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Russell Greiner
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About Me
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Research Interests
Applications Pull
Technology Push
Budgeted Learning
Synthesized Data
Mushroom Data Set
Budget of 300
Average number of times each feature was queried during look-ahead
Average number each feature was queried during biased-robin
Look-Ahead vs. Round-Robin for budget of 1600 (long term)
Nursery Data Set
Budget = 200
Budget = 400
Votes Data Set
Budget = 50
Budget = 300
Car Data Set
Budget = 100
Budget = 200
KR-VS-KP
Budget = 1600
Results Related To Belief Nets
Quantifying the Uncertainty of a Belief Net Response
Using Query-Specific Variance Estimates to Combine Bayesian Classifiers
Data Associated With The Experiments
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Heaven (Graduated Students)
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Russell Greiner
Presentations
Recent & Upcoming Presentations
Research Presentation Abstracts
Research Topics:
An Effective Way to Estimate an Individual's Survival Distribution
Budgeted Learning of Effective Classifiers
Explaining the Gene Signature Anomaly: Estimating the Overlap of Two Ranked Lists
WebIC: An Effective "Complete-Web" Recommender System
Proteome Analyst: A Web-based tool for Predicting Properties of Proteins
Using Machine Learning to Predict Protein Roles in Signaling Pathways
A Structural Extension to Logistic Regression: Discriminative Parameter Learning of Belief Net Classifiers
Quantifying the Uncertainty of a Belief Net Response
Tutorials (not research material... )
View from the Front: Working with Medical Colleagues to Produce Effective Predictor Systems
Towards Patient-Specific Treatment: Medical Applications of Machine Learning
Introduction to Machine Learning
Introduction to Bayesian Belief Nets
Teaching Material
How to Write Effectively
Slides
How to Prepare and Deliver Platform and Poster Presentations
Slides
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