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ICML
2003
IEEE
14 years 6 months ago
Avoiding Bias when Aggregating Relational Data with Degree Disparity
David Jensen, Jennifer Neville, Michael Hay
KDD
2003
ACM
150views Data Mining» more  KDD 2003»
14 years 6 months ago
Learning relational probability trees
Classification trees are widely used in the machine learning and data mining communities for modeling propositional data. Recent work has extended this basic paradigm to probabili...
Jennifer Neville, David Jensen, Lisa Friedland, Mi...
BMCBI
2010
136views more  BMCBI 2010»
13 years 5 months ago
Bias correction and Bayesian analysis of aggregate counts in SAGE libraries
Background: Tag-based techniques, such as SAGE, are commonly used to sample the mRNA pool of an organism's transcriptome. Incomplete digestion during the tag formation proces...
Russell L. Zaretzki, Michael A. Gilchrist, William...
ATAL
2007
Springer
13 years 12 months ago
Sharing experiences to learn user characteristics in dynamic environments with sparse data
This paper investigates the problem of estimating the value of probabilistic parameters needed for decision making in environments in which an agent, operating within a multi-agen...
David Sarne, Barbara J. Grosz