Dog-SEP

Machine learning: DALEX

1 Setup

1.1 Background

Using DALEX package to explore results from various models fitted with caret and auto ML from h2o. Based on info from here and here.

1.2 Load data

1.3 Load results

# reg trees
m_cubist_tu <- read_rds("results/m_cubist_tu.Rds")

# rf x2
m_rf_tu <- read_rds("results/m_rf_tu.Rds")
m_rf2_tu <- read_rds("results/m_rf2_tu.Rds")

# xgb
m_xgb_tu <- read_rds("results/m_xgb_tu.Rds")

# auto ml
m_h2o_aml <- h2o.loadModel("results/m_h2o_aml")
# m_h2o_aml <- h2o.loadModel("results/m_h2o_aml_weight")

2 The explain() function

explainer_cubist <- DALEX::explain(m_cubist_tu, label = "cubist", 
                                   data = testing, y = testing$outcome, 
                                   verbose = FALSE)

explainer_rf1 <- DALEX::explain(m_rf_tu, label = "rf1", 
                                data = testing, y = testing$outcome, 
                                verbose = FALSE)

explainer_rf2 <- DALEX::explain(m_rf2_tu, label = "rf2", 
                                data = testing, y = testing$outcome, 
                                verbose = FALSE)

explainer_xgb <- DALEX::explain(m_xgb_tu, label = "xgb", 
                                data = testing_x, y = testing_y, 
                                verbose = FALSE)

explainer_h2o <- DALEXtra::explain_h2o(m_h2o_aml, label = "h2o", 
                                       data = testing_h2o, y = testing_h2o$outcome, 
                                       verbose = FALSE)

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3 Model performance

(mp_cubist <- model_performance(explainer_cubist))

Measures for:  regression
mse        : 904.5285 
rmse       : 30.07538 
r2         : 0.78115 
mad        : 14.92603

Residuals:
         0%         10%         20%         30%         40%         50% 
-76.6651611 -26.1235718 -11.9357422   0.1902893   1.2163086   7.6857910 
        60%         70%         80%         90%        100% 
 10.3360596  15.1444946  24.5156738  30.5634460  86.9125977 

(mp_rf1 <- model_performance(explainer_rf1))

Measures for:  regression
mse        : 1106.125 
rmse       : 33.25846 
r2         : 0.7323738 
mad        : 16.96277

Residuals:
         0%         10%         20%         30%         40%         50% 
-100.420167  -31.916450  -17.438013   -2.485663    2.569180    8.652417 
        60%         70%         80%         90%        100% 
  14.697667   16.872980   28.050473   50.335480   67.195900 

(mp_rf2 <- model_performance(explainer_rf2))

Measures for:  regression
mse        : 921.0001 
rmse       : 30.34798 
r2         : 0.7771647 
mad        : 16.06175

Residuals:
        0%        10%        20%        30%        40%        50%        60% 
-95.042167 -28.525967 -14.853833  -2.056217   3.086033   6.141333  12.760467 
       70%        80%        90%       100% 
 15.875383  21.371067  42.814417  60.411500 

(mp_xgb <- model_performance(explainer_xgb))

Measures for:  regression
mse        : 641.4891 
rmse       : 25.32764 
r2         : 0.8447922 
mad        : 13.48914

Residuals:
        0%        10%        20%        30%        40%        50%        60% 
-84.294922 -25.186432 -11.285449  -7.159973  -2.402222   5.214020   8.734985 
       70%        80%        90%       100% 
 13.554541  16.329834  28.212366  57.019775 

(mp_h2o <- model_performance(explainer_h2o))

Measures for:  regression
mse        : 5135.383 
rmse       : 71.66159 
r2         : -0.2425023 
mad        : 17.93883

Residuals:
         0%         10%         20%         30%         40%         50% 
-105.581694  -38.038326  -15.410281   -3.055709    3.816080    7.340182 
        60%         70%         80%         90%        100% 
  11.144877   16.827380   34.123885   49.966646  388.811310 

4 Variable importance

vi_cubist <- model_parts(explainer_cubist, loss_function = loss_root_mean_square)
vi_rf1 <- model_parts(explainer_rf1, loss_function = loss_root_mean_square)
vi_rf2 <- model_parts(explainer_rf2, loss_function = loss_root_mean_square)
vi_xgb <- model_parts(explainer_xgb, loss_function = loss_root_mean_square)
vi_h2o <- model_parts(explainer_h2o, loss_function = loss_root_mean_square)

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5 Partial Dependence Plot

# pdp_cubist <- model_profile(explainer_cubist, variable = "poodle", type = "partial")
pdp_rf1 <- model_profile(explainer_rf1, variable = "poodle", type = "partial")
pdp_rf2 <- model_profile(explainer_rf2, variable = "poodle", type = "partial")
pdp_xgb <- model_profile(explainer_xgb, variable = "poodle", type = "partial")
pdp_h2o <- model_profile(explainer_h2o, variable = "poodle", type = "partial")

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# pdp_cubist <- model_profile(explainer_cubist, variable = "staffordshire_bull_terrier", type = "partial")
pdp_rf1 <- model_profile(explainer_rf1, variable = "staffordshire_bull_terrier", type = "partial")
pdp_rf2 <- model_profile(explainer_rf2, variable = "staffordshire_bull_terrier", type = "partial")
pdp_xgb <- model_profile(explainer_xgb, variable = "staffordshire_bull_terrier", type = "partial")
pdp_h2o <- model_profile(explainer_h2o, variable = "staffordshire_bull_terrier", type = "partial")

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6 Acumulated Local Effects plot

# ale_cubist <- model_profile(explainer_cubist, variable = "poodle", type = "accumulated")
ale_rf1 <- model_profile(explainer_rf1, variable = "poodle", type = "accumulated")
ale_rf2 <- model_profile(explainer_rf2, variable = "poodle", type = "accumulated")
ale_xgb <- model_profile(explainer_xgb, variable = "poodle", type = "accumulated")
ale_h2o <- model_profile(explainer_h2o, variable = "poodle", type = "accumulated")

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# ale_cubist <- model_profile(explainer_cubist, variable = "staffordshire_bull_terrier", type = "accumulated")
ale_rf1 <- model_profile(explainer_rf1, variable = "staffordshire_bull_terrier", type = "accumulated")
ale_rf2 <- model_profile(explainer_rf2, variable = "staffordshire_bull_terrier", type = "accumulated")
ale_xgb <- model_profile(explainer_xgb, variable = "staffordshire_bull_terrier", type = "accumulated")
ale_h2o <- model_profile(explainer_h2o, variable = "staffordshire_bull_terrier", type = "accumulated")

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