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Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
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This course presents the main concepts of decision analysis, artificial intelligence, and predictive model construction and evaluation in the specific context of medical applications. The advantages and disadvantages of using these methods in real-world systems are emphasized, while students gain hands-on experience with application specifi
Author(s):
Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
More OCW like this |
|
Published by: Massachusetts Institute of Technology | Language: English
Published by: Massachusetts Institute of Technology | Language: English
Share in:
This course presents the main concepts of decision analysis, artificial intelligence and predictive model construction and evaluation in the specific context of medical applications. It emphasizes the advantages and disadvantages of using these methods in real-world systems and provides hands-on experience. Its technical focus is on decisio
Author(s):
Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst-951j-spring-2003.zip
This OER is part of OCW: Medical Decision Support
Published under: /Download Course Materials
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst-951j-fall-2005.zip
This OER is part of OCW: Medical Decision Support
Published under: /Download Course Materials
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
File: hst951.pdf
This OER is part of OCW: Medical Decision Support
Published under: /Assignments
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: homework2.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: lecture20.pdf
This OER is part of OCW: Medical Decision Support
Published under: /Lecture Notes
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: lecture7_8.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst951_5.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
File: lecture3.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst951_8.pdf
This OER is part of OCW: Medical Decision Support
Published under: /Lecture Notes
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OCW Authors:
Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
File: lecture15.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst951_sur_anal.pdf
This OER is part of OCW: Medical Decision Support
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- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
File: hst951_1.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
File: lecture19.pdf
This OER is part of OCW: Medical Decision Support
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Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
- hst.
File: hst951_7.pdf
This OER is part of OCW: Medical Decision Support
Published under: /Lecture Notes
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OCW Authors:
Inherited Tag(s):
- health sciences and technology
- decision analysis
- artificial intelligence
- predictive model construction
- evaluation
- medical software
- decision support
- knowledge-based systems
- learning systems
- logistic regression
- classification trees
- neural networks
- rough sets
- computer-based diagnosis
- planning monitoring
- therapeutic interventions
- machine learning methods
47 results found.
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