Commit 70a3473b authored by Valentin Reis's avatar Valentin Reis
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......@@ -3,7 +3,7 @@ hbandit
Safe multi-armed bandit implementations:
- Eps-Greedy (fixed rate)
- Eps-Greedy (fixed rate, inverse squared rate)
- Exp3 (hyperparameter-free rate from \[[1](#ref-bubeck2012regret)\])
- Exp4.R \[[2](#ref-sun2017safety)\]
......
......@@ -8,7 +8,7 @@ link-citations: true
Safe multi-armed bandit implementations:
- Eps-Greedy (fixed rate)
- Eps-Greedy (fixed rate, inverse squared rate)
- Exp3 (hyperparameter-free rate from @bubeck2012regret)
- Exp4.R @sun2017safety
......
literate/regretPlot.png

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literate/regretPlot.png

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literate/regretPlot.png
literate/regretPlot.png
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literate/summaryPlot.png

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literate/summaryPlot.png

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literate/summaryPlot.png
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......@@ -360,7 +360,6 @@ instance ToJSON (SimResult []) where
```
> ) where
> import Bandit.Class
> import Bandit.Types
......
......@@ -318,29 +318,29 @@ import Bandit.EpsGreedy
-- > Loss series:[10.0,44.0,40.0]
-- $summaryProblem
-- > V1 V2 V3
-- > Min. :0.00000 Min. :0.1656 Min. :0.3357
-- > 1st Qu.:0.03417 1st Qu.:0.4373 1st Qu.:0.5369
-- > Median :0.09916 Median :0.4958 Median :0.5991
-- > Mean :0.11223 Mean :0.4973 Mean :0.6067
-- > 3rd Qu.:0.17645 3rd Qu.:0.5568 3rd Qu.:0.6765
-- > Max. :0.36988 Max. :0.7560 Max. :0.9606
-- > Min. :0.00000 Min. :0.2234 Min. :0.3124
-- > 1st Qu.:0.02779 1st Qu.:0.4327 1st Qu.:0.5324
-- > Median :0.09837 Median :0.4924 Median :0.6035
-- > Mean :0.10480 Mean :0.4951 Mean :0.5999
-- > 3rd Qu.:0.15828 3rd Qu.:0.5543 3rd Qu.:0.6707
-- > Max. :0.37662 Max. :0.7331 Max. :0.9077
-- $summaryPlot
-- <<literate/summaryPlot.png>>
-- $expe
-- > t iteration greedy05 greedy03
-- > Min. : 1.0 Min. : 2 Min. :0.00000 Min. :0.00000
-- > 1st Qu.:100.8 1st Qu.: 4 1st Qu.:0.04745 1st Qu.:0.04179
-- > Median :200.5 Median : 6 Median :0.13204 Median :0.11482
-- > Mean :200.5 Mean : 6 Mean :0.19219 Mean :0.15253
-- > 3rd Qu.:300.2 3rd Qu.: 8 3rd Qu.:0.25912 3rd Qu.:0.19921
-- > Max. :400.0 Max. :10 Max. :0.95692 Max. :0.81970
-- > greedysqrt05 exp3
-- > Min. :0.00000 Min. :0.00000
-- > 1st Qu.:0.03312 1st Qu.:0.03875
-- > Median :0.10179 Median :0.11060
-- > Mean :0.11532 Mean :0.14603
-- > 3rd Qu.:0.16813 3rd Qu.:0.18853
-- > Max. :0.76418 Max. :0.95692
-- > 1st Qu.:100.8 1st Qu.: 4 1st Qu.:0.05422 1st Qu.:0.04456
-- > Median :200.5 Median : 6 Median :0.13669 Median :0.11669
-- > Mean :200.5 Mean : 6 Mean :0.19376 Mean :0.15407
-- > 3rd Qu.:300.2 3rd Qu.: 8 3rd Qu.:0.26790 3rd Qu.:0.20092
-- > Max. :400.0 Max. :10 Max. :0.80432 Max. :0.80432
-- > greedysqrt05 exp3
-- > Min. :0.00000 Min. :0.0000
-- > 1st Qu.:0.03851 1st Qu.:0.0435
-- > Median :0.10307 Median :0.1122
-- > Mean :0.11850 Mean :0.1475
-- > 3rd Qu.:0.17220 3rd Qu.:0.1912
-- > Max. :0.80432 Max. :0.8889
-- $regretPlot
-- <<literate/regretPlot.png>>
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