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Bayesian Quadrature: Model-based Approximate Integration
Published on Jan 15, 20135200 Views
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Chapter list
Bayesian Quadrature: Model-based Approximate Integration00:00
The Quadrature Problem00:20
Sampling Methods (1)00:57
Sampling Methods (2)01:12
Sampling Methods (3)01:16
Sampling Methods (4)01:33
Sampling Methods (5)01:53
Model-based Integration (1)02:07
Model-based Integration (2)02:13
Model-based Integration (3)02:42
Model-based Integration (4)02:48
Model-based Integration (5)02:51
Model-based Integration (6)02:54
Model-based Integration (7)02:55
Model-based Integration (8)02:55
Bayesian Quadrature Estimator (1)03:06
Bayesian Quadrature Estimator (2)03:30
Bayesian Quadrature Estimator (3)03:41
Bayesian Quadrature Estimator (4)03:55
Things you can do with Bayesian Quadrature (1)04:04
Things you can do with Bayesian Quadrature (2)04:45
Things you can do with Bayesian Quadrature (3)04:46
More things you can do with Bayesian Quadrature (1)05:21
More things you can do with Bayesian Quadrature (2)05:41
More things you can do with Bayesian Quadrature (3)06:15
More things you can do with Bayesian Quadrature (4)07:25
Rates of Convergence (1)07:51
Rates of Convergence (2)09:14
Rates of Convergence (3)09:19
Rates of Convergence (4)10:12
Rates of Convergence (5)10:54
Rates of Convergence (6)11:11
GPs vs Log-GPs for Inference (1)11:41
GPs vs Log-GPs for Inference (2)12:14
GPs vs Log-GPs for Inference (3)12:50
GPs vs Log-GPs for Inference (4)13:05
GPs vs Log-GPs for Inference (5)13:18
GPs vs Log-GPs (1)14:06
GPs vs Log-GPs (2)14:24
GPs vs Log-GPs (3)14:34
GPs vs Log-GPs (4)15:46
GPs vs Log-GPs (5)15:48
GPs vs Log-GPs (6)16:50
GPs vs Log-GPs (7)17:02
Conclusions (1)18:10
Conclusions (2)18:31
Conclusions (3)18:37
Limitations and Future Directions (1)19:00
Limitations and Future Directions (2)19:19
Limitations and Future Directions (3)19:44
Limitations and Future Directions (4)20:28
Limitations and Future Directions (5)20:53