From dcff5e3809a92b417eb49420d02ef0a2bce2803a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?L=C3=A9o=20Bouscarrat?= <leo.bouscarrat@euranova.eu>
Date: Tue, 26 Nov 2019 11:49:03 +0100
Subject: [PATCH] Results for bayesian search
---
.gitignore | 1 +
.../20newsgroups_vectorized/stage1/params.json | 12 ++++++++++++
experiments/boston/stage1/params.json | 12 ++++++++++++
experiments/breast_cancer/stage1/params.json | 11 +++++++++++
experiments/diabetes/stage1/params.json | 12 ++++++++++++
experiments/digits/stage1/params.json | 12 ++++++++++++
experiments/linnerud/stage1/params.json | 12 ++++++++++++
experiments/wine/stage1/params.json | 12 ++++++++++++
8 files changed, 84 insertions(+)
create mode 100644 experiments/20newsgroups_vectorized/stage1/params.json
create mode 100644 experiments/boston/stage1/params.json
create mode 100644 experiments/breast_cancer/stage1/params.json
create mode 100644 experiments/diabetes/stage1/params.json
create mode 100644 experiments/digits/stage1/params.json
create mode 100644 experiments/linnerud/stage1/params.json
create mode 100644 experiments/wine/stage1/params.json
diff --git a/.gitignore b/.gitignore
index be95874..5d8638d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
models/*
+results/*
*/.kile/*
*.kilepr
diff --git a/experiments/20newsgroups_vectorized/stage1/params.json b/experiments/20newsgroups_vectorized/stage1/params.json
new file mode 100644
index 0000000..76662d7
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.7953125,
+ "best_score_test": 0.7909854175872735,
+ "best_parameters": {
+ "max_depth": 20,
+ "max_features": "sqrt",
+ "min_samples_leaf": 1,
+ "n_estimators": 809
+ },
+ "random_seed": 1763
+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/params.json b/experiments/boston/stage1/params.json
new file mode 100644
index 0000000..6a5a1e9
--- /dev/null
+++ b/experiments/boston/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -11.238253315624897,
+ "best_score_test": -7.312532120669678,
+ "best_parameters": {
+ "max_depth": 20,
+ "max_features": "auto",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000
+ },
+ "random_seed": 289
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/params.json b/experiments/breast_cancer/stage1/params.json
new file mode 100644
index 0000000..6b1b228
--- /dev/null
+++ b/experiments/breast_cancer/stage1/params.json
@@ -0,0 +1,11 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.96,
+ "best_score_test": 0.956140350877193,
+ "best_parameters": {
+ "max_depth": 20,
+ "max_features": "sqrt",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000
+ }
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/params.json b/experiments/diabetes/stage1/params.json
new file mode 100644
index 0000000..6c7fbb1
--- /dev/null
+++ b/experiments/diabetes/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -3380.975223665973,
+ "best_score_test": -2604.589761961369,
+ "best_parameters": {
+ "max_depth": 17,
+ "max_features": "auto",
+ "min_samples_leaf": 10,
+ "n_estimators": 804
+ },
+ "random_seed": 1679
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/params.json b/experiments/digits/stage1/params.json
new file mode 100644
index 0000000..e5662c5
--- /dev/null
+++ b/experiments/digits/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9767932489451476,
+ "best_score_test": 0.9861111111111112,
+ "best_parameters": {
+ "max_depth": 16,
+ "max_features": "sqrt",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000
+ },
+ "random_seed": 1679
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/params.json b/experiments/linnerud/stage1/params.json
new file mode 100644
index 0000000..7db121c
--- /dev/null
+++ b/experiments/linnerud/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "neg_mean_squared_error",
+ "best_score_train": -268.00052987557854,
+ "best_score_test": -206.18071759259263,
+ "best_parameters": {
+ "max_depth": 3,
+ "max_features": "sqrt",
+ "min_samples_leaf": 232,
+ "n_estimators": 16
+ },
+ "random_seed": 1679
+}
\ No newline at end of file
diff --git a/experiments/wine/stage1/params.json b/experiments/wine/stage1/params.json
new file mode 100644
index 0000000..25950f9
--- /dev/null
+++ b/experiments/wine/stage1/params.json
@@ -0,0 +1,12 @@
+{
+ "scorer": "accuracy",
+ "best_score_train": 0.9857142857142858,
+ "best_score_test": 0.9722222222222222,
+ "best_parameters": {
+ "max_depth": 20,
+ "max_features": "log2",
+ "min_samples_leaf": 1,
+ "n_estimators": 1000
+ },
+ "random_seed": 1679
+}
\ No newline at end of file
--
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