A POMDP Approximation Algorithm That Anticipates the Need to Observe. - Valentina Bayer Zubek; Thomas G. Dietterich (PRICAI, 2000)

Pruning Improves Heuristic Search for Cost-Sensitive Learning. - Valentina Bayer Zubek; Thomas G. Dietterich (ICML, 2002)

Learning Diagnostic Policies from Examples by Systematic Search. - Valentina Bayer Zubek (UAI, 2004)

Integrating Learning from Examples into the Search for Diagnostic Policies. - Valentina Bayer Zubek; Thomas G. Dietterich (J. Artif. Intell. Res., 2005)

Support Vector Regression for Censored Data (SVRc): A Novel Tool for Survival Analysis. - Faisal M. Khan; Valentina Bayer Zubek (ICDM, 2008)

Aggregating Multiple Biological Measurements Per Patient. - Valentina Bayer Zubek; Faisal M. Khan (ICMLA, 2010)