{ "cells": [ { "cell_type": "markdown", "id": "47cb5620", "metadata": {}, "source": [ "# Plot Levelset Example" ] }, { "cell_type": "markdown", "id": "834f337d", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "24c42b40", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-08-05 15:11:56,493 \t DEBUG \t CRISTAL.__init__. \t CRISTAL version 0.0.1 (date: 2025-08-01) loaded successfully.\n" ] } ], "source": [ "import numpy as np\n", "\n", "from cristal import DyCF, DyCFPlotter, IMPLEMENTED_REGULARIZATION_OPTIONS\n", "from cristal.utils.data import make_T_rotated" ] }, { "cell_type": "markdown", "id": "0acc7efe", "metadata": {}, "source": [ "## Parameters" ] }, { "cell_type": "code", "execution_count": 2, "id": "b3657d5c", "metadata": {}, "outputs": [], "source": [ "d = 2 # Data dimension\n", "n = 8 # Degree of the polynomial basis\n", "N = 1000 # Number of samples" ] }, { "cell_type": "markdown", "id": "7499003f", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 3, "id": "94e9bc9b", "metadata": {}, "outputs": [], "source": [ "data = make_T_rotated(N)" ] }, { "cell_type": "markdown", "id": "bb4c4167", "metadata": {}, "source": [ "## Without regularization for DyCF\n", "Show the **Christoffel function** level sets" ] }, { "cell_type": "markdown", "id": "ff101fdb", "metadata": {}, "source": [ "### Fit the Christoffel function" ] }, { "cell_type": "code", "execution_count": 4, "id": "1974030f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dycf = DyCF(n, IMPLEMENTED_REGULARIZATION_OPTIONS.CONSTANT)\n", "dycf.fit(data)" ] }, { "cell_type": "markdown", "id": "9d21f1bd", "metadata": {}, "source": [ "### Plot the level set" ] }, { "cell_type": "code", "execution_count": 5, "id": "4d2c4491", "metadata": {}, "outputs": [], "source": [ "plotter = DyCFPlotter(dycf)" ] }, { "cell_type": "code", "execution_count": 6, "id": "7b6a4f17", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter.levelset(data, n_x1=500, n_x2=500, levels=[45, 512, 2000], percentiles=[50, 75])\n", "# n_x1 and n_x2 control the resolution of the grid for plotting\n", "# You can adjust the levels and percentiles as needed\n", "# More information can be found in the odds_optimized.plotter.LevelsetPlotter.plot documentation" ] }, { "cell_type": "markdown", "id": "ea023d63", "metadata": {}, "source": [ "### Plot the boundary decision\n", "Only outliers because the regularization is not set." ] }, { "cell_type": "code", "execution_count": 7, "id": "b4f465a7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter.boundary(data, n_x1=500, n_x2=500)" ] }, { "cell_type": "markdown", "id": "b84c3549", "metadata": {}, "source": [ "## Using \"comb\" regularization for DyCF\n", "**\"comb\"** regularization means that the **level set of DyCF at 1** is equivalent to the level set of the **Christoffel function at $\\begin{pmatrix}n+d \\\\ d\\end{pmatrix}$**, where **d** is the number of **features** and **n** is the **degree** of the polynomial." ] }, { "cell_type": "markdown", "id": "f26dee8b", "metadata": {}, "source": [ "### Fit the Christoffel function" ] }, { "cell_type": "code", "execution_count": 8, "id": "b61c8073", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dycf_comb = DyCF(n, IMPLEMENTED_REGULARIZATION_OPTIONS.COMB)\n", "dycf_comb.fit(data)" ] }, { "cell_type": "markdown", "id": "d95f2275", "metadata": {}, "source": [ "### Plot the level set" ] }, { "cell_type": "code", "execution_count": 9, "id": "728bb457", "metadata": {}, "outputs": [], "source": [ "plotter_comb = DyCFPlotter(dycf_comb)" ] }, { "cell_type": "code", "execution_count": 10, "id": "3ee47011", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter_comb.levelset(data, n_x1=500, n_x2=500, levels=[10, 500, 2000], percentiles=[50, 75])\n", "# n_x1 and n_x2 control the resolution of the grid for plotting\n", "# You can adjust the levels and percentiles as needed\n", "# More information can be found in the odds_optimized.plotter.LevelsetPlotter.plot documentation" ] }, { "cell_type": "markdown", "id": "53ad263a", "metadata": {}, "source": [ "### Plot the boundary decision" ] }, { "cell_type": "code", "execution_count": 11, "id": "fcf542ba", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter_comb.boundary(data, n_x1=500, n_x2=500)" ] }, { "cell_type": "markdown", "id": "c663d880", "metadata": {}, "source": [ "## Using \"vu_C\" regularization for DyCF\n", "**\"vu_C\"** regularization means that the **level set of DyCF at 1** is equivalent to the level set of the **Christoffel function at** $\\mathbf{\\frac{n^{3d/2}}{C}}$, where **d** is the number of **features** and **n** is the **degree** of the polynomial." ] }, { "cell_type": "markdown", "id": "825eef01", "metadata": {}, "source": [ "### Fit the Christoffel function" ] }, { "cell_type": "code", "execution_count": 12, "id": "85868d9c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dycf_vu_C = DyCF(n, regularization=IMPLEMENTED_REGULARIZATION_OPTIONS.VU_C)\n", "dycf_vu_C.fit(data)" ] }, { "cell_type": "markdown", "id": "b661712a", "metadata": {}, "source": [ "### Plot the level set" ] }, { "cell_type": "code", "execution_count": 13, "id": "fb7397f5", "metadata": {}, "outputs": [], "source": [ "plotter_vu_C = DyCFPlotter(dycf_vu_C)" ] }, { "cell_type": "code", "execution_count": 14, "id": "36f13f2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter_vu_C.levelset(data, n_x1=500, n_x2=500, levels=[10, 500, 2000], percentiles=[50, 75])\n", "# n_x1 and n_x2 control the resolution of the grid for plotting\n", "# You can adjust the levels and percentiles as needed\n", "# More information can be found in the odds_optimized.plotter.LevelsetPlotter.plot documentation" ] }, { "cell_type": "markdown", "id": "64bd5482", "metadata": {}, "source": [ "### Plot the boundary decision" ] }, { "cell_type": "code", "execution_count": 15, "id": "3ba7db51", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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