{ "cells": [ { "cell_type": "markdown", "id": "be915d56-9a8a-422b-9da4-d7ca37dd0b85", "metadata": { "id": "be915d56-9a8a-422b-9da4-d7ca37dd0b85" }, "source": [ "# Bayesian modelling\n", "\n", "Two separate-group discussion: \n", "\n", " 1. fitting each groups separately \n", " 2. obtained distributions of each group are then used in conditional probability to encounter measurement in the second group." ] }, { "cell_type": "markdown", "id": "6fa3ccb1-05c0-4ab9-a74a-a4e20d1e38f8", "metadata": { "id": "6fa3ccb1-05c0-4ab9-a74a-a4e20d1e38f8" }, "source": [ "## Data & common" ] }, { "cell_type": "code", "execution_count": 1, "id": "ee1ce969-7f96-4ca9-882e-866805bd316c", "metadata": {}, "outputs": [], "source": [ "choice_setup = 1 # 0 for MD, 1 for MH" ] }, { "cell_type": "code", "execution_count": 2, "id": "uq21BzGM7YHZ", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 26515, "status": "ok", "timestamp": 1715067825951, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "uq21BzGM7YHZ", "outputId": "fed613c4-2be9-49ba-bdc5-0a09399dc2fd" }, "outputs": [], "source": [ "if choice_setup == 0:\n", " from google.colab import drive\n", " drive.mount('/content/drive')" ] }, { "cell_type": "code", "execution_count": 3, "id": "0de55416", "metadata": { "executionInfo": { "elapsed": 1711, "status": "ok", "timestamp": 1715067832083, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "0de55416", "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import scipy\n", "from scipy import io\n", "from scipy import stats\n", "from scipy.optimize import minimize\n", "\n", "import os" ] }, { "cell_type": "code", "execution_count": 4, "id": "71b466ba", "metadata": { "executionInfo": { "elapsed": 305, "status": "ok", "timestamp": 1715067835069, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "71b466ba", "tags": [] }, "outputs": [], "source": [ "wd = os.getcwd() # working directory\n", "\n", "topic = \"bayes\"\n", "\n", "if choice_setup == 0:\n", " #data_path = \"/home/marija/maki/\"\n", " data_path = \"drive/MyDrive/maki_slovenija/data/\"\n", " figsdir = f\"drive/MyDrive/maki_slovenija/figs_{topic}/\" # figure directory\n", " figsext = \".eps\" # figure extension\n", "elif choice_setup == 1:\n", " data_path = \"../data\"\n", " figsdir = f\"./figs/{topic}\"\n", " figsext = \".pdf\" # figure extension\n", " \n", "\n", "if not os.path.exists(figsdir): os.makedirs(figsdir)\n", " \n", "suv_filename = os.path.join(data_path, \"suv_percentilesSLOthenUWM.mat\")\n", "flags_filename= os.path.join(data_path, \"flags_combined.mat\")\n", "normal_range_filename = os.path.join(data_path, \"normal_range.mat\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "c72c613c", "metadata": { "executionInfo": { "elapsed": 2756, "status": "ok", "timestamp": 1715067840744, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "c72c613c", "tags": [] }, "outputs": [], "source": [ "\"\"\"\n", "Loading all data\n", "\"\"\"\n", "suv_dict = io.loadmat(suv_filename)\n", "flags_dict = io.loadmat(flags_filename)\n", "normal_range_dict = io.loadmat(normal_range_filename)" ] }, { "cell_type": "markdown", "id": "8c4a5c84-c72a-4b48-a92c-7e25f5b752fc", "metadata": { "id": "8c4a5c84-c72a-4b48-a92c-7e25f5b752fc" }, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 6, "id": "eeeaa8fe", "metadata": { "executionInfo": { "elapsed": 11, "status": "ok", "timestamp": 1715067844510, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "eeeaa8fe", "tags": [] }, "outputs": [], "source": [ "def myfitter(data, fun, cov = True):\n", "\n", " nllf = lambda p: -fun(data, *p).sum()\n", "\n", " p0 = (1, 0.6)\n", " bounds= ((0, 10), (0.1, 4))\n", " res = minimize(nllf, p0, bounds = bounds, method=\"L-BFGS-B\")\n", "\n", " if not cov: return res.x\n", "\n", " return res.x, res.hess_inv.todense()" ] }, { "cell_type": "code", "execution_count": 7, "id": "8262d64c", "metadata": { "executionInfo": { "elapsed": 528, "status": "ok", "timestamp": 1715067865707, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "8262d64c", "tags": [] }, "outputs": [], "source": [ "def gen_plots(pert, organ, dist, prefix, alpha, title = \"\", bootstrapping = \"nonparam\", Nsamples = 10**3):\n", "\n", " eps = 1e-20\n", " \n", " suv = suv_dict[organ + '_SUVperc_COMBINED'][0:58,:,:]\n", "\n", " if organ == \"lung\":\n", " idx = 3\n", " elif organ == \"bowel\":\n", " idx = 1\n", " elif organ == \"thyroid\":\n", " idx = 5\n", " else:\n", " print(\"This organ is not supported\")\n", " return\n", " \n", " if dist == \"trunc_Gauss\":\n", " # create a custom function (\"truncated\" Gaussian distribution)\n", " fun = lambda x, mu, sigma: -(x-mu)**2/(2*sigma**2) + np.log(2/np.pi)/2 - np.log(sigma*(1 + scipy.special.erf(mu/(np.sqrt(2)*sigma))))\n", " g = lambda x, mu, sigma: np.exp(-(x-mu)**2/(2*sigma**2))*np.sqrt(2/np.pi)/(sigma*(1 + scipy.special.erf(mu/(np.sqrt(2)*sigma))))\n", " elif dist == \"Gauss\":\n", " fun = lambda x, mu, sigma: -(x-mu)**2/(2*sigma**2) - np.log(sigma*np.sqrt(2*np.pi))\n", " g = lambda x, mu, sigma: np.exp(-(x-mu)**2/(2*sigma**2))/(sigma*np.sqrt(2*np.pi))\n", " elif dist == \"log_normal\":\n", " fun = lambda x, mu, sigma: -(np.log(x) - mu)**2/(2*sigma**2) - np.log(x*sigma*np.sqrt(2*np.pi))\n", " g = lambda x, mu, sigma: np.exp(-(np.log(x)-mu)**2/(2*sigma**2))/(x*sigma*np.sqrt(2*np.pi))\n", " else:\n", " print(\"This distribution is not supported\")\n", " return\n", " \n", " flags = flags_dict['flags'][0:58, idx]\n", "\n", " # choose percentile of interest (for lung and bowel 95, for thyroid 75),\n", " # numerating here is from 0 so take the one less\n", " X = np.nanmax(suv[:, :, pert - 1], axis=1).reshape(-1,1)\n", "\n", " # extracting X associated to NC and AE\n", " X_NC = X[flags == 0]\n", " X_AE = X[flags == 1]\n", " #and flags associated to NC and AE\n", " flags_NC = flags[flags==0]\n", " flags_AE = flags[flags==1]\n", "\n", " popt_NC, pcov_NC = myfitter(X_NC, fun)\n", " popt_AE, pcov_AE = myfitter(X_AE, fun)\n", "\n", " # print optimization results\n", " print(\"popt_NC:\", popt_NC)\n", " print(\"popt_AE:\", popt_AE)\n", "\n", " print(\"pcov_NC:\", pcov_NC)\n", " print(\"pcov_AE:\", pcov_AE)\n", "\n", " popt = np.concatenate((popt_NC, popt_AE))\n", "\n", " if bootstrapping == \"nonparam\":\n", " # obtaining parameters via bootstrapping method\n", " rng = np.random.default_rng()\n", "\n", " # helper function to sample with replacement of same size sample\n", " R = lambda X: X[rng.integers(len(X), size=len(X))]\n", "\n", " ps = np.array([np.concatenate((myfitter(R(X_NC), fun, False), \n", " myfitter(R(X_AE), fun, False))) \n", " for _ in range(Nsamples)])\n", " elif bootstrapping == \"param\":\n", " # approximationg parameters with multivatiate distribution\n", " Z = np.zeros((len(popt_NC), len(popt_AE)))\n", " CovMatrix = np.bmat([[pcov_NC, Z], [Z, pcov_AE]])\n", "\n", " #generate parameters and points in x axis\n", " ps = np.random.multivariate_normal(popt, CovMatrix, Nsamples)\n", " else:\n", " print(\"This boostrapping is not supported\")\n", " return\n", "\n", " \n", " # correct for outliers\n", " mask = (ps[:,1]>0) & (ps[:,3]>0)\n", " ps = ps[mask]\n", "\n", " print(\"faulty:\", np.count_nonzero(~mask)/len(mask))\n", "\n", " # probability for NC and AE\n", " P_NC = np.count_nonzero(flags == 0)/len(flags) # Prob(Y = NC)\n", " P_AE = np.count_nonzero(flags == 1)/len(flags) # Prob(Y = AE)\n", "\n", " #firstly for optimal parameter values\n", " f_XatNC_opt = lambda x: g(x, popt_NC[0], popt_NC[1]) # f(x | NC)\n", " f_XatAE_opt = lambda x: g(x, popt_AE[0], popt_AE[1]) # f(x | AE)\n", "\n", " # probability density for X \n", " f_X_opt = lambda x: P_NC*f_XatNC_opt(x) + P_AE*f_XatAE_opt(x)\n", "\n", " # conditional probability for AE at X\n", " P_AEatX_opt = lambda x: P_AE*f_XatAE_opt(x)/f_X_opt(x)\n", "\n", " # conditional probability for AE at X for generated parameters\n", " P_AEatX = lambda x, p: P_AE*g(x, p[2], p[3])/(P_NC*g(x, p[0], p[1]) + P_AE*g(x, p[2], p[3]) + eps)\n", "\n", " #generate parameters and points in x axis\n", " xs = np.linspace(1e-3, X.max()+1, 200)\n", "\n", " # generate values in y axis\n", " ys = np.array([np.fromiter(map(lambda p: P_AEatX(x, p), ps),float) for x in xs])\n", " yopts = P_AEatX_opt(xs)\n", "\n", " # doing statistics on values\n", " mys = np.median(ys, axis=1)\n", " yerr_min = np.quantile(ys, alpha/2, axis=1)\n", " yerr_max = np.quantile(ys, 1-alpha/2, axis=1)\n", "\n", " # generate plots\n", " plt.clf()\n", " fs = 16\n", " params = {'font.size': fs, 'axes.labelsize': fs, 'axes.titlesize':fs, \n", " 'legend.fontsize': fs, 'xtick.labelsize': fs, 'ytick.labelsize': fs}\n", " \n", " plt.rcParams.update(params)\n", " fig = plt.figure(figsize = (7, 5))\n", "\n", " plt.xlabel(f\"$x = \\\\mathrm{{max}}(SUV(visit,p = {{{pert}}} \\\\%))$\")\n", " plt.ylabel(r\"$P(Y = AE|X = x)$\")\n", "\n", " plt.scatter(X_NC, flags_NC, label=\"NC\", zorder=2.5)\n", " plt.scatter(X_AE, flags_AE, label=\"AE\", zorder=2.5)\n", "\n", " plt.plot(xs, yopts, label=\"fit model\",color=\"red\", zorder=3)\n", " plt.plot(xs, mys, label=\"median\",color=\"green\", zorder=3)\n", " #plt.fill_between(xs, yerr_min, yerr_max, color='green', alpha=0.2, label=\"prediction interval\")\n", " plt.fill_between(xs, yerr_min, yerr_max, color='xkcd:beige', alpha=0.5, label=\"prediction interval\")\n", "\n", " if title != \"\":\n", " plt.title(title+\":\" + organ)\n", " plt.legend(loc = 'center right')\n", " \n", " plt.text(0.1, 0.93, \"(\"+organ+\")\", fontsize=16, horizontalalignment='center',\n", " verticalalignment='center', transform=fig.transFigure)\n", "\n", " #fs=10\n", " plt.legend(loc = 'center right', fancybox=True, fontsize='10', framealpha=0.5)\n", " plt.tight_layout()\n", " \n", " basename = prefix + \"_\"+ dist + \"_\" + organ + figsext\n", " plt.savefig(os.path.join(figsdir, basename))\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "a974ab00-e992-4de8-8a9f-431264fe376a", "metadata": { "id": "a974ab00-e992-4de8-8a9f-431264fe376a" }, "source": [ "### Non-parametric boostrapping: sampling with replacement (primary choice)" ] }, { "cell_type": "code", "execution_count": 8, "id": "00ea6e5e-5e09-45f1-a8e3-0499261ac781", "metadata": {}, "outputs": [], "source": [ "alpha = 0.05" ] }, { "cell_type": "markdown", "id": "e79e7dc7-c3b3-46bc-a11b-fc44c3b2f305", "metadata": {}, "source": [ "#### Lung" ] }, { "cell_type": "code", "execution_count": 9, "id": "BDoKoZ0dMekG", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "executionInfo": { "elapsed": 75311, "status": "ok", "timestamp": 1715067952192, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -120 }, "id": "BDoKoZ0dMekG", "outputId": "4498b0d8-e711-414b-9f12-2ea62281d491" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.30761056 0.25845619]\n", "popt_AE: [2.45119943 0.8708103 ]\n", "pcov_NC: [[1.18087018e-03 1.19806173e-06]\n", " [1.19806173e-06 6.30252819e-04]]\n", "pcov_AE: [[0.16908412 0.03501477]\n", " [0.03501477 0.07755902]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [0.25012563 0.18862822]\n", "popt_AE: [0.84495162 0.3054373 ]\n", "pcov_NC: [[ 6.83750245e-04 -8.23179537e-06]\n", " [-8.23179537e-06 3.41031588e-04]]\n", "pcov_AE: [[0.02184912 0.00118759]\n", " [0.00118759 0.00977597]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 21.9 s, sys: 1.55 s, total: 23.5 s\n", "Wall time: 21.7 s\n" ] } ], "source": [ "%%time\n", "gen_plots(95, \"lung\", \"Gauss\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\")\n", "gen_plots(95, \"lung\", \"log_normal\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\" )" ] }, { "cell_type": "markdown", "id": "e2b16dac-0952-40ad-b991-12dc7b9d8745", "metadata": {}, "source": [ "#### Bowel" ] }, { "cell_type": "code", "execution_count": 10, "id": "d3bea1f3-a899-44aa-b410-32b0e3163a7e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [3.29019865 1.61425315]\n", "popt_AE: [4.86590897 2.14788649]\n", "pcov_NC: [[0.05087085 0.00014864]\n", " [0.00014864 0.02513256]]\n", "pcov_AE: [[ 0.80285003 -0.00968201]\n", " [-0.00968201 0.38917906]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.11554265 0.35077766]\n", "popt_AE: [1.49665276 0.40295539]\n", "pcov_NC: [[2.57517154e-03 1.39935384e-05]\n", " [1.39935384e-05 1.18591508e-03]]\n", "pcov_AE: [[2.70791363e-02 8.31548861e-05]\n", " [8.31548861e-05 1.40269527e-02]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 38.2 s, sys: 1.58 s, total: 39.8 s\n", "Wall time: 38.4 s\n" ] } ], "source": [ "%%time\n", "gen_plots(95, \"bowel\", \"Gauss\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\")\n", "gen_plots(95, \"bowel\", \"log_normal\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\")" ] }, { "cell_type": "markdown", "id": "e9276cee-096a-40ac-8011-74b87c64b9a9", "metadata": {}, "source": [ "#### Thyroid" ] }, { "cell_type": "code", "execution_count": 11, "id": "6463d837-a8f8-406b-9403-4fccbe0a5594", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.93132713 0.86265893]\n", "popt_AE: [3.0787539 0.80272578]\n", "pcov_NC: [[ 0.01472579 -0.00035012]\n", " [-0.00035012 0.00723928]]\n", "pcov_AE: [[7.10424716e-02 7.45174552e-05]\n", " [7.45174552e-05 3.55500847e-02]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [0.59700666 0.32538502]\n", "popt_AE: [1.08690741 0.28239884]\n", "pcov_NC: [[ 3.60331259e-03 -2.12283067e-06]\n", " [-2.12283067e-06 1.08060047e-03]]\n", "pcov_AE: [[ 8.86542388e-03 -7.03060232e-06]\n", " [-7.03060232e-06 4.59559687e-03]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 29.9 s, sys: 1.41 s, total: 31.3 s\n", "Wall time: 29.7 s\n" ] } ], "source": [ "%%time\n", "gen_plots(75, \"thyroid\", \"Gauss\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\")\n", "gen_plots(75, \"thyroid\", \"log_normal\", \"Bayes_bs\", alpha, bootstrapping = \"nonparam\")" ] }, { "cell_type": "markdown", "id": "5bb81864-0179-4a0a-b557-c1d2ae069d64", "metadata": {}, "source": [ "### Parametric boostrapping: MVN approx of params" ] }, { "cell_type": "code", "execution_count": 12, "id": "8efb3048-08a3-4762-b9fe-c26b96c22beb", "metadata": {}, "outputs": [], "source": [ "alpha = 0.05" ] }, { "cell_type": "markdown", "id": "efb248a7-030e-4d97-b195-4cab5fd2ee11", "metadata": {}, "source": [ "#### Lung" ] }, { "cell_type": "code", "execution_count": 13, "id": "50f56580", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "executionInfo": { "elapsed": 33129, "status": "ok", "timestamp": 1709041941629, "user": { "displayName": "Marija Delić", "userId": "03427129792104028391" }, "user_tz": -60 }, "id": "50f56580", "outputId": "fdc915b1-73b5-46c2-92a4-1f428bbd2134", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.30761056 0.25845619]\n", "popt_AE: [2.45119943 0.8708103 ]\n", "pcov_NC: [[1.18087018e-03 1.19806173e-06]\n", " [1.19806173e-06 6.30252819e-04]]\n", "pcov_AE: [[0.16908412 0.03501477]\n", " [0.03501477 0.07755902]]\n", "faulty: 0.003\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [0.25012563 0.18862822]\n", "popt_AE: [0.84495162 0.3054373 ]\n", "pcov_NC: [[ 6.83750245e-04 -8.23179537e-06]\n", " [-8.23179537e-06 3.41031588e-04]]\n", "pcov_AE: [[0.02184912 0.00118759]\n", " [0.00118759 0.00977597]]\n", "faulty: 0.001\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.36 s, sys: 1.47 s, total: 7.83 s\n", "Wall time: 6.21 s\n" ] } ], "source": [ "%%time\n", "#gen_plots(95, \"lung\", \"trunc_Gauss\", \"Bayes_mvn\", alpha, title)\n", "gen_plots(95, \"lung\", \"Gauss\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")\n", "gen_plots(95, \"lung\", \"log_normal\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")" ] }, { "cell_type": "markdown", "id": "61f8e440-4cae-427d-8864-c208f6975d6d", "metadata": {}, "source": [ "#### Bowel" ] }, { "cell_type": "code", "execution_count": 14, "id": "02ac712c-1658-4120-92bb-84cb78d9bb9d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [3.29019865 1.61425315]\n", "popt_AE: [4.86590897 2.14788649]\n", "pcov_NC: [[0.05087085 0.00014864]\n", " [0.00014864 0.02513256]]\n", "pcov_AE: [[ 0.80285003 -0.00968201]\n", " [-0.00968201 0.38917906]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.11554265 0.35077766]\n", "popt_AE: [1.49665276 0.40295539]\n", "pcov_NC: [[2.57517154e-03 1.39935384e-05]\n", " [1.39935384e-05 1.18591508e-03]]\n", "pcov_AE: [[2.70791363e-02 8.31548861e-05]\n", " [8.31548861e-05 1.40269527e-02]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.4 s, sys: 1.45 s, total: 7.85 s\n", "Wall time: 6.23 s\n" ] } ], "source": [ "%%time\n", "#gen_plots(95, \"bowel\", \"trunc_Gauss\", \"Bayes_mvn\", alpha, title, bootstrapping = \"param\")\n", "gen_plots(95, \"bowel\", \"Gauss\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")\n", "gen_plots(95, \"bowel\", \"log_normal\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")" ] }, { "cell_type": "markdown", "id": "26314f04-8a6f-441a-880b-ddb84d862950", "metadata": {}, "source": [ "#### Thyroid" ] }, { "cell_type": "code", "execution_count": 15, "id": "d4ff1bf6-9705-49a9-b1f2-5f6cb12d4740", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [1.93132713 0.86265893]\n", "popt_AE: [3.0787539 0.80272578]\n", "pcov_NC: [[ 0.01472579 -0.00035012]\n", " [-0.00035012 0.00723928]]\n", "pcov_AE: [[7.10424716e-02 7.45174552e-05]\n", " [7.45174552e-05 3.55500847e-02]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "popt_NC: [0.59700666 0.32538502]\n", "popt_AE: [1.08690741 0.28239884]\n", "pcov_NC: [[ 3.60331259e-03 -2.12283067e-06]\n", " [-2.12283067e-06 1.08060047e-03]]\n", "pcov_AE: [[ 8.86542388e-03 -7.03060232e-06]\n", " [-7.03060232e-06 4.59559687e-03]]\n", "faulty: 0.0\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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