{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 9. Automated machine learning \n", "\n", "This notebook contains some basics for autoML using CapyMOA:\n", "\n", "* Implement a custom model selection procedure using CapyMOA.\n", "* Perform hyperparameter optimisation, and model selection using CapyMOA's AutoML features.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found at* https://www.capymoa.org.\n", "\n", "**last updated on 28/11/2025**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:20.719094Z", "iopub.status.busy": "2026-08-05T10:40:20.719024Z", "iopub.status.idle": "2026-08-05T10:40:20.722730Z", "shell.execute_reply": "2026-08-05T10:40:20.722290Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "from util.nbmock import mock_datasets, is_nb_fast, override_prequential_evaluation\n", "\n", "if is_nb_fast():\n", " mock_datasets()\n", " override_prequential_evaluation(max_instances=100)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:20.723867Z", "iopub.status.busy": "2026-08-05T10:40:20.723800Z", "iopub.status.idle": "2026-08-05T10:40:22.455624Z", "shell.execute_reply": "2026-08-05T10:40:22.455061Z" } }, "outputs": [], "source": [ "import contextlib\n", "import io\n", "from capymoa.datasets import Electricity\n", "from capymoa.evaluation import prequential_evaluation\n", "from moa.streams import ConceptDriftStream\n", "from capymoa.stream.drift import DriftStream, AbruptDrift, GradualDrift\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.classifier import (\n", " HoeffdingTree,\n", " HoeffdingAdaptiveTree,\n", " KNN,\n", " NaiveBayes,\n", " AdaptiveRandomForestClassifier,\n", " StreamingRandomPatches,\n", " LeveragingBagging,\n", ")\n", "from capymoa.stream.generator import SEA\n", "from capymoa.automl import (\n", " AutoClass,\n", " BanditClassifier,\n", " SuccessiveHalvingClassifier,\n", " EpsilonGreedy,\n", ")\n", "\n", "# Setup the data streams for our experiments:\n", "stream = Electricity()\n", "drift_stream = DriftStream(\n", " moa_stream=ConceptDriftStream(),\n", " CLI=\"\"\"\n", " -s (generators.AgrawalGenerator -f 1) \n", " -d (ConceptDriftStream \n", " -s (generators.AgrawalGenerator -f 2)\n", " -d (ConceptDriftStream -s (generators.AgrawalGenerator -f 3) \n", " -d (generators.AgrawalGenerator -f 4) -p 30000 -w 0)\n", " -p 20000 -w 0) \n", " -p 10000 \n", " -w 0\n", "\"\"\",\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:22.457032Z", "iopub.status.busy": "2026-08-05T10:40:22.456904Z", "iopub.status.idle": "2026-08-05T10:40:22.459288Z", "shell.execute_reply": "2026-08-05T10:40:22.458812Z" } }, "outputs": [], "source": [ "def print_summary(label: str, results):\n", " print(\n", " f\"{label.ljust(10)} Cumulative accuracy = {results.accuracy():.2f}, \"\n", " f\"wall-clock time: {results.wallclock():.3f}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.1 Custom model selection\n", "\n", "In this section we manually define a method to select the best model based on its accuracy on a given stream. First we define a list of models to be tried and then we iterate over the stream to train and evaluate each model. The model with the highest accuracy is selected as the best model." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:22.460477Z", "iopub.status.busy": "2026-08-05T10:40:22.460404Z", "iopub.status.idle": "2026-08-05T10:40:22.462513Z", "shell.execute_reply": "2026-08-05T10:40:22.462110Z" } }, "outputs": [], "source": [ "# Define a generic adaptive learning function\n", "def stream_learning_model_selection(model_list, window_size, max_instances):\n", " best_accuracy = 0 # The best accuracy score\n", " all_results = {}\n", " for model in model_list:\n", " results = prequential_evaluation(\n", " stream=stream,\n", " learner=model,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " all_results[model] = results\n", " if results.cumulative.accuracy() > best_accuracy:\n", " best_accuracy = results.cumulative.accuracy()\n", " model_b = model\n", "\n", " print_summary(f\"Best ({model_b})\", all_results[model_b])\n", " return all_results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:22.463541Z", "iopub.status.busy": "2026-08-05T10:40:22.463463Z", "iopub.status.idle": "2026-08-05T10:40:23.731076Z", "shell.execute_reply": "2026-08-05T10:40:23.730548Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best (StreamingRandomPatches) Cumulative accuracy = 90.56, wall-clock time: 0.273\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Code to select the best performing model\n", "schema = stream.get_schema()\n", "ht = HoeffdingTree(schema)\n", "knn = KNN(schema)\n", "arf = AdaptiveRandomForestClassifier(schema, ensemble_size=5)\n", "srp = StreamingRandomPatches(schema, ensemble_size=5)\n", "nb = NaiveBayes(schema)\n", "model_list = [ht, knn, arf, srp, nb]\n", "\n", "all_res = stream_learning_model_selection(model_list, 1000, 5000)\n", "plot_windowed_results(*all_res.values(), metric=\"accuracy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.2 AutoML\n", "\n", "The following example shows how to use the AutoClass algorithm using CapyMOA.\n", "\n", "* `base_classifiers` is a list of classifier class types that will be candidates for the AutoML algorithm. The AutoML algorithm will select the best classifier based on its performance on the stream.\n", "\n", "* `configuration_json` is a json file that contains the configuration for the AutoML algorithm. An example of the configuration file is shown below:\n", "\n", "*Maroua Bahri, Nikolaos Georgantas. Autoclass: Automl for data stream\n", "classification. In BigData, IEEE, 2023. https://ieeexplore.ieee.org/document/10386362*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:23.732208Z", "iopub.status.busy": "2026-08-05T10:40:23.732111Z", "iopub.status.idle": "2026-08-05T10:40:23.734649Z", "shell.execute_reply": "2026-08-05T10:40:23.734204Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", "\n", " \"windowSize\" : 1000,\n", " \"ensembleSize\" : 10,\n", " \"newConfigurations\" : 10,\n", " \"keepCurrentModel\" : true,\n", " \"lambda\" : 0.05,\n", " \"preventAlgorithmDeath\" : true,\n", " \"keepGlobalIncumbent\" : true,\n", " \"keepAlgorithmIncumbents\" : true,\n", " \"keepInitialConfigurations\" : true,\n", " \"useTestEnsemble\" : true,\n", " \"resetProbability\" : 0.01,\n", " \"numberOfCores\" : 1,\n", " \"performanceMeasureMaximisation\": true,\n", "\n", " \"algorithms\": [\n", " {\n", " \"algorithm\": \"moa.classifiers.lazy.kNN\",\n", " \"parameters\": [\n", " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.trees.HoeffdingTree\",\n", " \"parameters\": [\n", " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.lazy.kNNwithPAWandADWIN\",\n", " \"parameters\": [\n", " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", " ]\n", " }\n", " ,\n", " {\n", " \"algorithm\": \"moa.classifiers.trees.HoeffdingAdaptiveTree\",\n", " \"parameters\": [\n", " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", " ]\n", " }\n", "\n", " ]\n", "}\n", "\n" ] } ], "source": [ "with open(\"./settings_autoclass.json\", \"r\") as f:\n", " settings = f.read()\n", " print(settings)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:23.735805Z", "iopub.status.busy": "2026-08-05T10:40:23.735723Z", "iopub.status.idle": "2026-08-05T10:40:35.237175Z", "shell.execute_reply": "2026-08-05T10:40:35.236706Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoClass Cumulative accuracy = 88.39, wall-clock time: 11.475\n" ] } ], "source": [ "max_instances = 20000\n", "window_size = 2500\n", "\n", "schema = stream.get_schema()\n", "autoclass = AutoClass(\n", " schema=schema,\n", " configuration_json=\"./settings_autoclass.json\",\n", " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", ")\n", "results_autoclass = prequential_evaluation(\n", " stream=stream,\n", " learner=autoclass,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "print_summary(\"AutoClass\", results_autoclass)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We compare the performance of the AutoML algorithm against basic classifiers:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:35.238657Z", "iopub.status.busy": "2026-08-05T10:40:35.238576Z", "iopub.status.idle": "2026-08-05T10:40:36.053195Z", "shell.execute_reply": "2026-08-05T10:40:36.052666Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HT Cumulative accuracy = 85.61, wall-clock time: 0.054\n", "HAT Cumulative accuracy = 87.08, wall-clock time: 0.085\n", "KNN Cumulative accuracy = 85.47, wall-clock time: 0.553\n", "NB Cumulative accuracy = 77.23, wall-clock time: 0.023\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ht = HoeffdingTree(schema)\n", "hat = HoeffdingAdaptiveTree(schema)\n", "knn = KNN(schema)\n", "nb = NaiveBayes(schema)\n", "\n", "results_ht = prequential_evaluation(\n", " stream, ht, window_size=window_size, max_instances=max_instances\n", ")\n", "results_hat = prequential_evaluation(\n", " stream, hat, window_size=window_size, max_instances=max_instances\n", ")\n", "results_knn = prequential_evaluation(\n", " stream, knn, window_size=window_size, max_instances=max_instances\n", ")\n", "results_nb = prequential_evaluation(\n", " stream, nb, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "print_summary(\"HT\", results_ht)\n", "print_summary(\"HAT\", results_hat)\n", "print_summary(\"KNN\", results_knn)\n", "print_summary(\"NB\", results_nb)\n", "plot_windowed_results(\n", " results_ht,\n", " results_knn,\n", " results_hat,\n", " results_nb,\n", " results_autoclass,\n", " metric=\"accuracy\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.3 AutoML with concept drift\n", "\n", "We test the same algorithms on a data stream with simulated concept drift:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:40:36.054348Z", "iopub.status.busy": "2026-08-05T10:40:36.054256Z", "iopub.status.idle": "2026-08-05T10:41:04.588737Z", "shell.execute_reply": "2026-08-05T10:41:04.588101Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HT Cumulative accuracy = 78.82, wall-clock time: 0.137\n", "HAT Cumulative accuracy = 78.24, wall-clock time: 0.116\n", "KNN Cumulative accuracy = 67.14, wall-clock time: 1.813\n", "NB Cumulative accuracy = 60.29, wall-clock time: 0.047\n", "AutoClass Cumulative accuracy = 84.84, wall-clock time: 26.319\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.automl import AutoClass\n", "\n", "max_instances = 40000\n", "window_size = 4000\n", "\n", "ht = HoeffdingTree(schema=drift_stream.get_schema())\n", "hat = HoeffdingAdaptiveTree(schema=drift_stream.get_schema())\n", "knn = KNN(schema=drift_stream.get_schema())\n", "nb = NaiveBayes(schema=drift_stream.get_schema())\n", "autoclass = AutoClass(\n", " schema=drift_stream.get_schema(),\n", " configuration_json=\"./settings_autoclass.json\",\n", " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", ")\n", "\n", "results_ht = prequential_evaluation(\n", " drift_stream, ht, window_size=window_size, max_instances=max_instances\n", ")\n", "results_hat = prequential_evaluation(\n", " drift_stream, hat, window_size=window_size, max_instances=max_instances\n", ")\n", "results_knn = prequential_evaluation(\n", " drift_stream, knn, window_size=window_size, max_instances=max_instances\n", ")\n", "results_nb = prequential_evaluation(\n", " drift_stream, nb, window_size=window_size, max_instances=max_instances\n", ")\n", "results_autoclass = prequential_evaluation(\n", " drift_stream, autoclass, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "print_summary(\"HT\", results_ht)\n", "print_summary(\"HAT\", results_hat)\n", "print_summary(\"KNN\", results_knn)\n", "print_summary(\"NB\", results_nb)\n", "print_summary(\"AutoClass\", results_autoclass)\n", "plot_windowed_results(\n", " results_ht,\n", " results_knn,\n", " results_hat,\n", " results_nb,\n", " results_autoclass,\n", " metric=\"accuracy\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.4 Analysis of further AutoML methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Bandit Classifier**\n", "\n", "It is a model selection for classification in streaming scenarios.\n", "\n", "\n", "Each model is associated with an arm. At each train call, the policy decides which arm/model to pull.\n", "The reward is the performance of the model on the provided sample. The predict and predict_proba\n", "methods use the current best model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Successive Halving Classifier**\n", "\n", "The algorithm progressively eliminates poorly performing models while allocating more resources to promising ones.\n", "\n", "Successive halving is a method for performing model selection without having to train each model on all the dataset.\n", "At certain points in time (called \"rungs\"), the worst performing models will be discarded and the best ones\n", "will keep competing between each other. The rung values are designed so that at most 'budget' model updates\n", "will be performed in total." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Testing whether SuccessiveHalvingClassifier and BanditClassifier work correctly" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:41:04.590092Z", "iopub.status.busy": "2026-08-05T10:41:04.589987Z", "iopub.status.idle": "2026-08-05T10:41:04.597447Z", "shell.execute_reply": "2026-08-05T10:41:04.596926Z" } }, "outputs": [], "source": [ "f = io.StringIO()\n", "\n", "\n", "def test_successive_halving_and_bandit(\n", " stream, max_instances=20000, window_size=2500, budget=None, bandit_eps=0.1\n", "):\n", " \"\"\"Test SuccessiveHalving and BanditClassifier for parameter optimization of a single model type.\"\"\"\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"TESTING SUCCESSIVE HALVING AND BANDIT CLASSIFIER FOR PARAMETER OPTIMIZATION\")\n", " print(\"=\" * 80)\n", "\n", " schema = stream.get_schema()\n", " if budget is None:\n", " budget = max_instances * 2\n", "\n", " # Create a wide range of HoeffdingTree configurations with different parameters\n", " ht_models = []\n", "\n", " # Test different grace periods\n", " for grace_period in [50, 100, 200, 300, 400]:\n", " # Test different split confidences\n", " for confidence in [0.001, 0.01, 0.05, 0.1, 0.2]:\n", " # Test different tie thresholds\n", " for tie_threshold in [0.05, 0.1, 0.2]:\n", " ht_models.append(\n", " HoeffdingTree(\n", " schema=schema,\n", " grace_period=grace_period,\n", " confidence=confidence,\n", " tie_threshold=tie_threshold,\n", " )\n", " )\n", "\n", " print(f\"Created {len(ht_models)} different HoeffdingTree configurations\")\n", "\n", " # Use SuccessiveHalving to find the best HoeffdingTree configuration\n", " with contextlib.redirect_stdout(f):\n", " shc_ht = SuccessiveHalvingClassifier(\n", " schema=schema,\n", " base_classifiers=ht_models,\n", " budget=budget,\n", " eta=2.0,\n", " min_models=1,\n", " verbose=False,\n", " )\n", "\n", " # Use BanditClassifier to find the best HoeffdingTree configuration\n", " bandit_ht = BanditClassifier(\n", " schema=schema,\n", " base_classifiers=ht_models,\n", " metric=\"accuracy\",\n", " policy=EpsilonGreedy(epsilon=bandit_eps, burn_in=150),\n", " verbose=False,\n", " )\n", "\n", " # Default HoeffdingTree for comparison\n", " default_ht = HoeffdingTree(schema=schema)\n", "\n", " print(\"\\nRunning prequential evaluation...\")\n", " results_shc_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=shc_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_bandit_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=bandit_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_default_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=default_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " # Print results\n", " print(\"\\nEvaluation Results:\")\n", " print(\n", " f\"[SuccessiveHalving with {len(ht_models)} HT configs] Accuracy = {results_shc_ht.accuracy():.3f}, \"\n", " f\"Time: {results_shc_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[BanditClassifier with {len(ht_models)} HT configs] Accuracy = {results_bandit_ht.accuracy():.3f}, \"\n", " f\"Time: {results_bandit_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingTree] Accuracy = {results_default_ht.accuracy():.3f}, \"\n", " f\"Time: {results_default_ht.wallclock():.3f}s\"\n", " )\n", "\n", " # Calculate improvements\n", " improvement_shc = results_shc_ht.accuracy() - results_default_ht.accuracy()\n", " improvement_bandit = results_bandit_ht.accuracy() - results_default_ht.accuracy()\n", " print(\"Improvement over default parameters:\")\n", " print(f\"SuccessiveHalving: {improvement_shc:.2f}% absolute\")\n", " print(f\"BanditClassifier: {improvement_bandit:.2f}% absolute\")\n", "\n", " # Plot results\n", " plot_windowed_results(\n", " results_shc_ht, results_bandit_ht, results_default_ht, metric=\"accuracy\"\n", " )\n", "\n", " # Display final model info\n", " model_info_shc = shc_ht.get_model_info()\n", " print(\"\\nSuccessive Halving Final Status:\")\n", " print(\n", " f\"Active models: {model_info_shc['active_models']} / {model_info_shc['total_models']}\"\n", " )\n", " print(f\"Total rungs: {model_info_shc['current_rung']}\")\n", " print(\n", " f\"Budget used: {model_info_shc['budget_used']} / {model_info_shc['total_budget']}\"\n", " )" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:41:04.598973Z", "iopub.status.busy": "2026-08-05T10:41:04.598872Z", "iopub.status.idle": "2026-08-05T10:42:33.446027Z", "shell.execute_reply": "2026-08-05T10:42:33.445601Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "TESTING SUCCESSIVE HALVING AND BANDIT CLASSIFIER FOR PARAMETER OPTIMIZATION\n", "================================================================================\n", "Created 75 different HoeffdingTree configurations\n", "\n", "Running prequential evaluation...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Evaluation Results:\n", "[SuccessiveHalving with 75 HT configs] Accuracy = 87.225, Time: 56.391s\n", "[BanditClassifier with 75 HT configs] Accuracy = 84.705, Time: 32.287s\n", "[Default HoeffdingTree] Accuracy = 85.615, Time: 0.030s\n", "Improvement over default parameters:\n", "SuccessiveHalving: 1.61% absolute\n", "BanditClassifier: -0.91% absolute\n", "\n", "Successive Halving Final Status:\n", "Active models: 1 / 75\n", "Total rungs: 7\n", "Budget used: 39999 / 40000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stream = Electricity()\n", "max_instances = 20000\n", "window_size = 2500\n", "budget = max_instances * 2\n", "\n", "test_successive_halving_and_bandit(\n", " stream, max_instances=max_instances, window_size=window_size, budget=budget\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the initial test, SuccessiveHalvingClassifier delivers the best accuracy (87.2%, +1.6% over HoeffdingTree) but takes 140s, while BanditClassifier is much faster (81s) with similar accuracy to the default, trading precision for speed. \n", "\n", "The results highlight a clear accuracy–time trade-off between thorough configuration search and faster, less precise optimization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9.5 Comparing AutoClass with SuccessiveHalving and BanditClassifier" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:42:33.447208Z", "iopub.status.busy": "2026-08-05T10:42:33.447132Z", "iopub.status.idle": "2026-08-05T10:42:33.450119Z", "shell.execute_reply": "2026-08-05T10:42:33.449213Z" } }, "outputs": [], "source": [ "def base_models_configuration():\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = []\n", "\n", " # Add Hoeffding Trees\n", " for grace_period in [100, 200]:\n", " for confidence in [0.001, 0.01]:\n", " base_models.append(\n", " HoeffdingTree(\n", " schema=schema, grace_period=grace_period, confidence=confidence\n", " )\n", " )\n", "\n", " # Add KNN variations\n", " for k in [3, 5]:\n", " base_models.append(KNN(schema=schema, k=k))\n", "\n", " # Add Random Forest models\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " AdaptiveRandomForestClassifier(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " # Add Hoeffding Adaptive Trees\n", " for grace_period in [100, 200]:\n", " base_models.append(\n", " HoeffdingAdaptiveTree(schema=schema, grace_period=grace_period)\n", " )\n", "\n", " # Add Leveraging Bagging models\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " LeveragingBagging(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " # Add Streaming Random Patches\n", " for ensemble_size in [60, 80]:\n", " base_models.append(\n", " StreamingRandomPatches(schema=schema, ensemble_size=ensemble_size)\n", " )\n", "\n", " return base_models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:42:33.451287Z", "iopub.status.busy": "2026-08-05T10:42:33.451199Z", "iopub.status.idle": "2026-08-05T10:42:33.454112Z", "shell.execute_reply": "2026-08-05T10:42:33.453826Z" } }, "outputs": [], "source": [ "def autoclass(stream, max_instances, window_size, budget):\n", " schema = stream.get_schema()\n", " if budget is None:\n", " budget = max_instances * 3\n", "\n", " # Initialize AutoClass with the enhanced configuration\n", " autoclass_enhanced = AutoClass(\n", " schema=schema,\n", " configuration_json=\"./enhanced_autoclass_config.json\",\n", " base_classifiers=[\n", " KNN,\n", " HoeffdingTree,\n", " HoeffdingAdaptiveTree,\n", " AdaptiveRandomForestClassifier,\n", " LeveragingBagging,\n", " StreamingRandomPatches,\n", " ],\n", " )\n", "\n", " results_autoclass_enhanced = prequential_evaluation(\n", " stream=stream,\n", " learner=autoclass_enhanced,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return results_autoclass_enhanced\n", "\n", "\n", "def successive_halving(stream, max_instances, window_size):\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = base_models_configuration()\n", "\n", " # Create the SuccessiveHalvingClassifier\n", " with contextlib.redirect_stdout(f):\n", " shc_direct = SuccessiveHalvingClassifier(\n", " schema=schema,\n", " base_classifiers=base_models,\n", " budget=budget,\n", " eta=2.0,\n", " min_models=2,\n", " verbose=True,\n", " )\n", "\n", " results_shc = prequential_evaluation(\n", " stream=stream,\n", " learner=shc_direct,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return shc_direct, results_shc\n", "\n", "\n", "def bandit_classifier(stream, max_instances, window_size, bandit_eps):\n", " # Create base classifiers with same parameters for SuccessiveHalving and BanditClassifier\n", " base_models = base_models_configuration()\n", "\n", " # Create the BanditClassifier\n", " bandit_clf = BanditClassifier(\n", " schema=schema,\n", " base_classifiers=base_models,\n", " metric=\"accuracy\",\n", " policy=EpsilonGreedy(epsilon=bandit_eps, burn_in=150),\n", " verbose=True,\n", " )\n", "\n", " results_bandit = prequential_evaluation(\n", " stream=stream,\n", " learner=bandit_clf,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " return bandit_clf, results_bandit" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:42:33.455320Z", "iopub.status.busy": "2026-08-05T10:42:33.455240Z", "iopub.status.idle": "2026-08-05T10:42:33.459982Z", "shell.execute_reply": "2026-08-05T10:42:33.459518Z" } }, "outputs": [], "source": [ "def test_autoclass_vs_successive_halving_and_bandit(\n", " stream,\n", " results_autoclass_enhanced,\n", " shc_direct,\n", " results_shc,\n", " bandit_clf,\n", " results_bandit,\n", " max_instances=20000,\n", " window_size=2500,\n", "):\n", " \"\"\"Compare AutoClass with enhanced configuration against SuccessiveHalvingClassifier and BanditClassifier.\"\"\"\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\")\n", " print(\"=\" * 80)\n", "\n", " # Initialize default models for comparison\n", " print(\"\\nInitializing default models for comparison...\")\n", " default_ht = HoeffdingTree(schema=schema)\n", " default_knn = KNN(schema=schema)\n", " default_arf = AdaptiveRandomForestClassifier(schema=schema)\n", " default_hat = HoeffdingAdaptiveTree(schema=schema)\n", " default_lb = LeveragingBagging(schema=schema)\n", " default_srp = StreamingRandomPatches(schema=schema)\n", "\n", " # Evaluate default models\n", " print(\"\\nEvaluating default models...\")\n", " results_ht = prequential_evaluation(\n", " stream=stream,\n", " learner=default_ht,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_knn = prequential_evaluation(\n", " stream=stream,\n", " learner=default_knn,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_arf = prequential_evaluation(\n", " stream=stream,\n", " learner=default_arf,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_hat = prequential_evaluation(\n", " stream=stream,\n", " learner=default_hat,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_lb = prequential_evaluation(\n", " stream=stream,\n", " learner=default_lb,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", " results_srp = prequential_evaluation(\n", " stream=stream,\n", " learner=default_srp,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " )\n", "\n", " # Print results\n", " print(\"\\nEvaluation Results:\")\n", " print(\n", " f\"[Enhanced AutoClass] Accuracy = {results_autoclass_enhanced.accuracy():.3f}, \"\n", " f\"Time: {results_autoclass_enhanced.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[SuccessiveHalving] Accuracy = {results_shc.accuracy():.3f}, \"\n", " f\"Time: {results_shc.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[BanditClassifier] Accuracy = {results_bandit.accuracy():.3f}, \"\n", " f\"Time: {results_bandit.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingTree] Accuracy = {results_ht.accuracy():.3f}, \"\n", " f\"Time: {results_ht.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default KNN] Accuracy = {results_knn.accuracy():.3f}, \"\n", " f\"Time: {results_knn.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default AdaptiveRandomForest] Accuracy = {results_arf.accuracy():.3f}, \"\n", " f\"Time: {results_arf.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default HoeffdingAdaptiveTree] Accuracy = {results_hat.accuracy():.3f}, \"\n", " f\"Time: {results_hat.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default LeveragingBagging] Accuracy = {results_lb.accuracy():.3f}, \"\n", " f\"Time: {results_lb.wallclock():.3f}s\"\n", " )\n", " print(\n", " f\"[Default StreamingRandomPatches] Accuracy = {results_srp.accuracy():.3f}, \"\n", " f\"Time: {results_srp.wallclock():.3f}s\"\n", " )\n", "\n", " # Plot results\n", " plot_windowed_results(\n", " results_autoclass_enhanced,\n", " results_shc,\n", " results_bandit,\n", " results_ht,\n", " results_knn,\n", " results_arf,\n", " results_hat,\n", " results_lb,\n", " results_srp,\n", " metric=\"accuracy\",\n", " )\n", "\n", " # Display final model info for SuccessiveHalving\n", " model_info_shc = shc_direct.get_model_info()\n", " print(\"\\nSuccessive Halving Final Status:\")\n", " print(\n", " f\"Active models: {model_info_shc['active_models']} / {model_info_shc['total_models']}\"\n", " )\n", " print(f\"Total rungs: {model_info_shc['current_rung']}\")\n", " print(\n", " f\"Budget used: {model_info_shc['budget_used']} / {model_info_shc['total_budget']}\"\n", " )\n", "\n", " # Display final model info for BanditClassifier\n", " model_info_bandit = bandit_clf.get_model_info()\n", " print(\"\\nBandit Classifier Final Status:\")\n", " print(f\"Total models: {model_info_bandit['total_models']}\")\n", " print(f\"Best model accuracy: {model_info_bandit['best_model_accuracy']:.4f}\")\n", "\n", " print(\"\\nTop performing models:\")\n", " print(\"SuccessiveHalving:\")\n", " for i, model_info in enumerate(model_info_shc[\"top_models\"]):\n", " print(\n", " f\" {i + 1}. {model_info['model']} - Accuracy: {model_info['accuracy']:.4f}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test on Electricity Stream" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:42:33.461119Z", "iopub.status.busy": "2026-08-05T10:42:33.461046Z", "iopub.status.idle": "2026-08-05T10:42:33.463207Z", "shell.execute_reply": "2026-08-05T10:42:33.462813Z" } }, "outputs": [], "source": [ "stream = Electricity()\n", "max_instances = 8000\n", "window_size = 2000\n", "budget = max_instances" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:42:33.464316Z", "iopub.status.busy": "2026-08-05T10:42:33.464255Z", "iopub.status.idle": "2026-08-05T10:43:20.923564Z", "shell.execute_reply": "2026-08-05T10:43:20.922767Z" } }, "outputs": [], "source": [ "results_autoclass = autoclass(\n", " stream, window_size=window_size, max_instances=max_instances, budget=budget\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:43:20.925949Z", "iopub.status.busy": "2026-08-05T10:43:20.925821Z", "iopub.status.idle": "2026-08-05T10:44:05.690716Z", "shell.execute_reply": "2026-08-05T10:44:05.689901Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Rung 1]\t7 models removed\t7 models left\t142 instances per model\tbudget used: 1988\tbudget left: 6012\tbest accuracy: 95.0704\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 95.0704\n", " 2. StreamingRandomPatches - Accuracy: 95.0704\n", " 3. Leveraging OnlineBagging - Accuracy: 93.6620\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Rung 2]\t3 models removed\t4 models left\t286 instances per model\tbudget used: 3990\tbudget left: 4010\tbest accuracy: 88.3178\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 88.3178\n", " 2. StreamingRandomPatches - Accuracy: 88.3178\n", " 3. Leveraging OnlineBagging - Accuracy: 87.3832\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Rung 3]\t2 models removed\t2 models left\t501 instances per model\tbudget used: 5994\tbudget left: 2006\tbest accuracy: 90.9580\n", "Top models:\n", " 1. StreamingRandomPatches - Accuracy: 90.9580\n", " 2. StreamingRandomPatches - Accuracy: 90.6351\n" ] } ], "source": [ "shc_direct, results_shc = successive_halving(stream, max_instances, window_size)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:44:05.692945Z", "iopub.status.busy": "2026-08-05T10:44:05.692794Z", "iopub.status.idle": "2026-08-05T10:44:26.546350Z", "shell.execute_reply": "2026-08-05T10:44:26.545758Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 14 provided base classifiers\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Chosen model: StreamingRandomPatches\n", "Current accuracy: 90.4815\n" ] } ], "source": [ "bandit_clf, results_bandit = bandit_classifier(\n", " stream, max_instances, window_size, bandit_eps=0.3\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:44:26.547670Z", "iopub.status.busy": "2026-08-05T10:44:26.547591Z", "iopub.status.idle": "2026-08-05T10:44:41.513911Z", "shell.execute_reply": "2026-08-05T10:44:41.513484Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\n", "================================================================================\n", "\n", "Initializing default models for comparison...\n", "\n", "Evaluating default models...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Evaluation Results:\n", "[Enhanced AutoClass] Accuracy = 91.475, Time: 47.429s\n", "[SuccessiveHalving] Accuracy = 91.325, Time: 44.738s\n", "[BanditClassifier] Accuracy = 90.125, Time: 20.766s\n", "[Default HoeffdingTree] Accuracy = 86.462, Time: 0.012s\n", "[Default KNN] Accuracy = 84.775, Time: 0.232s\n", "[Default AdaptiveRandomForest] Accuracy = 90.138, Time: 5.900s\n", "[Default HoeffdingAdaptiveTree] Accuracy = 87.525, Time: 0.022s\n", "[Default LeveragingBagging] Accuracy = 90.188, Time: 2.211s\n", "[Default StreamingRandomPatches] Accuracy = 91.325, Time: 6.451s\n", "\n", "Successive Halving Final Status:\n", "Active models: 2 / 14\n", "Total rungs: 3\n", "Budget used: 5994 / 8000\n", "\n", "Bandit Classifier Final Status:\n", "Total models: 14\n", "Best model accuracy: 89.7485\n", "\n", "Top performing models:\n", "SuccessiveHalving:\n", " 1. StreamingRandomPatches - Accuracy: 91.5125\n", " 2. StreamingRandomPatches - Accuracy: 91.4375\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_autoclass_vs_successive_halving_and_bandit(\n", " stream,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " results_autoclass_enhanced=results_autoclass,\n", " shc_direct=shc_direct,\n", " results_shc=results_shc,\n", " bandit_clf=bandit_clf,\n", " results_bandit=results_bandit,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On Electricity, AutoClass achieves the highest accuracy (91.6%) but is slowest (134s). \n", "\n", "SuccessiveHalvingClassifier nearly matches it (91.3%) while running faster, offering the best balance. \n", "\n", "BanditClassifier (82.1%, 36s) is fastest but underperforms, even below the default HoeffdingTree (86.5%). \n", "\n", "Overall, thorough model selection proves more effective here, with SuccessiveHalving striking the optimal trade-off." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test on custom stream with drift" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:44:41.515203Z", "iopub.status.busy": "2026-08-05T10:44:41.515103Z", "iopub.status.idle": "2026-08-05T10:44:41.518811Z", "shell.execute_reply": "2026-08-05T10:44:41.518318Z" } }, "outputs": [], "source": [ "window_size = 500\n", "max_instances = 8000\n", "budget = max_instances * 3\n", "drift_stream = DriftStream(\n", " stream=[\n", " SEA(function=1),\n", " AbruptDrift(position=3000),\n", " SEA(function=3),\n", " GradualDrift(position=6000, width=2000),\n", " SEA(function=1),\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:44:41.519992Z", "iopub.status.busy": "2026-08-05T10:44:41.519920Z", "iopub.status.idle": "2026-08-05T10:44:59.477017Z", "shell.execute_reply": "2026-08-05T10:44:59.476563Z" } }, "outputs": [], "source": [ "results_autoclass = autoclass(\n", " drift_stream, window_size=window_size, max_instances=max_instances, budget=budget\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:44:59.478334Z", "iopub.status.busy": "2026-08-05T10:44:59.478268Z", "iopub.status.idle": "2026-08-05T10:45:33.567366Z", "shell.execute_reply": "2026-08-05T10:45:33.566550Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Rung 1]\t7 models removed\t7 models left\t428 instances per model\tbudget used: 5992\tbudget left: 18008\tbest accuracy: 80.8411\n", "Top models:\n", " 1. HoeffdingAdaptiveTree - Accuracy: 80.8411\n", " 2. HoeffdingAdaptiveTree - Accuracy: 80.8411\n", " 3. kNN - Accuracy: 80.3738\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Rung 2]\t3 models removed\t4 models left\t857 instances per model\tbudget used: 11991\tbudget left: 12009\tbest accuracy: 85.9922\n", "Top models:\n", " 1. AdaptiveRandomForest - Accuracy: 85.9922\n", " 2. kNN - Accuracy: 84.8249\n", " 3. HoeffdingTree - Accuracy: 84.5914\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[Rung 3]\t2 models removed\t2 models left\t1501 instances per model\tbudget used: 17995\tbudget left: 6005\tbest accuracy: 87.2577\n", "Top models:\n", " 1. AdaptiveRandomForest - Accuracy: 87.2577\n", " 2. Leveraging OnlineBagging - Accuracy: 85.9296\n" ] } ], "source": [ "shc_direct, results_shc = successive_halving(drift_stream, max_instances, window_size)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:45:33.568522Z", "iopub.status.busy": "2026-08-05T10:45:33.568446Z", "iopub.status.idle": "2026-08-05T10:45:47.105717Z", "shell.execute_reply": "2026-08-05T10:45:47.105199Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 14 provided base classifiers\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Chosen model: kNN\n", "Current accuracy: 85.2941\n" ] } ], "source": [ "bandit_clf, results_bandit = bandit_classifier(\n", " drift_stream, max_instances, window_size, bandit_eps=0.3\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:45:47.107011Z", "iopub.status.busy": "2026-08-05T10:45:47.106930Z", "iopub.status.idle": "2026-08-05T10:45:55.795546Z", "shell.execute_reply": "2026-08-05T10:45:55.795093Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "COMPARING AUTOCLASS WITH CONFIG, SUCCESSIVE HALVING, AND BANDIT CLASSIFIER\n", "================================================================================\n", "\n", "Initializing default models for comparison...\n", "\n", "Evaluating default models...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Evaluation Results:\n", "[Enhanced AutoClass] Accuracy = 87.000, Time: 17.926s\n", "[SuccessiveHalving] Accuracy = 86.638, Time: 34.070s\n", "[BanditClassifier] Accuracy = 85.112, Time: 13.519s\n", "[Default HoeffdingTree] Accuracy = 85.062, Time: 0.157s\n", "[Default KNN] Accuracy = 84.175, Time: 0.311s\n", "[Default AdaptiveRandomForest] Accuracy = 86.638, Time: 2.894s\n", "[Default HoeffdingAdaptiveTree] Accuracy = 84.575, Time: 0.165s\n", "[Default LeveragingBagging] Accuracy = 86.400, Time: 1.219s\n", "[Default StreamingRandomPatches] Accuracy = 86.487, Time: 3.774s\n", "\n", "Successive Halving Final Status:\n", "Active models: 2 / 14\n", "Total rungs: 3\n", "Budget used: 17995 / 24000\n", "\n", "Bandit Classifier Final Status:\n", "Total models: 14\n", "Best model accuracy: 85.2632\n", "\n", "Top performing models:\n", "SuccessiveHalving:\n", " 1. AdaptiveRandomForest - Accuracy: 86.7375\n", " 2. Leveraging OnlineBagging - Accuracy: 86.5625\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_autoclass_vs_successive_halving_and_bandit(\n", " drift_stream,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", " results_autoclass_enhanced=results_autoclass,\n", " shc_direct=shc_direct,\n", " results_shc=results_shc,\n", " bandit_clf=bandit_clf,\n", " results_bandit=results_bandit,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the drift stream, Enhanced AutoClass reaches the top accuracy (86.9%) with moderate runtime (68s). BanditClassifier (85.2%, 37s) offers the best efficiency-accuracy balance, being more than 2x faster than SuccessiveHalving while losing only 1.4% accuracy.\n", "\n", "AdaptiveRandomForest (86.7%) confirms that strong default ensembles can rival AutoML methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Across tested streams, the three model selection approaches show consistent accuracy–efficiency trade-offs:\n", "\n", "- AutoClass: highest (or near-highest) accuracy, especially under concept drift, but slower than BanditClassifier.\n", "\n", "- SuccessiveHalvingClassifier: accuracy almost the one of AutoClass, but faster.\n", "\n", "- BanditClassifier: fastest but less accurate.\n", "\n", "Guidelines based on these results:\n", "\n", "1. Max accuracy & high resources → AutoClass.\n", "\n", "2. Balance accuracy/efficiency → SuccessiveHalvingClassifier.\n", "\n", "3. Time/resource-constrained → BanditClassifier." ] } ], "metadata": { "kernelspec": { "display_name": "capymoa_dev", "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": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 2 }