SVR, NuSVC, NuSVR Benchmarks (#71)

Author: owerbat

configs/blogs/skl_2021_3.json

@@ -248,63 +248,63 @@
             "dataset": [
                 {
                     "source": "npy",
-                    "name": "a9a",
+                    "name": "gisette",
                     "training":
                     {
-                        "x": "data/a9a_x_train.npy",
-                        "y": "data/a9a_y_train.npy"
+                        "x": "data/gisette_x_train.npy",
+                        "y": "data/gisette_y_train.npy"
                     },
                     "testing":
                     {
-                        "x": "data/a9a_x_test.npy",
-                        "y": "data/a9a_y_test.npy"
+                        "x": "data/gisette_x_test.npy",
+                        "y": "data/gisette_y_test.npy"
                     }
                 }
             ],
-            "C": [500.0],
-            "kernel": ["rbf"]
+            "C": [1.5e-3],
+            "kernel": ["linear"]
         },
         {
             "algorithm": "svm",
             "dataset": [
                 {
                     "source": "npy",
-                    "name": "gisette",
+                    "name": "connect",
                     "training":
                     {
-                        "x": "data/gisette_x_train.npy",
-                        "y": "data/gisette_y_train.npy"
+                        "x": "data/connect_x_train.npy",
+                        "y": "data/connect_y_train.npy"
                     },
                     "testing":
                     {
-                        "x": "data/gisette_x_test.npy",
-                        "y": "data/gisette_y_test.npy"
+                        "x": "data/connect_x_test.npy",
+                        "y": "data/connect_y_test.npy"
                     }
                 }
             ],
-            "C": [1.5e-3],
+            "C": [100.0],
             "kernel": ["linear"]
         },
         {
             "algorithm": "svm",
             "dataset": [
                 {
                     "source": "npy",
-                    "name": "klaverjas",
+                    "name": "sensit",
                     "training":
                     {
-                        "x": "data/klaverjas_x_train.npy",
-                        "y": "data/klaverjas_y_train.npy"
+                        "x": "data/sensit_x_train.npy",
+                        "y": "data/sensit_y_train.npy"
                     },
                     "testing":
                     {
-                        "x": "data/klaverjas_x_test.npy",
-                        "y": "data/klaverjas_y_test.npy"
+                        "x": "data/sensit_x_test.npy",
+                        "y": "data/sensit_y_test.npy"
                     }
                 }
             ],
-            "C": [1.0],
-            "kernel": ["rbf"]
+            "C": [500.0],
+            "kernel": ["linear"]
         },
         {
             "algorithm": "svm",
@@ -327,6 +327,69 @@
             "C": [1.0],
             "kernel": ["rbf"]
         },
+        {
+            "algorithm": "svm",
+            "dataset": [
+                {
+                    "source": "npy",
+                    "name": "covertype",
+                    "training":
+                    {
+                        "x": "data/covertype_x_train.npy",
+                        "y": "data/covertype_y_train.npy"
+                    },
+                    "testing":
+                    {
+                        "x": "data/covertype_x_test.npy",
+                        "y": "data/covertype_y_test.npy"
+                    }
+                }
+            ],
+            "C": [100.0],
+            "kernel": ["rbf"]
+        },
+        {
+            "algorithm": "svr",
+            "dataset": [
+                {
+                    "source": "npy",
+                    "name": "california_housing",
+                    "training":
+                    {
+                        "x": "data/california_housing_x_train.npy",
+                        "y": "data/california_housing_y_train.npy"
+                    },
+                    "testing":
+                    {
+                        "x": "data/california_housing_x_test.npy",
+                        "y": "data/california_housing_y_test.npy"
+                    }
+                }
+            ],
+            "C": [0.1],
+            "kernel": ["poly"]
+        },
+        {
+            "algorithm": "svr",
+            "dataset": [
+                {
+                    "source": "npy",
+                    "name": "twodplanes",
+                    "training":
+                    {
+                        "x": "data/twodplanes_x_train.npy",
+                        "y": "data/twodplanes_y_train.npy"
+                    },
+                    "testing":
+                    {
+                        "x": "data/twodplanes_x_test.npy",
+                        "y": "data/twodplanes_y_test.npy"
+                    }
+                }
+            ],
+            "C": [10.0],
+            "kernel": ["rbf"]
+        },
         {
             "algorithm": "dbscan",
             "dataset": [