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Learning Monotone Nonlinear Models using the Choquet Integral
Published on Oct 03, 20114851 Views
The learning of predictive models that guarantee monotonicity in the input variables has received increasing attention in machine learning in recent years. While the incorporation of monotonicity co
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Chapter list
Learning Monotone Nonlinear Models using the Choquet Integral00:00
Monotonicity (1)00:31
Monotonicity (2)01:30
Outline of theTalk03:01
Additive & Non-Additive Measures03:45
Importance of Criteria & Interaction06:02
Discrete Choquet Integral: A Brief Intro (1)07:10
Discrete Choquet Integral: A Brief Intro (2)09:11
From Logistic to Choquistic Regression09:37
Choquistic Regression: Interpretation (1)10:32
Choquistic Regression: Interpretation (2)12:00
Choquistic Regression: Parameter Estimation (1)12:53
Choquistic Regression: Parameter Estimation (2)13:47
Experimental Evaluation14:25
Importance & Interactions (Car Evaluation)16:50
Conclusions & Outlook18:01