{ "cells": [ { "cell_type": "markdown", "id": "49d390a0", "metadata": {}, "source": [ "# Soft clustering\n", "\n", "Like HDBSCAN*, PLSCAN can compute soft membership probabilities for each point." ] }, { "cell_type": "code", "execution_count": 1, "id": "5ce9a545", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from fast_plscan import PLSCAN\n", "\n", "plt.rcParams[\"figure.dpi\"] = 150\n", "plt.rcParams[\"figure.figsize\"] = (2.75, 0.618 * 2.75)\n", "\n", "data = np.load(\"data/clusterable/sources/clusterable_data.npy\")" ] }, { "cell_type": "markdown", "id": "1c3d64ce", "metadata": {}, "source": [ "Import the ``all_points_membership_vectors`` function from the ``prediction``\n", "module to compute membership probabilities. The implementation follows the same\n", "ideas as HDBSCAN* soft clustering, except that it uses mutual reachability\n", "distances rather than raw pairwise distances. See [the HDBSCAN*\n", "documentation](https://hdbscan.readthedocs.io/en/latest/soft_clustering_explanation.html)\n", "for additional details." ] }, { "cell_type": "code", "execution_count": 2, "id": "6adc83c1", "metadata": {}, "outputs": [], "source": [ "from fast_plscan.prediction import all_points_membership_vectors\n", "\n", "c = PLSCAN(min_samples=2, min_cluster_size=10).fit(data)\n", "memberships = all_points_membership_vectors(c)" ] }, { "cell_type": "markdown", "id": "41718281", "metadata": {}, "source": [ "Some points are always treated as noise in this implementation. These points\n", "have zero membership values in all columns because they are direct descendants\n", "of the phantom root. We cannot reliably recover where they should attach in the\n", "hierarchy, so they remain noise." ] }, { "cell_type": "code", "execution_count": 3, "id": "11793da5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "noise = np.all(memberships == 0, axis=1)\n", "cs = memberships[~noise].argmax(axis=1)\n", "probs = memberships[~noise, cs]\n", "plt.scatter(*data[noise, :].T, s=0.5, color=\"silver\")\n", "plt.scatter(*data[~noise, :].T, s=1, c=cs, alpha=probs, vmax=9, cmap=\"tab10\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2bd5ede8", "metadata": {}, "source": [ "### Precomputed distance inputs" ] }, { "cell_type": "markdown", "id": "8494ff14", "metadata": {}, "source": [ "Unlike the HDBSCAN* implementation, we also support computing membership vectors\n", "for precomputed sparse distance matrices. The more neighbors are present, the\n", "more membership information can be extracted. This is visible in the\n", "visualization below as more information in the second and third strongest\n", "memberships." ] }, { "cell_type": "code", "execution_count": 4, "id": "1104a083", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pynndescent import NNDescent\n", "\n", "\n", "plt.figure(figsize=(2.75 * 3, 0.618 * 2.75))\n", "plt.gcf().set_size_inches(2.75 * 3, 0.618 * 2.75 * 3)\n", "\n", "for i, k in enumerate([100, 500, 1000], 1):\n", " nn = NNDescent(data, metric=\"euclidean\", n_neighbors=k)\n", " neighbors, distances = nn.neighbor_graph\n", "\n", " c = PLSCAN(metric=\"precomputed\").fit((distances, neighbors))\n", " sparse_memberships = all_points_membership_vectors(c)\n", "\n", " noise = np.all(sparse_memberships == 0, axis=1)\n", " sorted_labels = np.argsort(sparse_memberships, axis=1)[:, ::-1]\n", " n = sparse_memberships.shape[0]\n", "\n", " for rank in range(3):\n", " labels = sorted_labels[:, rank]\n", " alpha = sparse_memberships[np.arange(n), labels]\n", "\n", " plt.subplot(3, 3, rank * 3 + i)\n", " plt.scatter(*data[noise, :].T, s=0.5, color=\"silver\")\n", " plt.scatter(\n", " *data[~noise, :].T,\n", " s=1,\n", " c=labels[~noise],\n", " alpha=alpha[~noise],\n", " vmax=9,\n", " cmap=\"tab10\",\n", " )\n", " if rank == 0:\n", " plt.title(f\"k={k}\")\n", " if i == 1:\n", " plt.ylabel(f\"{rank + 1}-strongest\")\n", " plt.xticks([])\n", " plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "84f41d7d", "metadata": {}, "source": [ "## Memberships of unseen points" ] }, { "cell_type": "markdown", "id": "3dff1840", "metadata": {}, "source": [ "The ``membership_vectors`` function extends soft clustering to unseen feature\n", "vectors. Each new point is attached to the fitted structure through its nearest\n", "mutual-reachability neighbor in the training set, then both distance-to-exemplar\n", "and topology-based weights are combined in the same way as for training points.\n", "The output has the same semantics as ``all_points_membership_vectors``: each row\n", "sums to at most the point's probability of belonging to any selected cluster." ] }, { "cell_type": "code", "execution_count": 5, "id": "841412cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from fast_plscan.prediction import membership_vectors\n", "\n", "c = PLSCAN(min_samples=2, min_cluster_size=10).fit(data)\n", "\n", "# Use a held-out slice as unseen points\n", "rng = np.random.Generator(np.random.PCG64(25))\n", "X_new = rng.choice(data, size=200, replace=False) + 0.015\n", "mv = membership_vectors(c, X_new)\n", "\n", "\n", "plt.figure()\n", "noise = np.all(mv == 0, axis=1)\n", "cs = mv[~noise].argmax(axis=1)\n", "probs = mv[~noise, cs]\n", "plt.scatter(*data.T, s=0.5, color=\"silver\", zorder=0)\n", "plt.scatter(*X_new[~noise].T, s=8, c=cs, alpha=probs, vmax=9, cmap=\"tab10\", zorder=1)\n", "plt.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 5 }