attempts to extract logical rules from data often lead to large sets of classification rules that need to be pruned. Training two classifiers, the C4.5 decision tree and the Non-Ne...
Karol Grudzinski, Marek Grochowski, Wlodzislaw Duc...