rules.json

{
  "provenance": {
    "generator": "choose.py",
    "pool": "TRAIN2017",
    "split": "train2017",
    "n_images": 118287,
    "positive_rate": 0.542,
    "selection": "all 118287 train2017 images, used only to select dims",
    "decision": "sum(feat[pos_dims]) > sum(feat[neg_dims])",
    "search": "greedy, alternating sides, boundary pinned at zero"
  },
  "candidates": 192,
  "sizes": [
    2,
    4,
    6,
    8,
    12,
    16,
    20,
    40
  ],
  "rules": {
    "d2": {
      "pos_dims": [
        48
      ],
      "neg_dims": [
        637
      ],
      "n_dims": 2,
      "free_parameters": 0,
      "F1_train": 0.8734
    },
    "d4": {
      "pos_dims": [
        48,
        71
      ],
      "neg_dims": [
        637,
        90
      ],
      "n_dims": 4,
      "free_parameters": 0,
      "F1_train": 0.8874
    },
    "d6": {
      "pos_dims": [
        48,
        71,
        292
      ],
      "neg_dims": [
        637,
        90,
        82
      ],
      "n_dims": 6,
      "free_parameters": 0,
      "F1_train": 0.9055
    },
    "d8": {
      "pos_dims": [
        48,
        71,
        292,
        111
      ],
      "neg_dims": [
        637,
        90,
        82,
        269
      ],
      "n_dims": 8,
      "free_parameters": 0,
      "F1_train": 0.9104
    },
    "d12": {
      "pos_dims": [
        48,
        71,
        292,
        111,
        724,
        406
      ],
      "neg_dims": [
        637,
        90,
        82,
        269,
        565,
        140
      ],
      "n_dims": 12,
      "free_parameters": 0,
      "F1_train": 0.9133
    },
    "d16": {
      "pos_dims": [
        48,
        71,
        292,
        111,
        724,
        406,
        510,
        665
      ],
      "neg_dims": [
        637,
        90,
        82,
        269,
        565,
        140,
        537,
        49
      ],
      "n_dims": 16,
      "free_parameters": 0,
      "F1_train": 0.917
    },
    "d20": {
      "pos_dims": [
        48,
        71,
        292,
        111,
        724,
        406,
        510,
        665,
        318,
        267
      ],
      "neg_dims": [
        637,
        90,
        82,
        269,
        565,
        140,
        537,
        49,
        283,
        114
      ],
      "n_dims": 20,
      "free_parameters": 0,
      "F1_train": 0.9213
    },
    "d40": {
      "pos_dims": [
        48,
        71,
        292,
        111,
        724,
        406,
        510,
        665,
        318,
        267,
        552,
        323,
        382,
        305,
        127,
        293,
        85,
        721,
        207,
        326
      ],
      "neg_dims": [
        637,
        90,
        82,
        269,
        565,
        140,
        537,
        49,
        283,
        114,
        310,
        113,
        494,
        571,
        694,
        92,
        518,
        91,
        307,
        437
      ],
      "n_dims": 40,
      "free_parameters": 0,
      "F1_train": 0.9301
    }
  }
}