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| 1 | +tags "runit_hex_1896_glm_intercepts" |
| 2 | + |
| 3 | +""" |
| 4 | +This story creates the acceptance criteria for the GLM Intercept as described in HEX 1896 |
| 5 | +""" |
| 6 | + |
| 7 | +description |
| 8 | +""" |
| 9 | + Using prostate data set we check results from h2o.glm against glmnet |
| 10 | + """ |
| 11 | +scenario "prostate dataset compare", { |
| 12 | + given "import prostate dataset" |
| 13 | + when "create h2o cluster(s) with 5 nodes to run the following in parallel" |
| 14 | + and "chunks:[1,2,10,100], intercept:[true, false], folds:[0,1,10,50], alpha:[0, 0.5, 1]" |
| 15 | + and "we use the family in [binomial, poisson, gamma, gaussian" |
| 16 | + then "coefficients are computed with less then epsilon in [0.06, 0.07, 0.08, 0.09, 0.1" |
| 17 | +} |
| 18 | + |
| 19 | +description |
| 20 | +""" |
| 21 | + Using airlines data set we check results from h2o.glm against glmnet |
| 22 | + """ |
| 23 | +scenario "airlines dataset compare", { |
| 24 | + given "import airlines dataset" |
| 25 | + when "create h2o cluster(s) with 5 nodes to run the following in parallel" |
| 26 | + and "chunks:[1,2,10,100], intercept:[true, false], folds:[0,1,10,50], alpha:[0, 0.5, 1]" |
| 27 | + and "we use the family in [binomial, poisson, gamma, gaussian" |
| 28 | + then "coefficients are computed with less then epsilon in [0.06, 0.07, 0.08, 0.09, 0.1" |
| 29 | +} |
| 30 | + |
| 31 | +description |
| 32 | +""" |
| 33 | + Using arcene data set we check results from h2o.glm against glmnet |
| 34 | + """ |
| 35 | +scenario "arcene dataset compare", { |
| 36 | + given "import arcene dataset" |
| 37 | + when "create h2o cluster(s) with 5 nodes to run the following in parallel" |
| 38 | + and "chunks:[1,2,10,100], intercept:[true, false], folds:[0,1,10,50], alpha:[0, 0.5, 1]" |
| 39 | + and "we use the family in [binomial, poisson, gamma, gaussian" |
| 40 | + then "coefficients are computed with less then epsilon in [0.06, 0.07, 0.08, 0.09, 0.1" |
| 41 | +} |
| 42 | + |
| 43 | +description |
| 44 | +""" |
| 45 | + Using airlines data set we check results from h2o.glm against glmnet |
| 46 | + """ |
| 47 | +scenario "collective dataset compare", { |
| 48 | + given "import collective dataset" |
| 49 | + when "create h2o cluster(s) with 5 nodes to run the following in parallel" |
| 50 | + and "chunks:[1,2,10,100], intercept:[true, false], folds:[0,1,10,50], alpha:[0, 0.5, 1]" |
| 51 | + and "we use the family in [binomial, poisson, gamma, gaussian" |
| 52 | + then "coefficients are computed with less then epsilon in [0.06, 0.07, 0.08, 0.09, 0.1" |
| 53 | +} |
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