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Type I and type II errors for Multiple Simultaneous Hypothesis Testing

A set-output point of view on FDR control in multiple testing

author: Etienne Roquain, INRA - Paris
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Slides
0:00 A set-output point of view on FDR control
0:15 Outline
0:54 Outline01
1:06 General Setting of multiple testing
1:35 General Setting of multiple testing01
2:05 General Setting of multiple testing02
2:55 General Setting of multiple testing03
3:23 Type I error
3:32 Type I error01
3:55 Type I error02
4:47 Type I error03
5:37 Goal in FDR control
6:01 Goal in FDR control01
6:25 Goal in FDR control02
6:38 Part I - A set-output point of view
on classical procedures
6:50 I.1. The \"cardinal control\" condition
7:05 I.1. The \"cardinal control\" condition01
7:17 I.1. The \"cardinal control\" condition02
8:08 I.1. The \"cardinal control\" condition03
8:39 I.1. The \"cardinal control\" condition (2)
10:16 I.1. The \"cardinal control\" condition (2)01
10:45 I.1. Condition () ) FDR control
11:46 I.1. Condition () ) FDR control01
12:28 I.1. Condition () ) FDR control02
13:11 I.1. Condition () ) FDR control03
13:22 I.1. Proof of Lemma 1
13:27 I.1. Proof of Lemma 1 01
13:38 I.1. Proof of Lemma 2
14:03 I.2. Step-up procedures satisfy ()
14:32 I.2. Step-up procedures satisfy () 01
15:16 I.2. Step-up procedures satisfy () 02
15:31 I.2. Using Lemma 1
15:56 I.2. Using Lemma 1 01
16:02 I.2. Using Lemma 1 02
16:17 I.2. Using Lemma 1 03
16:29 I.2. Using Lemma 1 04
16:54 I.2. Using Lemma 2
17:26 I.2. Using Lemma 2 01
17:31 I.2. Using Lemma 2 02
18:08 I.2. Using Lemma 2 03
18:58 I.2. Using Lemma 2 04
19:03 I.2. Threshold functions with Dirac prior
19:50 I.2. Threshold functions with Dirac prior 01
20:06 I.2. Threshold functions with power prior
20:23 I.2. Threshold functions with power prior 01
20:35 I.2. Threshold functions with power prior 02
21:27 I.2. Threshold functions with Gaussian prior
22:05 I.2. Open problems
22:12 I.2. Open problems 01
22:26 I.2. Open problems 02
22:45 I.2. Open problems 03
22:57 Part I I - New adaptive procedures
23:13 I I.1. 0-adaptive procedures
23:39 I I.1. 0-adaptive procedures 01
24:05 I I.1. 0-adaptive procedures 02
24:35 I I.1. 0-adaptive procedures 03
24:53 I I.1. 0-adaptive procedures 04
25:22 I I.1. 0-adaptive procedures 05
25:37 I I.1. 0-adaptive procedures 06
26:00 I I.1. Existing 0-adaptive procedures
26:19 I I.1. Existing 0-adaptive procedures 01
27:01 I I.1. Existing 0-adaptive procedures 02
27:47 I I.1. New 0-adaptive procedures
28:15 I I.1. New 0-adaptive procedures 01
28:27 I.1. New one-stage adaptive procedure
29:10 I.1. New one-stage adaptive procedure 01
29:27 I.1. New one-stage adaptive procedure 02
29:58 I I.1. New two-stages adaptive procedure
30:27 I I.1. New two-stages adaptive procedure 01
30:53 I I.1. New two-stages adaptive procedure 02
31:15 I I.1. Simulations
31:36 I I.1. Simulations 01
31:56 I I.1. Simulations 02
32:00 I I.1. Simulations 03
32:30 I I.1. Simulations, FDR, indep
33:23 I I.1. Simulations, FDR, indep 01
33:46 I I.1. Simulations, Power, indep
34:05 I I.1. Simulations, Power, indep 01
34:16 I I.1. Simulations, FDR, with corr
34:46 I I.1. Simulations, FDR, with corr 01
35:12 I I.2. Under general dependence
35:37 I I.2. Under general dependence 01
36:29 I I.2. New two-stages adaptive procedure
37:03 I I.2. New two-stages adaptive procedure 01
37:38 I I.2. New two-stages adaptive procedure 02
37:49 I I.2. New two-stages adaptive procedure 03
37:57 Conclusion
38:35 Future works
38:45 Future works 01
39:29 Future works 02
39:44 Thank you for your attention!

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