{ "cells": [ { "cell_type": "markdown", "id": "be915d56-9a8a-422b-9da4-d7ca37dd0b85", "metadata": { "id": "be915d56-9a8a-422b-9da4-d7ca37dd0b85" }, "source": [ "# Bayesian modelling" ] }, { "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", " 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), myfitter(R(X_AE), fun, False))) 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]))\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=0.2, 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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_162751/2551598269.py:95: RuntimeWarning: invalid value encountered in scalar divide\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]))\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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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", 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" ] }, "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" } ], "source": [ "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_162751/2551598269.py:95: RuntimeWarning: invalid value encountered in scalar divide\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]))\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" } ], "source": [ "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: 0.001\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": [ "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_162751/2551598269.py:95: RuntimeWarning: invalid value encountered in scalar divide\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]))\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#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" } ], "source": [ "#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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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#gen_plots(75, \"thyroid\", \"trunc_Gauss\", \"Bayes_mvn\", alpha, title, bootstrapping = \"param\")\n", "gen_plots(75, \"thyroid\", \"Gauss\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")\n", "gen_plots(75, \"thyroid\", \"log_normal\", \"Bayes_mvn\", alpha, bootstrapping = \"param\")" ] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }