{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Reproducing results of the paper: Leave One Out\n", "===============================================\n", "\n", "This notebook contains the scripts used to reproduce the results from our paper on the Leave-One-Out estimate of information gains." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "np.random.seed(1)\n", "import os\n", "import sys\n", "import matplotlib.pyplot as plt\n", "# Get the directory where the current notebook is located\n", "NOTEBOOK_DIR = os.getcwd()\n", "\n", "# Go up two levels (adjust the '..' count as needed)\n", "REPO_ROOT = os.path.abspath(os.path.join(NOTEBOOK_DIR, '../../../../'))\n", "\n", "# Add to sys.path if not already there\n", "if REPO_ROOT not in sys.path:\n", " sys.path.insert(0, REPO_ROOT)\n", "from DisTreebution.UQ.UQ import UQ\n", "import matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Qualitative evaluation of Leave One Out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Data generation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def get_data(mode='smooth', n=100, seed=10):\n", " np.random.seed(seed)\n", " X = np.random.uniform(0, 10, n)\n", " a = X*(X>1)+(X<=1)\n", " scale = (a<6)*a+6*(a>=6)\n", " y = np.random.gamma(np.sqrt(X), scale=scale)\n", " if mode=='smooth':\n", " return X.reshape(-1,1), y\n", " elif mode=='discontinuous':\n", " return X.reshape(-1,1), (y+10*(X>=5))\n", " elif mode=='non-isotonic':\n", " return X.reshape(-1,1), ((y-2*(X>=7)))\n", " elif mode=='discrete':\n", " return X.reshape(-1,1), np.random.poisson(scale, size=n)\n", "\n", "from scipy.stats import gamma, poisson\n", "def get_cdf(x_i, vals, mode='smooth'):\n", " a = x_i*(x_i>1)+(x_i<=1)\n", " scale = (a<6)*a+6*(a>=6)\n", " gdcf = gamma.cdf(vals, np.sqrt(x_i), scale=scale)\n", " if mode=='smooth':\n", " return gdcf\n", " elif mode=='discontinuous':\n", " if x_i<5:\n", " return gdcf\n", " else:\n", " return gamma.cdf(vals-10, np.sqrt(x_i), scale=scale)\n", " elif mode=='non-isotonic':\n", " if x_i<7:\n", " return gdcf\n", " else:\n", " return gamma.cdf(vals+2, np.sqrt(x_i), scale=scale)\n", " elif mode=='discrete':\n", " return poisson.cdf(vals, scale)\n", " \n", "mode = 'discontinuous'\n", "X, y = get_data(mode=mode, n=600, seed=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# b. CRPS results" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████| 100/100 [00:14<00:00, 6.91it/s]\n", "/tmp/ipykernel_197042/2934218826.py:21: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", " cmap = matplotlib.cm.get_cmap('Greys')\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls_q = [0.01*(i+1) for i in range(99)]\n", "markers = ['o', 's', '^', 'D', 'v'] # distinct markers for each x_test\n", "styles = ['-', '--', ':', '-.', (0, (3, 10, 1, 10))]\n", "\n", "for use_LOO in [False, True]:\n", " if not(use_LOO):\n", " IG_mode = None\n", " else:\n", " IG_mode = \"LOO\"\n", " params = {'IG_biais_correction':IG_mode, 'nTrees':100, 'max_depth':10, 'min_samples_split':10}\n", " \n", " model = UQ(type_tree='CRPS', type_conformal=None, params=params)\n", " treesCRPSRT, _ = model.train_trees(X.reshape(-1,1), y)\n", " \n", " x_test = np.array([0.5, 3, 5, 7, 9.5]).reshape(-1,1)\n", " resCRPSRT = model.get_quantile_estimate(treesCRPSRT, x_test, ls_q)\n", " \n", " plt.figure(figsize=(7,5))\n", " \n", " # Use a sequential gray colormap\n", " cmap = matplotlib.cm.get_cmap('Greys')\n", " \n", " for i, x_i in enumerate(x_test[:,0]):\n", " ls_x = []\n", " ls_y = []\n", " for i_q, q in enumerate(ls_q[:-1]):\n", " ls_x += [resCRPSRT[i][i_q], resCRPSRT[i][i_q], resCRPSRT[i][i_q+1]]\n", " if i_q==0:\n", " ls_y += [0, q, q]\n", " else:\n", " ls_y += [ls_q[i_q-1], q, q]\n", " ls_x.append(resCRPSRT[i][len(ls_q)-1])\n", " ls_y.append(1)\n", " ls_x.append(60)\n", " ls_y.append(1)\n", " \n", " color = cmap(0.3 + 0.7 * i / x_test.shape[0]) # shades of gray\n", " plt.plot(ls_x, ls_y, color=color, linestyle='-', marker=markers[i % len(markers)],\n", " markevery=20, markersize=6, label=f'X={x_i}')\n", " \n", " # Theoretical CDF as dotted line with same shade\n", " vals = np.linspace(0,50,100)\n", " plt.plot(vals, get_cdf(x_i, vals, mode=mode), color=color, marker=markers[i % len(markers)], markevery=7, linestyle=':')\n", " \n", " plt.legend(title='X', fontsize=10)\n", " plt.xlabel('Threshold', fontsize=13)\n", " plt.ylabel('CDF', fontsize=13)\n", " \n", " if use_LOO:\n", " plt.title('Using LOO estimate of the information gain')\n", " else:\n", " plt.title('NOT using LOO estimate of the information gain')\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. PMQRTs results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████| 100/100 [01:14<00:00, 1.34it/s]\n", "/tmp/ipykernel_197042/2356336621.py:15: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", " cmap = matplotlib.cm.get_cmap('winter')\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls_q = [0.05*(i+1) for i in range(19)]\n", "for use_LOO in [False, True]:\n", " if not(use_LOO):\n", " IG_mode = None\n", " else:\n", " IG_mode = \"LOO\"\n", " params = {'IG_biais_correction':IG_mode, 'nTrees':100, 'max_depth':7, 'min_samples_split':10, 'treeID2quantiles_train':{ID : ls_q for ID in range(100)}}\n", " \n", " model = UQ(type_tree='PMQRT', type_conformal=None, params=params)\n", " treesPQRT, _ = model.train_trees(X.reshape(-1,1), y)\n", " \n", " x_test = np.array([0.5, 3, 5, 7, 9.5]).reshape(-1,1)\n", " resPQRT = model.get_quantile_estimate(treesPQRT, x_test, ls_q)\n", " import matplotlib\n", " cmap = matplotlib.cm.get_cmap('winter')\n", " for i, x_i in enumerate(x_test[:,0]):\n", " ls = []\n", " ls_x = []\n", " ls_y = []\n", " for i_q, q in enumerate(ls_q):\n", " ls_x += [resPQRT[i][i_q]]\n", " if i_q==0:\n", " ls_y.append(q)\n", " else:\n", " ls_y.append(q)\n", " #plt.scatter(ls_x, ls_y, color=cmap(i/x_test.shape[0]))\n", " ls_x.append(resPQRT[i][len(ls_q)-1])\n", " ls_y.append(1)\n", " ls_x.append(50)\n", " ls_y.append(1)\n", " plt.plot(ls_x, ls_y, color=color, linestyle='-', marker=markers[i % len(markers)],\n", " markevery=3, markersize=6, label=f'X={x_i}')\n", " vals = np.linspace(0,50,100)\n", " \n", " plt.plot(vals, get_cdf(x_i, vals, mode=mode), color=color, marker=markers[i % len(markers)], markevery=7, linestyle=':')\n", "\n", " #plt.plot(vals, get_cdf(x_i, vals, mode=mode), color=cmap(i/x_test.shape[0]), linestyle='--', label=str(x_i))\n", " plt.legend(title='X')\n", " plt.xlabel('Threshold', fontsize=13)\n", " plt.ylabel('CDF', fontsize=13)\n", " if use_LOO:\n", " plt.title('Using LOO estimate of the information gain')\n", " else:\n", " plt.title('NOT using LOO estimate of the information gain')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Quantitative evaluation of Leave One Out and Mallows correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section presents the results of experiments conducted on various datasets to quatify the effect of using Leave One Out (LOO) or Mallows estimates of information gain in the training CRPS-RF when considering different values of standard stopping criteria." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "max_depths = [i for i in range(1,14)]\n", "min_samples_splits = [5*(i+1) for i in range(10)]\n", "noLOO = {\"width\": np.zeros((len(max_depths), len(min_samples_splits))), \"coverage\": np.zeros((len(max_depths), len(min_samples_splits)))}\n", "LOO = {\"width\": np.zeros((len(max_depths), len(min_samples_splits))), \"coverage\": np.zeros((len(max_depths), len(min_samples_splits)))}\n", "Mallows = {\"width\": np.zeros((len(max_depths), len(min_samples_splits))), \"coverage\": np.zeros((len(max_depths), len(min_samples_splits)))}\n", "seed = 0\n", "x_test, y_test = get_data(mode=mode, n=1000, seed=0)\n", "alpha = 0.1\n", "from tqdm import tqdm\n", "for idxdepth, max_depth in tqdm(enumerate(max_depths)):\n", " print('MAX DEPTH', max_depth)\n", " for idxsplit, min_samples_split in enumerate(min_samples_splits):\n", " for IG_biais_correction in [None, \"LOO\", \"Mallows\"]:\n", " params = {'IG_biais_correction':IG_biais_correction, 'nTrees':100, 'max_depth':max_depth, 'min_samples_split':min_samples_split}\n", " model = UQ(type_tree='CRPS', type_conformal=None, params=params)\n", " treesCRPSRT, _ = model.train_trees(X.reshape(-1,1), y)\n", " resCRPSRT = model.get_quantile_estimate(treesCRPSRT, x_test, [alpha/2, 1-alpha/2])\n", " widths, coverages = model.compute_width_coverage(resCRPSRT, y_test)\n", " if IG_biais_correction == \"LOO\":\n", " LOO[\"width\"][idxdepth,idxsplit] = np.mean(widths)\n", " LOO[\"coverage\"][idxdepth,idxsplit] = np.mean(coverages)\n", " elif IG_biais_correction == \"Mallows\":\n", " Mallows[\"width\"][idxdepth,idxsplit] = np.mean(widths)\n", " Mallows[\"coverage\"][idxdepth,idxsplit] = np.mean(coverages)\n", " else:\n", " noLOO[\"width\"][idxdepth,idxsplit] = np.mean(widths)\n", " noLOO[\"coverage\"][idxdepth,idxsplit] = np.mean(coverages)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def write_latex_table_v2(metric_name, no_correction_data, LOO_data, Mallows_data, max_depths, min_samples_splits, filename=None):\n", " \"\"\"\n", " Generate a LaTeX table comparing no correction, LOO, and Mallows.\n", " Rows = min_samples_split, with one row per correction type per min_samples_split.\n", " Columns = max_depth values.\n", " \"\"\"\n", " table = []\n", " table.append(\"\\\\begin{table}[h!]\")\n", " table.append(\"\\\\centering\")\n", " table.append(f\"\\\\caption{{Comparison of {metric_name} between no correction, LOO, and Mallows across max depth and min_samples_split}}\")\n", " table.append(\"\\\\scriptsize\")\n", " table.append(\"\\\\setlength{\\\\tabcolsep}{3pt}\")\n", " table.append(\"\\\\renewcommand{\\\\arraystretch}{1.1}\")\n", "\n", " # Column specification: 2 + len(max_depths) columns\n", " table.append(\"\\\\begin{tabular}{|c|c|\" + \"c|\"*len(max_depths) + \"}\")\n", " table.append(\"\\\\hline\")\n", " table.append(\"\\\\multirow{2}{*}{min\\\\_samples} & \\\\multirow{2}{*}{Correction} & \" + \" & \".join([str(d) for d in max_depths]) + \" \\\\\\\\\")\n", " table.append(\"\\\\cline{3-\" + str(2+len(max_depths)) + \"}\")\n", " table.append(\" & & \" + \" & \".join([str(d) for d in max_depths]) + \" \\\\\\\\\") # optional, or can skip\n", " table.append(\"\\\\hline\\\\hline\")\n", "\n", " # Data rows\n", " for i, mss in enumerate(min_samples_splits):\n", " # no correction row\n", " row_no = [str(mss), \"no correction\"] + [f\"{val:.3f}\" for val in no_correction_data[:, i]]\n", " table.append(\" & \".join(row_no) + \" \\\\\\\\\")\n", " # LOO row\n", " row_LOO = [str(mss), \"LOO\"] + [f\"{val:.3f}\" for val in LOO_data[:, i]]\n", " table.append(\" & \".join(row_LOO) + \" \\\\\\\\\")\n", " # Mallows row\n", " row_M = [str(mss), \"Mallows\"] + [f\"{val:.3f}\" for val in Mallows_data[:, i]]\n", " table.append(\" & \".join(row_M) + \" \\\\\\\\\")\n", " table.append(\"\\\\hline\")\n", "\n", " table.append(\"\\\\end{tabular}\")\n", " table.append(\"\\\\end{table}\")\n", "\n", " latex_code = \"\\n\".join(table)\n", "\n", " if filename:\n", " with open(filename, \"w\") as f:\n", " f.write(latex_code)\n", "\n", " return latex_code" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "latex_width = write_latex_table_v2(\"mean width\", noLOO[\"width\"], LOO[\"width\"], Mallows[\"width\"], max_depths, min_samples_splits)\n", "latex_coverage = write_latex_table_v2(\"mean coverage\", noLOO[\"coverage\"], LOO[\"coverage\"], Mallows[\"coverage\"], max_depths, min_samples_splits)\n", "\n", "print(latex_width)\n", "print(\"\\n\" + \"=\"*80 + \"\\n\")\n", "print(latex_coverage)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }