6.872J-HST.950J 6.872J-HST.950J
Fall 2007
Instructors: Peter Szolovits, Gil Alterovitz, Marco F Ramoni
Course Secretary: Fern D Keniston
Lecture: TR 9:30-11 A.M. (32-144)
Information:
Contemporary medical care requires health care providers (and
patients and their families) to know a great deal about the
diseases, genetic predispositions, signs and symptoms, treatments
and medications of each individual. To exploit the potential
contributions of improvements in our understanding of genomics,
proteomics and the “new biology,” we must combine such data with
the clinical data that represent the patient’s phenotype. We must
also develop new analytical methods to find the important
relationships among these data, and then apply them in many
settings to improve health care.
These needs form an intriguing engineering challenge described in
this class, along with methods and practices aimed at their
solution.
Topics:
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Contemporary Medical Care: Purpose, methods, organization
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Medical Data: Types, organization, presentation, uses
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Standards: Terminologies, coding, natural language processing
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Health Enterprise and National Infrastructures
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Privacy: Data de-identification & anonymization, geographic information, genetic data
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Public Health & Surveillance
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Telemedicine & Medicine in the Developing World
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Learning Graphical Models
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Analysis of Networks
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Statistical Signal Processing
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Temporal Inference Methods
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Information-Theoretic Metrics
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Bayesian Statistics
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Decision Support
Announcements
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