{ "cells": [ { "cell_type": "markdown", "id": "b10cb1f5-9d34-4669-b56c-dc500be98e9e", "metadata": {}, "source": [ "# Sprint 5 Report – Resampling and Ensemble Techniques\n", "**Course:** Data Intensive Systems (4DV652) \n", "**Lab:** Lab Lecture 5 \n", "**Deadline:** 2026-02-25 \n", "\n", "---\n", "\n", "## Overview\n", "\n", "This sprint focused on applying **heterogeneous ensemble methods** and **stacking** to challenge the current regression and classification champions established in Sprint 4. The team worked across three parallel tracks:\n", "\n", "- **Weighted Regression** - by aligning the coloumns of the regression with the classification to built a weighted RandomForest based on the classification predictions as feature weights. Yet, this performs much worse then the raw prediction.\n", "- **Regression Ensemble** – Predict `AimoScore` (continuous target) using diverse base models with bootstrap sampling and aggregation strategies.\n", "- **Classification Ensemble** – Predict `WeakestLink` (14-class target) using voting classifiers.\n", "\n", "A custom `CorrelationFilter` transformer was also implemented as a reusable sklearn-compatible preprocessing component shared across both tracks.\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "ca0ba983-acda-43b4-b14f-297c4fef3448", "metadata": {}, "source": [ "## 0. Software Development: CorrelationFilter\n", "\n", "A custom `sklearn`-compatible transformer was implemented and used in both the regression and classification pipelines. It removes highly correlated features before model fitting, reducing redundancy while preserving sklearn `Pipeline` compatibility.\n", "\n", "This CorrelationFilter is shared as `CorrelationFilter.py` between the development and the deployment of pickled models in the huggingface space." ] }, { "attachments": { "cc8f223c-c370-4c13-a39c-d91c4429b1fa.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "ccb24de5-bf0b-4daa-b0e0-cdf4e92a9ea8", "metadata": {}, "source": [ "## 1. ML Process Iteration\n", "\n", "### 1.1 Problem Framing Recap\n", "\n", "The dataset originates from movement quality assessments (NASM Overhead Squat Assessment). Two supervised learning tasks are defined:\n", "\n", "| Task | Target | Type | Sprint 4 Champion Score |\n", "|------|--------|------|-------------------------|\n", "| Regression | `AimoScore` (continuous) | Regression | R² = 0.6356, RMSE = 0.1303 |\n", "| Classification | `WeakestLink` (14 classes) | Multiclass | Weighted F1 = 0.6110 |\n", "\n", "### 1.2 Sprint 5 Goals\n", "\n", "Per the lab assignment:\n", "1. Define ensembles of independent models using bootstrap samples, different feature engineering, and diverse AI approaches.\n", "2. Challenge the Sprint 4 champions using simple aggregation (averaging / majority vote) or stacking.\n", "3. Deploy a new champion if the ensemble outperforms the previous one.\n", "4. Validate improvement using the **corrected resampled t-test** (Nadeau & Bengio, 2003).\n", "\n", "### 1.3 Progess chart\n", "\n", "![grafik.png](attachment:cc8f223c-c370-4c13-a39c-d91c4429b1fa.png)\n", "---" ] }, { "cell_type": "markdown", "id": "d34044bf-56c4-40f1-8123-77192bac428a", "metadata": {}, "source": [ "\n", "## 3. Regression Ensemble (A5_Regression_Ensemble)\n", "\n", "### 3.1 Approach\n", "\n", "A heterogeneous ensemble was designed following the sprint lecture pattern:\n", "\n", "- **Bootstrap diversity**: Four different bootstrap-augmented training sets (`dataset2_train_augmented_1..4.csv`).\n", "- **Model diversity**: Four distinct regressors (Lasso, Ridge, RandomForest, GradientBoosting), each trained on a different bootstrap sample.\n", "- **Feature diversity**: Feature subsets were defined (full, angle-only, NASM-only, angle+NASM) to allow further differentiation.\n", "- **Aggregation**: Two strategies — simple averaging and CV-R²-weighted averaging." ] }, { "attachments": { "09a6992a-9807-4f41-8d7e-50e2ef2bda70.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "8f1b5caa-b82f-4616-b476-78cd7af7b8af", "metadata": {}, "source": [ "### 3.2 Results\n", "\n", "![grafik.png](attachment:09a6992a-9807-4f41-8d7e-50e2ef2bda70.png)" ] }, { "cell_type": "markdown", "id": "2f887e4d-a5ba-4925-bc2b-014cc84bf4d9", "metadata": {}, "source": [ "### 3.3 Summary\n", "\n", "Base models trained: 4\n", " - Lasso, Ridge, RandomForest, GradientBoosting\n", " - Each trained on different bootstrap sample\n", "\n", "Ensemble methods tested:\n", " - Simple averaging: R²=0.7110\n", " - Weighted averaging: R²=0.7204\n", "\n", "Current champion: R²=0.6356\n", "\n", "Statistical significance (α=0.05):\n", " - Simple Avg vs Champion: p=0.5016 (Not significant)\n", " - Weighted Avg vs Champion: p=0.5241 (Not significant)\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "58e80bb6-6dcf-46b6-b4d9-d689faf4f568", "metadata": {}, "source": [ "## 4. Classification Ensemble (A5_Classification_Ensemble)\n", "\n", "### 4.1 Problem Setup\n", "\n", "- **Target**: `WeakestLink` — the movement category with the highest deviation score across 14 NASM categories.\n", "- **Features**: Merged movement features from `aimoscores.csv` + weakest link labels from `scores_and_weaklink.csv`.\n", "- **Class imbalance**: Addressed using `class_weight='balanced'` and `class_weight='balanced_subsample'`.\n", "\n", "### 4.2 Ensemble Strategies\n", "\n", "Four ensemble strategies were designed and evaluated using **5-fold stratified cross-validation**:\n", "\n", "#### Ensemble 1 – Hard Voting\n", "Each base classifier casts a vote; the class with the most votes wins. Base classifiers: Random Forest, Logistic Regression, XGBoost, LightGBM, KNN (k=7), LDA.\n", "\n", "#### Ensemble 2 – Soft Voting \n", "Same base classifiers, but predictions are combined via averaged class probabilities. Generally more accurate than hard voting when calibrated probability estimates are available.\n", "\n", "#### Ensemble 3 – Bootstrap Bagging on LDA \n", "`BaggingClassifier` wrapping `LinearDiscriminantAnalysis` (50 estimators, 80% sample size, 90% feature subset). Demonstrates how bagging can stabilise a weak linear model.\n", "\n", "#### Ensemble 4 – Stacking (LR meta-learner) \n", "Base classifiers: Random Forest, Logistic Regression, KNN, LDA. Meta-learner: `LogisticRegression` trained on out-of-fold predictions (5-fold CV). The meta-learner learns *how to combine* base model outputs, replacing simple voting with a learned aggregation function." ] }, { "attachments": { "6fe0c529-7447-4055-8be3-f45b3dd11145.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "44236fa1-9d8e-4160-9534-b0e3492287ad", "metadata": {}, "source": [ "### 4.3 Result\n", "\n", "![grafik.png](attachment:6fe0c529-7447-4055-8be3-f45b3dd11145.png)\n", "\n", "Significance tests vs A4 Champion\n", "- Hard Voting t=+1.339 p=0.2516\n", "- Soft Voting t=+1.632 p=0.1781\n", "- Bootstrap Bagging (LDA) t=-5.123 p=0.0069\n", "- Stacking (LR meta) t=-0.556 p=0.6078" ] }, { "attachments": { "f69df2d2-ac63-4154-b543-0def290aaa9a.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "57e23d4b-1133-4f1d-b178-09222f77b8cc", "metadata": {}, "source": [ "\"drawing\"" ] }, { "cell_type": "markdown", "id": "28fbf844-e5e6-4c4a-9fef-3944e0107b74", "metadata": {}, "source": [ "---\n", "## 5. Sprint Summary\n", "\n", "### 5.1 What Was Done\n", "\n", "| Component | Owner Track | Description |\n", "|-----------|------------|-------------|\n", "| `CorrelationFilter.py` | Shared | Custom sklearn transformer removing highly correlated features |\n", "| Regression Ensemble | Regression track | 4 base models (Lasso, Ridge, RF, GB) × 4 bootstrap samples, simple + weighted averaging |\n", "| Classification Ensemble | Classification track | Hard Voting, Soft Voting, Bagging (LDA), Stacking (LR meta) |\n", "| Statistical Testing | Both tracks | Corrected resampled t-test (Nadeau & Bengio 2003) |\n", "| Champion Deployment | Both tracks | Pickle artifacts saved if ensemble outperforms A4 champion |\n", "\n", "### 5.2 Key Design Decisions\n", "\n", "**Regression:** Bootstrap-based diversity was the primary source of independence between base models. Weighted averaging was used as the aggregation method with weights derived from CV-R² scores, giving better-performing models proportionally more influence.\n", "\n", "**Classification:** A broader range of diversity strategies was explored — algorithm diversity (RF, LR, XGB, LGB, KNN, LDA), voting schemes (hard vs soft), and a stacking approach where a meta-learner replaces manual aggregation. Class imbalance was consistently addressed with `class_weight='balanced'`.\n", "\n", "**Statistical rigor:** The Nadeau-Bengio correction was applied in both tracks rather than a naive t-test, accounting for the overlap between cross-validation folds (correction factor ≈ 1.25 for this dataset).\n", "\n", "### 5.3 Limitations and Next Steps\n", "\n", "- Feature subset diversity (angle-only, NASM-only) was defined but ultimately the final configuration used full features for all base models in the regression track. Future iterations could test whether feature-diverse ensembles further reduce error.\n", "- The classification stacking approach used `passthrough=False`, meaning the meta-learner only sees predicted class probabilities, not the original features. Including raw features (`passthrough=True`) could be explored.\n", "- More ensemble members (e.g., 8–10 base models) could be evaluated to assess the accuracy-variance tradeoff more thoroughly.\n", "- Train a weighted RandomForestRegression" ] }, { "cell_type": "code", "execution_count": null, "id": "9db91dc6-eab8-4bed-9c1d-60795074ead1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }