{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Branch Detection Benchmark\n", "\n", "\n", "This notebook compares several clustering algorithms on their ability to detect\n", "branches in a dataset's manifold that do not contain local density maxima. Our\n", "synthetic dataset contains several n-point star-shaped clusters and some uniform\n", "random noise. The stars have a density maximum in their centre, and the density\n", "decreases along their arms. A grid search is used to find the algorithms'\n", "optimal parameter values, before their Adjusted Rand Index is used to compare\n", "their performance." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import time\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from tqdm import tqdm\n", "from itertools import product\n", "from collections import defaultdict\n", "\n", "from scipy import linalg\n", "from sklearn.utils import shuffle\n", "from sklearn.metrics.cluster import adjusted_rand_score\n", "\n", "from lib.cdc import CDC\n", "from sklearn.cluster import KMeans, AgglomerativeClustering, SpectralClustering\n", "from fast_hbcc import HBCC, BoundaryClusterDetector\n", "from fast_hdbscan import HDBSCAN, BranchDetector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Datasets\n", "\n", "The functions below make our benchmark dataset of 4 stars with varying densities\n", "and arms. The plot shows the ground-truth labels we will use to compute ARI\n", "scores." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def make_star(\n", " num_dimensions=2,\n", " num_branches=3,\n", " points_per_branch=100,\n", " branch_length=2,\n", " noise_scale=0.02,\n", "):\n", " \"\"\"Creates a n-star in d dimensions.\"\"\"\n", "\n", " def rotation(axis=[0, 0, 1], theta=0):\n", " return linalg.expm(np.cross(np.eye(3), axis / linalg.norm(axis) * theta))\n", "\n", " def rotate(X, axis=[0, 0, 1], theta=0):\n", " M = rotation(axis=axis, theta=theta)\n", " data = np.hstack((X, np.zeros((X.shape[0], 1), dtype=X.dtype)))\n", " return (M @ data.T).T[:, :2]\n", "\n", " max_exp = np.log(branch_length)\n", " branch = np.zeros((points_per_branch, 2))\n", " branch[:, 0] = np.exp(np.linspace(0, max_exp, points_per_branch)) - 1\n", " branches = np.concatenate(\n", " [\n", " rotate(branch, theta=theta)\n", " for theta in np.linspace(0, 2 * np.pi, num_branches, endpoint=False)\n", " + np.pi / 2\n", " ]\n", " )\n", " X = np.column_stack((branches, np.zeros((branches.shape[0], num_dimensions - 2))))\n", " X += np.random.normal(\n", " scale=np.sqrt(1 / num_dimensions) * noise_scale,\n", " size=X.shape,\n", " )\n", " y = np.repeat(np.arange(num_branches), points_per_branch)\n", " return X, y\n", "\n", "\n", "def make_stars_dataset(size_factor=1, num_dimensions=2):\n", " num_branches = [3, 10, 4, 5]\n", " branch_lengths = [1.8, 3.5, 2.3, 2]\n", " points_per_branch = [40, 100, 150, 20]\n", " noise_scales = [0.2, 0.1, 0.2, 0.02]\n", " origins = np.array(\n", " [\n", " [7, 1],\n", " [2, 3],\n", " [5.5, 3],\n", " [7, 5],\n", " ]\n", " )\n", "\n", " # Make individual starts\n", " Xs, ys = zip(\n", " *[\n", " make_star(\n", " num_dimensions=num_dimensions,\n", " num_branches=nb,\n", " branch_length=l,\n", " points_per_branch=int(np * size_factor),\n", " noise_scale=s,\n", " )\n", " for l, np, nb, s in zip(\n", " branch_lengths, points_per_branch, num_branches, noise_scales\n", " )\n", " ]\n", " )\n", "\n", " # Concatenate to one dataset\n", " X = np.concatenate(\n", " [\n", " x + np.concatenate((o, np.zeros(num_dimensions - 2)))\n", " for x, o in zip(Xs, origins)\n", " ]\n", " )\n", " y = np.concatenate(\n", " [y + nb for y, nb in zip(ys, [0] + np.cumsum(num_branches).tolist())]\n", " )\n", "\n", " # Add uniform noise points\n", " num_noise_points = X.shape[0] // 20\n", " noise_points = np.random.uniform(\n", " low=X.min(axis=0), high=X.max(axis=0), size=(num_noise_points, num_dimensions)\n", " )\n", " noise_labels = np.repeat(-1, num_noise_points)\n", " X = np.concatenate((X, noise_points))\n", " y = np.concatenate((y, noise_labels))\n", "\n", " # Shuffle the data\n", " return shuffle(X, y)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y = make_stars_dataset()\n", "plot_kwargs = dict(s=5, cmap=\"tab20\", vmin=0, vmax=19, edgecolors=\"k\", linewidths=0)\n", "plt.scatter(*X.T, c=y % 20, **plot_kwargs)\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parameter Sweep\n", "\n", "A parameter grid-search is used to find the optimal parameters for each\n", "algorithm. This ensures we are comparing the algorithms on their best\n", "performance. Searching all parameter combinations for all algorithms creates a\n", "too large search space. Instead we chose to keep some values at their defaults.\n", "We tried to mimic realistic use of the algorithms when selecting which\n", "parameters to keep at their default!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "algorithms = dict(\n", " kmeans=KMeans,\n", " hdbscan=HDBSCAN,\n", " hbcc=HBCC,\n", " slink=AgglomerativeClustering,\n", " spectral=SpectralClustering,\n", " cdc=CDC,\n", ")\n", "post_processors = dict(\n", " flasc=BranchDetector,\n", " sbcc=BoundaryClusterDetector,\n", ")\n", "static_params = defaultdict(\n", " dict,\n", " slink=dict(linkage=\"single\"),\n", " spectral=dict(assign_labels=\"cluster_qr\"),\n", " flasc=dict(propagate_labels=True)\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "n_hops = [2, 3, 4, 5]\n", "n_clusters = np.round(np.linspace(4, 25, 6)).astype(np.int32)\n", "n_neighbors = np.round(np.linspace(2, 20, 6)).astype(np.int32)\n", "min_cluster_sizes = np.unique(\n", " np.round(np.exp(np.linspace(np.log(25), np.log(60), 10)))\n", ").astype(np.int32)\n", "selection_methods = [\"eom\", \"leaf\"]\n", "hop_types = [\"manifold\", \"metric\"]\n", "\n", "\n", "dynamic_params = defaultdict(\n", " dict,\n", " kmeans=dict(n_clusters=n_clusters),\n", " slink=dict(n_clusters=n_clusters),\n", " spectral=dict(n_clusters=n_clusters),\n", " cdc=dict(k=n_neighbors, ratio=np.linspace(0.5, 0.95, 2).round(4)),\n", " hdbscan=dict(\n", " min_samples=n_neighbors,\n", " min_cluster_size=min_cluster_sizes,\n", " cluster_selection_method=selection_methods,\n", " ),\n", " hbcc=dict(\n", " num_hops=n_hops,\n", " hop_type=hop_types,\n", " min_samples=n_neighbors,\n", " min_cluster_size=min_cluster_sizes,\n", " cluster_selection_method=selection_methods,\n", " ),\n", " sbcc=dict(num_hops=n_hops, hop_type=hop_types),\n", ")\n", "\n", "all_params = {name for params in dynamic_params.values() for name in params.keys()}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# compile all code paths for timing to be true.\n", "_ = HBCC().fit(X)\n", "_ = HBCC(cluster_selection_method='leaf').fit(X)\n", "_ = HBCC(hop_type='metric').fit(X)\n", "eomc = HDBSCAN().fit(X)\n", "leafc = HDBSCAN(cluster_selection_method='leaf').fit(X)\n", "_ = BoundaryClusterDetector().fit(eomc)\n", "_ = BoundaryClusterDetector().fit(leafc)\n", "_ = BranchDetector().fit(eomc)\n", "_ = BranchDetector().fit(leafc)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5/5 [09:25<00:00, 113.02s/it]\n" ] } ], "source": [ "# Create output structure\n", "results = {\n", " \"repeat\": [],\n", " \"alg\": [],\n", " \"ari\": [],\n", " \"time\": [],\n", " \"labels\": [],\n", " **{name: [] for name in all_params},\n", "}\n", "\n", "\n", "def process_algorithm(X, alg_name, alg_class, **base_kwargs):\n", " kwargs = static_params[alg_name]\n", " dynamic_ranges = dynamic_params[alg_name]\n", " for values in product(*dynamic_ranges.values()):\n", " params = {param: value for param, value in zip(dynamic_ranges.keys(), values)}\n", " complete_params = {**base_kwargs, **params}\n", " start = time.perf_counter()\n", " cc = alg_class(**kwargs, **params)\n", " labels = cc.fit_predict(X)\n", " end = time.perf_counter()\n", "\n", " results[\"repeat\"].append(r)\n", " results[\"alg\"].append(alg_name)\n", " results[\"ari\"].append(adjusted_rand_score(y, labels))\n", " results[\"time\"].append(end - start)\n", " results[\"labels\"].append(labels)\n", "\n", " for name in all_params:\n", " results[name].append(complete_params.get(name, np.nan))\n", "\n", " if alg_name == \"hdbscan\":\n", " for post_name, detector_class in post_processors.items():\n", " process_algorithm(cc, post_name, detector_class, **params)\n", "\n", "\n", "for r in tqdm(range(5)):\n", " # Generate dataset\n", " X, y = make_stars_dataset()\n", " np.save(f\"data/generated/star_parameter_sweep_X_{r}\", X)\n", " np.save(f\"data/generated/star_parameter_sweep_y_{r}\", y)\n", "\n", " # Run the parameter sweep\n", " for alg_name, alg_class in algorithms.items():\n", " process_algorithm(X, alg_name, alg_class)\n", "\n", "# Store the results!\n", "result_df = pd.DataFrame.from_dict(results)\n", "result_df.to_parquet(\"data/generated/star_parameter_sweep_results.parquet\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results\n", "\n", "Now, we can compare the clusters found by each algorithm with their optimal\n", "parameter values. NaN values indicate parameters that are not used by that\n", "particular algorithm." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jelme\\AppData\\Local\\Temp\\ipykernel_19884\\2953733996.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " best_cases = result_df.loc[result_df.groupby(['alg']).apply(lambda x: x.index[np.argmax(x.ari)]).values]\n" ] }, { "data": { "text/html": [ "
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repeatalgaritimehop_typen_clustersnum_hopscluster_selection_methodratiomin_samplesmin_cluster_sizek
43701cdc0.2796610.964522NoneNaNNaNNone0.5NaNNaN6.0
2070flasc0.6212720.004027NoneNaNNaNeomNaN6.025.0NaN
59482hbcc0.4314070.005967metricNaN3.0eomNaN2.028.0NaN
87664hdbscan0.2334890.004590NoneNaNNaNeomNaN2.025.0NaN
87644kmeans0.3629050.003664None21.0NaNNoneNaNNaNNaNNaN
70103sbcc0.5834840.028694manifoldNaN3.0leafNaN9.028.0NaN
43611slink0.1517130.010276None25.0NaNNoneNaNNaNNaNNaN
43651spectral0.3473160.174356None17.0NaNNoneNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " repeat alg ari time hop_type n_clusters num_hops \\\n", "4370 1 cdc 0.279661 0.964522 None NaN NaN \n", "207 0 flasc 0.621272 0.004027 None NaN NaN \n", "5948 2 hbcc 0.431407 0.005967 metric NaN 3.0 \n", "8766 4 hdbscan 0.233489 0.004590 None NaN NaN \n", "8764 4 kmeans 0.362905 0.003664 None 21.0 NaN \n", "7010 3 sbcc 0.583484 0.028694 manifold NaN 3.0 \n", "4361 1 slink 0.151713 0.010276 None 25.0 NaN \n", "4365 1 spectral 0.347316 0.174356 None 17.0 NaN \n", "\n", " cluster_selection_method ratio min_samples min_cluster_size k \n", "4370 None 0.5 NaN NaN 6.0 \n", "207 eom NaN 6.0 25.0 NaN \n", "5948 eom NaN 2.0 28.0 NaN \n", "8766 eom NaN 2.0 25.0 NaN \n", "8764 None NaN NaN NaN NaN \n", "7010 leaf NaN 9.0 28.0 NaN \n", "4361 None NaN NaN NaN NaN \n", "4365 None NaN NaN NaN NaN " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_df = pd.read_parquet(\"data/generated/star_parameter_sweep_results.parquet\")\n", "best_cases = result_df.loc[result_df.groupby(['alg']).apply(lambda x: x.index[np.argmax(x.ari)]).values]\n", "best_cases.drop(columns=['labels'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Detected Clusters\n", "\n", "This case shows the algorithms on 2D data, with optimal parameters found on 2D\n", "data. As expected, the distance- and density-based algorithms have the lowest\n", "ARI values, mostly separating the stars as clusters and not finding the\n", "branches. CDC sometimes finds branches as a single cluster but more often finds\n", "multiple smaller clusters where we expect a single branch. The main problem it\n", "faces is that it does not sufficiently limit the connectivity that is allowed to\n", "exist between points, leading to spurious connections linking clusters that\n", "should remain separate. k-Means and spectral clustering sometimes find branches\n", "as clusters but also create clusters that combine multiple branches into one\n", "label. HBCC and SBCC (SBCC is HBCC on HDBSCAN clusters) are quite good in\n", "finding the branches, but also give the centres a label. FLASC has the highest\n", "ARI scores, but also fails to find branches in smaller stars. Performance of\n", "HBCC, SBCC, and FLASC could be improved by separating the `min cluster size` and\n", "`min branch size` parameter values." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "algs = [\"slink\", \"hdbscan\", \"cdc\", \"spectral\", \"kmeans\", \"hbcc\", \"sbcc\", \"flasc\"]\n", "names = ['SLINK', 'HDBSCAN', 'CDC', 'Spectral', 'KMeans', \"HBCC\", \"SBCC\", 'FLASC']\n", "cnt = 1\n", "for alg, alg_name in zip(algs, names):\n", " plt.subplot(2, 4, cnt)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.gca().spines[\"top\"].set_visible(False)\n", " plt.gca().spines[\"right\"].set_visible(False)\n", " plt.gca().spines[\"bottom\"].set_visible(False)\n", " plt.gca().spines[\"left\"].set_visible(False)\n", " cnt += 1\n", " row = best_cases.query(\"alg == @alg\")\n", " if row.shape[0] == 0:\n", " plt.text(0.5, 0.5, \"N/A\", fontsize=10, ha=\"center\", va=\"center\")\n", " plt.title(f\"{alg_name}\\n\", fontsize=8)\n", " continue\n", " plt.title(f\"{alg_name}\\n(ARI={row.ari.iloc[0]:.2f})\", fontsize=8)\n", " \n", " plt.scatter(\n", " *np.load(\n", " f\"data/generated/star_parameter_sweep_X_{row.repeat.iloc[0]}.npy\"\n", " )[:, :2].T,\n", " s=1.5,\n", " c=row.labels.iloc[0] % 20,\n", " cmap=\"tab20\",\n", " vmin=0,\n", " vmax=19,\n", " edgecolors=\"none\",\n", " linewidths=0,\n", " )\n", "plt.subplots_adjust(left=0.025, right=1, top=0.92)\n", "plt.suptitle(f\"Star Dataset (d=2)\", fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Higher Dimensions Data\n", "\n", "Just to check, we now run the algorithms on 8D and 16D data with their optimal\n", "parameters found on 2D data. Only the noise is present in the higher dimensions.\n", "Performance increases for FLASC. HBCC and SBCC seem to have trouble with the\n", "additional dimensions. It appears the boundary coefficient needs tuning for\n", "these cases." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for d in [8, 16]:\n", " X, y = make_stars_dataset(num_dimensions=d)\n", "\n", " plt.figure(figsize=(12, 6))\n", " cnt = 1\n", " for alg, alg_name in zip(algs, names):\n", " plt.subplot(2, 4, cnt)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.gca().spines[\"top\"].set_visible(False)\n", " plt.gca().spines[\"right\"].set_visible(False)\n", " plt.gca().spines[\"bottom\"].set_visible(False)\n", " plt.gca().spines[\"left\"].set_visible(False)\n", " cnt += 1\n", " if alg == \"cdc\":\n", " plt.text(0.5, 0.5, \"N/A\", fontsize=10, ha=\"center\", va=\"center\")\n", " plt.title(f\"{alg_name}\\n\", fontsize=8)\n", " continue\n", "\n", " row = best_cases.query(\"alg == @alg\")\n", " kwargs = static_params[alg]\n", " params = {k: row[k].iloc[0] for k in dynamic_params[alg].keys()}\n", " params = {\n", " k: int(v) if isinstance(v, np.floating) else str(v)\n", " for k, v in params.items()\n", " }\n", " if alg in [\"sbcc\", \"flasc\"]:\n", " hkwargs = static_params[\"hdbscan\"]\n", " hparams = {k: row[k].iloc[0] for k in dynamic_params[\"hdbscan\"].keys()}\n", " hparams = {\n", " k: int(v) if isinstance(v, np.floating) else str(v)\n", " for k, v in hparams.items()\n", " }\n", " cc = HDBSCAN(**hkwargs, **hparams).fit(X)\n", " dd = post_processors[alg](**kwargs).fit(cc)\n", " labels = dd.fit_predict(cc)\n", " else:\n", " labels = algorithms[alg](**kwargs, **params).fit_predict(X)\n", " ari = adjusted_rand_score(y, labels)\n", " plt.title(f\"{alg_name}\\n(ARI={ari:.2f})\", fontsize=8)\n", "\n", " plt.scatter(\n", " *X[:, :2].T,\n", " s=1.5,\n", " c=labels % 20,\n", " cmap=\"tab20\",\n", " vmin=0,\n", " vmax=19,\n", " edgecolors=\"none\",\n", " linewidths=0,\n", " )\n", " plt.subplots_adjust(left=0.025, right=1, top=0.92)\n", " plt.suptitle(f\"Star Dataset (d={X.shape[1]})\", fontsize=12)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter Sensitivity\n", "\n", "Now we explore the algorithm's parameter sensitivity using average ARI and\n", "compute time over the 5 repeated runs." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "avg_df = result_df.query(\"repeat == 0\")[[\"alg\", *all_params]].copy()\n", "avg_df[\"ari\"] = np.mean(\n", " np.stack([result_df.query(\"repeat == @i\").ari.values for i in range(5)]),\n", " axis=0,\n", ")\n", "avg_df[\"time\"] = np.mean(\n", " np.stack([result_df.query(\"repeat == @i\").time.values for i in range(5)]),\n", " axis=0,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### kMeans, SLINK, Spectral\n", "\n", "These algorithms require the number of clusters as input. The true number is 23\n", "and performance peaks around there for these algorithms." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4, 2.5))\n", "avg_df[~np.isnan(avg_df.n_clusters)].pivot(\n", " index=\"n_clusters\", columns=\"alg\", values=\"ari\"\n", ").plot(xlabel=\"Num. clusters\", ylabel=\"ARI\", linestyle=\":\", marker=\"o\", ax=plt.gca())\n", "plt.legend(\n", " [\"kMeans\", \"SLINK\", \"Spectral\"], title=\"Algorithm\", borderaxespad=0, frameon=False\n", ")\n", "plt.xticks(n_clusters)\n", "plt.ylim(0, 0.5)\n", "plt.title(\"kMeans, SLINK, Spectral\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### HDBSCAN\n", "\n", "HDBSCAN performs best with low `min_samples` and `min_cluster_size` because that\n", "is when it is most sensitive to small density peaks---the only way in which it\n", "can detect clusters that do not have a reliable density peak." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "plt.figure(figsize=(8, 2))\n", "for i, strat in enumerate([\"eom\", \"leaf\"]):\n", " plt.subplot(1, 2, i + 1)\n", " sns.lineplot(\n", " avg_df.query(\n", " \"alg == 'hdbscan' and \"\n", " \"min_samples < 10 and \" \n", " \"cluster_selection_method==@strat\"\n", " ).rename(\n", " columns=dict(\n", " min_samples=\"Min. samples\", cluster_selection_method=\"Selection\"\n", " )\n", " ),\n", " marker=\"o\",\n", " x=\"min_cluster_size\",\n", " y=\"ari\",\n", " hue=\"Min. samples\",\n", " palette=\"viridis\",\n", " )\n", " plt.legend(ncols=3, borderaxespad=0, frameon=False, title='Min. samples')\n", " plt.xticks(min_cluster_sizes)\n", " plt.xlabel(\"Min. cluster size\")\n", " plt.ylabel(\"ARI\")\n", " plt.ylim(0, 0.3)\n", " plt.title(strat)\n", "plt.suptitle(\"HDBSCAN\")\n", "plt.subplots_adjust(wspace=0.3, top=0.8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### FLASC (BranchDetector)\n", "\n", "FLASC performs well on a larger range of parameter values. It needs a relatively\n", "low `min_samples` to avoid `min_samples`-nearest neighbors connecting branches\n", "at high eccentricity values. The minimum cluster size needs to be smaller than\n", "the true number of points in the smallest branch. Too small values tend to\n", "produce spurious branches. In this case, values between 25 and 49 work well. The\n", "`leaf` selection strategy is more sensitive to `min_samples`, as it \n", "influences the number of leafs." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib as mpl\n", "from matplotlib.colors import BoundaryNorm\n", "\n", "bounds = np.linspace(0, 0.7, 8)\n", "cmap = mpl.colormaps[\"turbo\"]\n", "norm = BoundaryNorm(bounds, cmap.N)\n", "\n", "\n", "plt.figure(figsize=(8, 2))\n", "for i, strat in enumerate([\"eom\", \"leaf\"]):\n", " plt.subplot(1, 2, i + 1)\n", " flasc2d = avg_df.query(\"alg=='flasc' and cluster_selection_method==@strat\")\n", " plt.imshow(\n", " flasc2d.pivot(index=\"min_cluster_size\", columns=\"min_samples\", values=\"ari\"),\n", " origin=\"lower\",\n", " aspect=\"auto\",\n", " cmap=cmap,\n", " norm=norm,\n", " )\n", " plt.xticks(range(len(n_neighbors)))\n", " plt.yticks(range(len(min_cluster_sizes)))\n", " plt.gca().set_xticklabels([f\"{int(x)}\" for x in n_neighbors])\n", " plt.gca().set_yticklabels([f\"{int(x)}\" for x in min_cluster_sizes])\n", "\n", " plt.xlabel(\"Min. samples\")\n", " plt.ylabel(\"Min. cluster size\")\n", " plt.colorbar(label=\"ARI\")\n", " plt.title(strat)\n", "plt.subplots_adjust(wspace=0.3)\n", "plt.suptitle(\"FLASC\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### HBCC\n", "\n", "HBCC's parameters influence both the shape of the coreness profile as well as\n", "the way in which clusters are extracted from the profile. Generally, for this\n", "data set, low values for `num_hops` and `min_samples` are needed for there to be\n", "coreness maxima in the branches. When those maxima exist, `min_cluster_size` can\n", "vary between 25 to 60, indicating a lower sensitivity." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for hoptype in hop_types:\n", " plt.figure(figsize=(12, 5))\n", " for j, strat in enumerate([\"eom\", \"leaf\"]):\n", " hbcc2d = avg_df.query(\"alg=='hbcc' and cluster_selection_method==@strat and hop_type==@hoptype\")\n", " for i, bs in enumerate(n_hops):\n", " plt.subplot(2, 5, j * 5 + i + 1)\n", " plt.imshow(\n", " hbcc2d.query(\"num_hops == @bs\").pivot(\n", " index=\"min_cluster_size\", columns=\"min_samples\", values=\"ari\"\n", " ),\n", " origin=\"lower\",\n", " aspect=\"auto\",\n", " cmap=cmap,\n", " norm=norm,\n", " )\n", " plt.xticks(range(len(n_neighbors)))\n", " plt.yticks(range(len(min_cluster_sizes)))\n", " plt.gca().set_xticklabels([f\"{int(x)}\" for x in n_neighbors])\n", " plt.gca().set_yticklabels([f\"{int(x)}\" for x in min_cluster_sizes])\n", "\n", " if j == 1:\n", " plt.xlabel(\"Min. samples\")\n", " if i == 0:\n", " plt.ylabel(\"Min. cluster size\")\n", " else:\n", " plt.gca().set_yticklabels([\"\" for _ in min_cluster_sizes])\n", " plt.title(f\"{bs}\", fontsize=10)\n", "\n", " ax = plt.subplot(1, 6, 6)\n", " plt.colorbar(ax=ax, aspect=20, pad=0, fraction=1, label=\"ARI\")\n", " plt.axis(\"off\")\n", " plt.text(\n", " 0.07,\n", " 0.68 if j == 0 else 0.25,\n", " strat,\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " rotation=90,\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.text(\n", " 0.44,\n", " 0.9,\n", " f\"HBCC ({hoptype})\\nNum. hops\",\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.text(\n", " 0.05,\n", " 0.5,\n", " \"Cluster selection strategy\",\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " rotation=90,\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.subplots_adjust(top=0.8, hspace=0.6, wspace=0.1)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### SBCC (BoundaryClusterDetector)\n", "\n", "SBCC's parameters behave a bit differently. Noise is already dealt with by\n", "HDBSCAN, so slightly larger `num_hops` and `min_samples` create a smoother\n", "coreness profile to extract the clusters from. Separating the cluster selection\n", "strategy between the HDBSCAN and HBCC stages would provide a larger range of\n", "good performing parameter values, as HDBCC works best with `leaf`, while HDBSCAN\n", "is most stable with `eom`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for hoptype in hop_types:\n", " plt.figure(figsize=(12, 5))\n", " for j, strat in enumerate([\"eom\", \"leaf\"]):\n", " sbcc2d = avg_df.query(\"alg=='sbcc' and cluster_selection_method==@strat and hop_type==@hoptype\")\n", " for i, bs in enumerate(n_hops):\n", " plt.subplot(2, 5, j * 5 + i + 1)\n", " plt.imshow(\n", " sbcc2d.query(\"num_hops == @bs\").pivot(\n", " index=\"min_cluster_size\", columns=\"min_samples\", values=\"ari\"\n", " ),\n", " origin=\"lower\",\n", " aspect=\"auto\",\n", " cmap=cmap,\n", " norm=norm,\n", " )\n", " plt.xticks(range(len(n_neighbors)))\n", " plt.yticks(range(len(min_cluster_sizes)))\n", " plt.gca().set_xticklabels([f\"{int(x)}\" for x in n_neighbors])\n", " plt.gca().set_yticklabels([f\"{int(x)}\" for x in min_cluster_sizes])\n", "\n", " if j == 1:\n", " plt.xlabel(\"Min. samples\")\n", " if i == 0:\n", " plt.ylabel(\"Min. cluster size\")\n", " else:\n", " plt.gca().set_yticklabels([\"\" for _ in min_cluster_sizes])\n", " plt.title(f\"{bs}\", fontsize=10)\n", "\n", " ax = plt.subplot(1, 6, 6)\n", " plt.colorbar(ax=ax, aspect=20, pad=0, fraction=1, label=\"ARI\")\n", " plt.axis(\"off\")\n", " plt.text(\n", " 0.07,\n", " 0.68 if j == 0 else 0.25,\n", " strat,\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " rotation=90,\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.text(\n", " 0.44,\n", " 0.9,\n", " f\"SBCC ({hoptype})\\nNum. hops\",\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.text(\n", " 0.05,\n", " 0.5,\n", " \"Cluster selection strategy\",\n", " fontsize=10,\n", " ha=\"center\",\n", " va=\"center\",\n", " rotation=90,\n", " transform=plt.gcf().transFigure,\n", " )\n", " plt.subplots_adjust(top=0.8, hspace=0.6, wspace=0.1)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HBCC Compute Time\n", "\n", "Compute cost for the boundary coefficient increases with the product of\n", "`num_hops` and `min_samples` because `num_hop` controls the depth of a\n", "Dijkstra's shortest path algorithm and `min_samples` controls the number of\n", "edges each point has. Furthermore, computing the boundary coefficient relies on\n", "a sparse matrix multiplication, which scales by the number of edges in the\n", "expanded graph.\n", "\n", "In the figure below, HDBSCAN's time is shown in black. It appears one code path\n", "for HDBSCAN was not pre-compiled, leading to the larger uncertainty at\n", "`min_samples=2`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 3))\n", "for i, hoptype in enumerate(hop_types):\n", " plt.subplot(1, 2, i+1)\n", " sns.pointplot(\n", " avg_df.query(\"alg=='hbcc' and cluster_selection_method==@strat and hop_type==@hoptype\"),\n", " x=\"min_samples\",\n", " y=\"time\",\n", " hue=\"num_hops\",\n", " marker=\"o\",\n", " palette=\"viridis\",\n", " legend=True,\n", " )\n", " sns.pointplot(\n", " avg_df.query(\"alg == 'hdbscan'\"),\n", " x=\"min_samples\",\n", " y=\"time\",\n", " color=\"k\",\n", " legend=False,\n", " )\n", " plt.legend(title=\"Num. hops\", borderaxespad=0, frameon=False)\n", " plt.xlabel(\"Min. samples\")\n", " plt.ylabel(\"Time (s)\")\n", " plt.ylim([-0.025, 0.35])\n", " plt.title(hoptype)\n", "plt.suptitle(\"HBCC (coloured) vs HDBSCAN (black)\")\n", "plt.subplots_adjust(wspace=0.3, top=0.8)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "work", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }