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s-curve
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.6.8" | |
}, | |
"colab": { | |
"name": "s-curve", | |
"provenance": [], | |
"collapsed_sections": [], | |
"include_colab_link": true | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/resnant/d7709b929bda29430ed35f4c329b42b8/s-curve.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "_EB0WQG-DpIV" | |
}, | |
"source": [ | |
"Let's see how dimensionality reduction techniques work on 'S-curve' data.\n", | |
"\n", | |
"Please see scikit-learn documentation for details of each algorithm:\n", | |
"- t-SNE: https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html\n", | |
"- PCA: https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html\n", | |
"- Isomap: https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "uEPAjQ4c5QJy" | |
}, | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"from mpl_toolkits.mplot3d import Axes3D\n", | |
"\n", | |
"from sklearn import manifold, datasets\n", | |
"from sklearn.decomposition import PCA\n" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "SdGvMv225QJ0", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 565 | |
}, | |
"outputId": "dac3dc39-21c9-411c-d176-0b051ef2c497" | |
}, | |
"source": [ | |
"# make S curve dataset\n", | |
"X, color = datasets.make_s_curve(n_samples=1000, noise=0.05, random_state=0)\n", | |
"\n", | |
"# 3d scatter plot\n", | |
"fig = plt.figure(figsize=(7,7), dpi=100)\n", | |
"ax = fig.add_subplot(111, projection='3d')\n", | |
"ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.Spectral)\n", | |
"ax.set_xlabel('x')\n", | |
"ax.set_ylabel('y')\n", | |
"ax.set_zlabel('z')\n", | |
"ax.view_init(10, -70)\n", | |
"# plt.savefig(\"/content/s_curve.png\", dpi=200, tight_layout='bbox_inches')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 700x700 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "90JQuxrT5QJ1", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 475 | |
}, | |
"outputId": "01932b11-a304-4e3b-b8af-2d7901880fb7" | |
}, | |
"source": [ | |
"# Dimensionality reduction with PCA.\n", | |
"# It seems the linear projection along y-axis in original space.\n", | |
"# We can interpret each component with the original axis; component1 and 2 correspond to z and x respectively.\n", | |
"\n", | |
"pca = PCA(n_components=2, random_state=10)\n", | |
"X_pca = pca.fit_transform(X)\n", | |
"\n", | |
"plt.figure(figsize=(7, 5), dpi=100)\n", | |
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=color, cmap=plt.cm.Spectral)\n", | |
"plt.xlabel('Component 1')\n", | |
"plt.ylabel('Component 2')\n", | |
"# plt.savefig(\"/content/s_curve_pca.png\", dpi=200, tight_layout='bbox_inches')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Component 2')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 4 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 700x500 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "a63D6hXe5QJ1", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 475 | |
}, | |
"outputId": "7cc4a08f-313f-4bf9-e0e1-8f3ab23e351a" | |
}, | |
"source": [ | |
"# Dimensionality reduction with t-SNE.\n", | |
"# Apparently, t-SNE works better to unfold S-curve than PCA.\n", | |
"# On the other hand, the meaning of each axis is unclear.\n", | |
"\n", | |
"# In this case, since we know the structure of the original 3D data, \n", | |
"# we can guess that each axis in this figure corresponds to each axis of the 2D plane of S-curve, \n", | |
"# but it is almost impossible to interpret the meaning of the t-SNE axes in real high-dimensional complex data.\n", | |
"\n", | |
"tsne = manifold.TSNE(n_components=2, init='pca', random_state=0)\n", | |
"X_tsne = tsne.fit_transform(X)\n", | |
"\n", | |
"plt.figure(figsize=(7,5), dpi=100)\n", | |
"plt.scatter(X_tsne[:, 0], X_tsne[:, 1], c=color, cmap=plt.cm.Spectral)\n", | |
"plt.xlabel('t-SNE dim 1')\n", | |
"plt.ylabel('t-SNE dim 2')\n", | |
"# plt.savefig(\"/content/s_curve_tsne.png\", dpi=200, tight_layout='bbox_inches')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 't-SNE dim 2')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 5 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 700x500 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "umAY6FAn5QJ2", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 475 | |
}, | |
"outputId": "3c12e36a-c1bb-42ed-94da-285e09ef1e4f" | |
}, | |
"source": [ | |
"isomap = manifold.Isomap()\n", | |
"X_isomap = isomap.fit_transform(X)\n", | |
"\n", | |
"plt.figure(figsize=(7,5), dpi=100)\n", | |
"plt.scatter(X_isomap[:, 0], X_isomap[:, 1], c=color, cmap=plt.cm.Spectral)\n", | |
"plt.xlabel('Isomap dim 1')\n", | |
"plt.ylabel('Isomap dim 2')\n", | |
"# plt.savefig(\"/content/s_curve_isomap.png\", dpi=200, tight_layout='bbox_inches')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Isomap dim 2')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 6 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 700x500 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8rmYyxAl5z-4" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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