About
The purpose of this cross-discipline workshop is to bring together machine learning and healthcare researchers interested in problems and applications of predictive models in the field of personalized medicine. The goal of the workshop will be to bridge the gap between the theory of predictive models and the applications and needs of the healthcare community. There will be exchange of ideas, identification of important and challenging applications and discovery of possible synergies. Ideally this will spur discussion and collaboration between the two disciplines and result in collaborative grant submissions. The emphasis will be on the mathematical and engineering aspects of predictive models and how it relates to practical medical problems.
Although, predictive modeling for healthcare has been explored by biostatisticians for several decades, this workshop focuses on substantially different needs and problems that are better addressed by modern machine learning technologies. For example, how should we organize clinical trials to validate the clinical utility of predictive models for personalized therapy selection? This workshop does not focus on issues of basic science; rather, we focus on predictive models that combine all available patient data (including imaging, pathology, lab, genomics etc.) to impact point of care decision making.
Workshop homepage: http://agbs.kyb.tuebingen.mpg.de/wikis/bg/NIPSPM11
Videos
Morning Session

Learning Classification Trees for Personalized Cardiovascular Risk Stratificatio...
Jan 23, 2012
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4286 views

Detecting similar high-dimensional responses to experimental factors from human ...
Jan 23, 2012
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3656 views

Discovering Latent Structure in Clinical Databases
Jan 23, 2012
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3383 views

Visualization and Prediction of Disease Interactions with Continuous-Time Hidden...
Jan 23, 2012
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3912 views

From Genomes to Personalized Medicine: Reverse Engineering Biological Systems
Jan 23, 2012
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4859 views

Patient Surveillance Algorithms for the Emergency Department
Jan 23, 2012
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3468 views

New advances in the genetics of melanoma: how can it contribute to personalized ...
Jan 23, 2012
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3869 views

Welcome and Introduction to the Morning Session
Jan 23, 2012
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3204 views
Afternoon Session

Inferring a measure of physiological age from multiple ageing related phenotypes
Jan 23, 2012
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4045 views

Multi-source Survival analysis
Jan 23, 2012
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3559 views

Sparse Linear Models Explain Phenotypic Variation and Predict Risk of Complex Di...
Jan 23, 2012
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3950 views

Modeling Rate of Change in Renal Function for Individual Patients: A Longitudina...
Jan 23, 2012
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3902 views

Accuracy test for genome wide selection of bio-markers
Jan 23, 2012
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3456 views

Personal genomics in psychiatry - a personal view
Jan 23, 2012
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3781 views

On the Promise of Topic Models for Abstracting Complex Medical Data: A Study of ...
Jan 23, 2012
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4980 views

FaST linear mixed models for genome-wide association studies
Jan 23, 2012
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4951 views

Welcome and Introduction to the Afternoon Session
Jan 23, 2012
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2964 views