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Ensemble Learning Projects For Final Year - IEEE Domain Overview

Ensemble learning algorithms focus on combining the outputs of multiple base models to produce a single, more reliable prediction than any individual learner. Instead of relying on one hypothesis, ensemble approaches exploit diversity among models to reduce variance, control bias, and improve robustness under varying data conditions.

In Ensemble Learning Projects For Final Year, IEEE-aligned research emphasizes evaluation-driven aggregation strategies, benchmark-based experimentation, and reproducible validation. Methodologies explored in Ensemble Learning Projects For Students prioritize controlled diversity generation, aggregation rule analysis, and robustness evaluation to ensure consistent performance gains across datasets.

IEEE Ensemble Learning Projects -IEEE 2026 Titles

Wisen Code:DLP-25-0211 Combo Offer

Published on: Nov 2025

Base Paper Title:

Hybrid KNN–LSTM Framework for Electricity Theft Detection in Smart Grids Using SGCC Smart-Meter Data

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0213 Published on: Nov 2025

Base Paper Title:

Enhancing Bangla Speech Emotion Recognition Through Machine Learning Architectures

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Speech Emotion Recognition

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0208 Published on: Nov 2025

Base Paper Title:

A Systematic Evaluation of Current Architectures in Wind Power Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer, Evolutionary Algorithms, Statistical Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:MAC-25-0068 Published on: Nov 2025

Base Paper Title:

Diagnosis and Protection of Ground Fault in Electrical Systems: A Comprehensive Analysis

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Automotive

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Statistical Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:IMP-25-0276 Published on: Oct 2025

Base Paper Title:

Automated Classification of User Exercise Poses in Virtual Reality Using Machine Learning-Based Human Pose Estimation

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Pose Estimation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications:

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IMP-25-0209 Published on: Oct 2025

Base Paper Title:

Automatic Explainable Segmentation of Abdominal Aortic Aneurysm From Computed Tomography Angiography

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Ensemble Learning

Wisen Code:NWS-25-0009 Published on: Oct 2025

Base Paper Title:

GeoGuard: A Hybrid Deep Learning Intrusion Detection System With Integrated Geo-Intelligence and Contextual Awareness

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Telecommunications

Applications: Anomaly Detection, Wireless Communication

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:CLS-25-0021 Published on: Oct 2025

Base Paper Title:

Noise-Augmented Transferability: A Low-Query-Budget Transfer Attack on Android Malware Detectors

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, GAN, CNN, Evolutionary Algorithms, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:AND-25-0013 Published on: Oct 2025

Base Paper Title:

XAI-SkinCADx: A Six-Stage Explainable Deep Ensemble Framework for Skin Cancer Diagnosis and Risk-Based Clinical Recommendations

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Recommendation Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:MAC-25-0029 Published on: Sept 2025

Base Paper Title:

Investigating Data Consistency in the ASHRAE Dataset Using Clustering and Label Matching

Data Type: Tabular Data

AI/ML/DL Task: Clustering Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:CYS-25-0020 Published on: Sept 2025

Base Paper Title:

Intelligent Intrusion Detection Mechanism for Cyber Attacks in Digital Substations

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0047 Published on: Sept 2025

Base Paper Title:

Intelligent Warehousing: A Machine Learning and IoT Framework for Precision Inventory Optimization

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, E-commerce & Retail, Logistics & Supply Chain

Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection

Algorithms: Classical ML Algorithms, Reinforcement Learning, Ensemble Learning

Wisen Code:CYS-25-0026 Published on: Sept 2025

Base Paper Title:

ROBENS: A Robust Ensemble System for Password Strength Classification

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications:

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0140 Published on: Sept 2025

Base Paper Title:

OAS-XGB: An OptiFlect Adaptive Search Optimization Framework Using XGBoost to Predict Length of Stay for CAD Patients

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics

Algorithms: Variational Autoencoders, Ensemble Learning

Wisen Code:IMP-25-0143 Published on: Sept 2025

Base Paper Title:

Innovative Methodology for Determining Basic Wood Density Using Multispectral Images and MAPIR RGNIR Camera

Data Type: Image Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Agriculture & Food Tech, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:NET-25-0022 Published on: Sept 2025

Base Paper Title:

Random Forests Relay Selector in Buffer-Aided Cooperative Networks

Data Type: None

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Telecommunications

Applications: Wireless Communication

Algorithms: Ensemble Learning

Wisen Code:CYS-25-0001 Published on: Sept 2025

Base Paper Title:

Enhancing Remaining Useful Life Prediction Against Adversarial Attacks: An Active Learning Approach

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Predictive Analytics, Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0021 Published on: Sept 2025

Base Paper Title:

EEG-Based Prognostic Prediction in Moderate Traumatic Brain Injury: A Hybrid BiLSTM-AdaBoost Approach

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:IMP-25-0037 Published on: Sept 2025

Base Paper Title:

HMSA-Net: A Hierarchical Multi-Scale Attention Network for Brain Tumor Segmentation From Multi-Modal MRI

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Residual Network, Ensemble Learning

Wisen Code:DLP-25-0160 Published on: Sept 2025

Base Paper Title:

Adjusted Exponential Scaling: An Innovative Approach for Combining Diverse Multiclass Classifications

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Anomaly Detection

Algorithms: CNN, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:IMP-25-0085 Published on: Sept 2025

Base Paper Title:

High-Accuracy Mapping of Coastal and Wetland Areas Using Multisensor Data Fusion and Deep Feature Learning

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications:

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:CYS-25-0038 Published on: Sept 2025

Base Paper Title:

Enhancing Dynamic Malware Behavior Analysis Through Novel Windows Events With Machine Learning

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0171 Published on: Sept 2025

Base Paper Title:

Audio-Based Neural Network to Classify Patients With Early Parkinson’s Disease

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems

Algorithms: RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:MAC-25-0009 Published on: Sept 2025

Base Paper Title:

Optimizing Retail Inventory and Sales Through Advanced Time Series Forecasting Using Fine Tuned PrGB Regressor

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: E-commerce & Retail

Applications: Predictive Analytics

Algorithms: Ensemble Learning

Wisen Code:DAS-25-0030 Published on: Sept 2025

Base Paper Title:

Towards Automated Classification of Adult Attachment Interviews in German Language Using the BERT Language Model

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: None

Algorithms: Classical ML Algorithms, Text Transformer, Ensemble Learning

Wisen Code:CYS-25-0023 Published on: Aug 2025

Base Paper Title:

SB-Net: A Novel Spam Botnet Detection Scheme With Two-Stage Cascade Learner and Ensemble Feature Selection

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Ensemble Learning

Wisen Code:NWS-25-0005 Published on: Aug 2025

Base Paper Title:

Enhanced Intrusion Detection via Hybrid Data Resampling and Feature Optimization

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0189 Combo Offer

Published on: Aug 2025

Base Paper Title:

On-Board Deployability of a Deep Learning-Based System for Distraction and Inattention Detection

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:CLC-25-0018 Published on: Aug 2025

Base Paper Title:

Cloud-Enabled Predictive Modeling of Mental Health Using Ensemble Machine Learning Models and AES-256 Security

Data Type: None

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:CYS-25-0034 Published on: Aug 2025

Base Paper Title:

Machine Learning for Early Detection of Phishing URLs in Parked Domains: An Approach Applied to a Financial Institution

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Finance & FinTech, Banking & Insurance

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0003 Published on: Aug 2025

Base Paper Title:

An Enhanced Transfer Learning Remote Sensing Inversion of Coastal Water Quality: A Case Study of Dissolved Oxygen

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications: Remote Sensing, Predictive Analytics

Algorithms: Classical ML Algorithms, Transfer Learning, Ensemble Learning

Wisen Code:CYS-25-0041 Published on: Aug 2025

Base Paper Title:

CAXF-LCCDE: An Enhanced Feature Extraction and Ensemble Learning Model for XSS Detection

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:NET-25-0051 Published on: Aug 2025

Base Paper Title:

Reverse Engineering Segment Routing Policies and Link Costs With Inverse Reinforcement Learning and EM

Data Type: None

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Telecommunications

Applications: Wireless Communication

Algorithms: Reinforcement Learning, Statistical Algorithms, Ensemble Learning

Wisen Code:NET-25-0029 Published on: Aug 2025

Base Paper Title:

Hybrid Model for 6G Network Traffic Prediction and Wireless Resource Optimization

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Predictive Analytics, Decision Support Systems

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0037 Published on: Jul 2025

Base Paper Title:

A Hybrid Deep Learning-Machine Learning Stacking Model for Yemeni Arabic Dialect Sentiment Analysis

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications:

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning

Wisen Code:NWS-25-0024 Published on: Jul 2025

Base Paper Title:

Federated Learning for Distributed IoT Security: A Privacy-Preserving Approach to Intrusion Detection

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Finance & FinTech, Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: Ensemble Learning

Wisen Code:MAC-25-0052 Published on: Jul 2025

Base Paper Title:

Leveraging Machine Learning Regression Algorithms to Predict Mechanical Properties of Evaporitic Rocks From Their Physical Attributes

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0031 Published on: Jul 2025

Base Paper Title:

Multi-Modal Feature Set-Based Detection of Freezing of Gait in Parkinson’s Disease Patients Using SVM

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:NET-25-0047 Published on: Jun 2025

Base Paper Title:

Explainable AI for Spectral Analysis of Electromagnetic Fields

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Telecommunications

Applications: Predictive Analytics, Wireless Communication

Algorithms: Classical ML Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:IMP-25-0301 Published on: Jun 2025

Base Paper Title:

Weighted Ensemble Based on Prisoner Dilemma for Facial Expression Recognition

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications:

Algorithms: CNN, Vision Transformer, Ensemble Learning

Wisen Code:CYS-25-0032 Published on: Jun 2025

Base Paper Title:

DSEM-NIDS: Enhanced Network Intrusion Detection System Using Deep Stacking Ensemble Model

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:NET-25-0055 Published on: Jun 2025

Base Paper Title:

Hybrid CNN-Ensemble Framework for Intelligent Optical Fiber Fault Detection and Diagnosis

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: CNN, Ensemble Learning

Wisen Code:IOT-25-0001 Published on: Jun 2025

Base Paper Title:

A Novel Hybrid Deep Learning-Based Framework for Intelligent Anomaly Detection in Smart Meters

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:BIG-25-0026 Published on: Jun 2025

Base Paper Title:

Online Self-Training Driven Attention-Guided Self-Mimicking Network for Semantic Segmentation

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Transfer Learning, Residual Network, Ensemble Learning

Wisen Code:CYS-25-0043 Published on: Jun 2025

Base Paper Title:

OPTISTACK: A Hybrid Ensemble Learning and XAI-Based Approach for Malware Detection in Compressed Files

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:CYS-25-0039 Published on: Jun 2025

Base Paper Title:

Real-Time Automated Cyber Threat Classification and Emerging Threat Detection Framework

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Statistical Algorithms, Ensemble Learning

Wisen Code:IMP-25-0158 Published on: Jun 2025

Base Paper Title:

An Improved Fault Diagnosis Strategy for Induction Motors Using Weighted Probability Ensemble Deep Learning

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Visual Anomaly Detection

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications: Predictive Analytics, Anomaly Detection

Algorithms: CNN, Ensemble Learning

Wisen Code:MAC-25-0058 Published on: Jun 2025

Base Paper Title:

Dual Passive-Aggressive Stacking k-Nearest Neighbors for Class-Incremental Multi-Label Stream Classification

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IMP-25-0016 Published on: Jun 2025

Base Paper Title:

Evaluation of Post Hoc Uncertainty Quantification Approaches for Flood Detection From SAR Imagery

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: CNN, Ensemble Learning

Wisen Code:CYS-25-0052 Published on: Jun 2025

Base Paper Title:

Enhancing the Sustainability of Machine Learning-Based Malware Detection Techniques for Android Applications

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IMP-25-0275 Published on: Jun 2025

Base Paper Title:

A Fusion Strategy for High-Accuracy Multilayer Soil Moisture Downscaling and Mapping

Data Type: Image Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Agriculture & Food Tech, Environmental & Sustainability

Applications: Remote Sensing, Predictive Analytics

Algorithms: CNN, Ensemble Learning

Wisen Code:BIG-25-0006 Published on: Jun 2025

Base Paper Title:

Para-YOLO: An Efficient High-Parameter Low-Computation Algorithm Based on YOLO11n for Remote Sensing Object Detection

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Environmental & Sustainability

Applications: Remote Sensing, Surveillance

Algorithms: Single Stage Detection, CNN, Ensemble Learning

Wisen Code:DLP-25-0110 Published on: May 2025

Base Paper Title:

Robust Face Recognition Using Deep Learning and Ensemble Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Face Recognition

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Ensemble Learning

Wisen Code:IMP-25-0072 Published on: May 2025

Base Paper Title:

Selective Intensity Ensemble Classifier (SIEC): A Triple-Threshold Strategy for Microscopic Malaria Cell Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: CNN, Ensemble Learning

Wisen Code:IMP-25-0070 Published on: May 2025

Base Paper Title:

Lightweight and Accurate YOLOv7-Based Ensembles With Knowledge Distillation for Urinary Sediment Detection

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Single Stage Detection, Ensemble Learning

Wisen Code:IMP-25-0030 Published on: May 2025

Base Paper Title:

A Hybrid Deep Learning Framework for Early-Stage Alzheimer’s Disease Classification From Neuro-Imaging Biomarkers

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: CNN, Ensemble Learning

Wisen Code:IMP-25-0180 Published on: May 2025

Base Paper Title:

Estimation of Forest Aboveground Biomass Using Multitemporal Quad-Polarimetric PALSAR-2 SAR Data by Model-Free Decomposition Approach in Planted Forest

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:AND-25-0009 Published on: May 2025

Base Paper Title:

PASS-SAM: Integration of Segment Anything Model for Large-Scale Unsupervised Semantic Segmentation

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Statistical Algorithms, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:IMP-25-0119 Published on: May 2025

Base Paper Title:

Fused YOLO and Traditional Features for Emotion Recognition From Facial Images of Tamil and Russian Speaking Children: A Cross-Cultural Study

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Marketing & Advertising Tech

Applications:

Algorithms: Classical ML Algorithms, Single Stage Detection, Ensemble Learning

Wisen Code:MAC-25-0064 Published on: May 2025

Base Paper Title:

A Data Resource Trading Price Prediction Method Based on Improved LightGBM Ensemble Model

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech, E-commerce & Retail

Applications: Predictive Analytics

Algorithms: GAN, Ensemble Learning

Wisen Code:CYS-25-0011 Published on: May 2025

Base Paper Title:

Deepfake Detection Using Spatio-Temporal-Structural Anomaly Learning and Fuzzy System-Based Decision Fusion

Data Type: Video Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms, Banking & Insurance, Government & Public Services

Applications: Anomaly Detection

Algorithms: CNN, Ensemble Learning

Wisen Code:MAC-25-0017 Published on: Apr 2025

Base Paper Title:

Hybrid Machine Learning-Based Multi-Stage Framework for Detection of Credit Card Anomalies and Fraud

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech, Banking & Insurance

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:CYS-25-0019 Published on: Apr 2025

Base Paper Title:

Mixed-Embeddings and Deep Learning Ensemble for DGA Classification With Limited Training Data

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0064 Published on: Apr 2025

Base Paper Title:

Automated Detection of Road Defects Using LSTM and Random Forest

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure, Automotive

Applications: Predictive Analytics, Anomaly Detection

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:MAC-25-0041 Published on: Apr 2025

Base Paper Title:

Self SOC Estimation for Second-Life Lithium-Ion Batteries

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: Ensemble Learning

Wisen Code:INS-25-0033 Combo Offer

Published on: Apr 2025

Base Paper Title:

Global-Local Ensemble Detector for AI-Generated Fake News

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms, Government & Public Services

Applications: Anomaly Detection

Algorithms: RNN/LSTM, CNN, Text Transformer, Ensemble Learning

Wisen Code:INS-25-0026 Published on: Apr 2025

Base Paper Title:

RSTHFS: A Rough Set Theory-Based Hybrid Feature Selection Method for Phishing Website Classification

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Ensemble Learning

Wisen Code:IMP-25-0096 Published on: Apr 2025

Base Paper Title:

A Novel Partitioned Random Forest Method-Based Facial Emotion Recognition

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Education & EdTech, Marketing & Advertising Tech

Applications: None

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:CYS-25-0005 Published on: Apr 2025

Base Paper Title:

Multi-Stage Adversarial Defense for Online DDoS Attack Detection System in IoT

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, GAN, Ensemble Learning

Wisen Code:MAC-25-0025 Published on: Apr 2025

Base Paper Title:

Gradient Boosting Feature Selection for Integrated Fault Diagnosis in Series-Compensated Transmission Lines

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: Ensemble Learning

Wisen Code:CYS-25-0037 Combo Offer

Published on: Apr 2025

Base Paper Title:

Integrating Sentiment Analysis With Machine Learning for Cyberbullying Detection on Social Media

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Education & EdTech

Applications:

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0026 Published on: Apr 2025

Base Paper Title:

Illuminating the Path to Enhanced Resilience of Machine Learning Models Against the Shadows of Missing Labels

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:CYS-25-0013 Published on: Apr 2025

Base Paper Title:

Dynamic Data Updates and Weight Optimization for Predicting Vulnerability Exploitability

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:MAC-25-0005 Published on: Mar 2025

Base Paper Title:

Metrics and Algorithms for Identifying and Mitigating Bias in AI Design: A Counterfactual Fairness Approach

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Finance & FinTech, Education & EdTech

Applications: Decision Support Systems

Algorithms: Ensemble Learning

Wisen Code:DLP-25-0179 Published on: Mar 2025

Base Paper Title:

A Cascaded Ensemble Framework Using BERT and Graph Features for Emotion Detection From English Poetry

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms, Education & EdTech

Applications: Information Retrieval

Algorithms: RNN/LSTM, Text Transformer, Ensemble Learning, Graph Neural Networks

Wisen Code:MAC-25-0028 Published on: Mar 2025

Base Paper Title:

SMOTEHashBoost: Ensemble Algorithm for Imbalanced Dataset Pattern Classification

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IMP-25-0243 Published on: Mar 2025

Base Paper Title:

Winograd Transform-Based Fast Detection of Heart Disease Using ECG Signals and Chest X-Ray Images

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning

Wisen Code:IMP-25-0121 Published on: Mar 2025

Base Paper Title:

Integrating Random Forest With Boundary Enhancement for Mapping Crop Planting Structure at the Parcel Level From Remote Sensing Images

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications:

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:DLP-25-0191 Combo Offer

Published on: Mar 2025

Base Paper Title:

A Novel Approach for Tweet Similarity in a Context-Aware Fake News Detection Model

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms

Applications: Information Retrieval, Anomaly Detection

Algorithms: Text Transformer, Ensemble Learning

Wisen Code:CYS-25-0048 Combo Offer

Published on: Mar 2025

Base Paper Title:

Intrusion Detection in IoT and IIoT: Comparing Lightweight Machine Learning Techniques Using TON_IoT, WUSTL-IIOT-2021, and EdgeIIoTset Datasets

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech, Healthcare & Clinical AI, Smart Cities & Infrastructure

Applications: Surveillance, Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IOT-25-0020 Published on: Mar 2025

Base Paper Title:

Federated Learning With Sailfish-Optimized Ensemble Models for Anomaly Detection in IoT Edge Computing Environment

Data Type: None

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Smart Cities & Infrastructure, Telecommunications

Applications: Anomaly Detection, Wireless Communication

Algorithms: Ensemble Learning

Wisen Code:IMP-25-0297 Published on: Mar 2025

Base Paper Title:

Handwritten Amharic Character Recognition Through Transfer Learning: Integrating CNN Models and Machine Learning Classifiers

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Optical Character Recognition (OCR)

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Education & EdTech

Applications: Information Retrieval

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:MAC-25-0024 Published on: Mar 2025

Base Paper Title:

Innovative Tailored Semantic Embedding and Machine Learning for Precise Prediction of Drug-Drug Interaction Seriousness

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, Transfer Learning, Ensemble Learning

Wisen Code:MAC-25-0010 Published on: Mar 2025

Base Paper Title:

DDNet: A Robust, and Reliable Hybrid Machine Learning Model for Effective Detection of Depression Among University Students

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Education & EdTech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0006 Published on: Mar 2025

Base Paper Title:

Depression and Anxiety Screening for Pregnant Women via Free Conversational Speech in Naturalistic Condition

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Speech Emotion Recognition

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0055 Published on: Mar 2025

Base Paper Title:

Enhancing Sports Team Management Through Machine Learning

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Media & Entertainment

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0194 Published on: Mar 2025

Base Paper Title:

Examining Customer Satisfaction Through Transformer-Based Sentiment Analysis for Improving Bilingual E-Commerce Experiences

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: E-commerce & Retail, Marketing & Advertising Tech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, Text Transformer, Ensemble Learning

Wisen Code:DLP-25-0125 Published on: Mar 2025

Base Paper Title:

Using Deep Learning Transformers for Detection of Hedonic Emotional States by Analyzing Eudaimonic Behavior of Online Users

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Healthcare & Clinical AI, Education & EdTech, Marketing & Advertising Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer, Ensemble Learning

Wisen Code:NWS-25-0032 Published on: Mar 2025

Base Paper Title:

CBCTL-IDS: A Transfer Learning-Based Intrusion Detection System Optimized With the Black Kite Algorithm for IoT-Enabled Smart Agriculture

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications: Anomaly Detection, Wireless Communication

Algorithms: CNN, Transfer Learning, Evolutionary Algorithms, Ensemble Learning

Wisen Code:DLP-25-0006 Published on: Mar 2025

Base Paper Title:

Integrating Time Series Anomaly Detection Into DevOps Workflows

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, Ensemble Learning

Wisen Code:IMP-25-0202 Published on: Mar 2025

Base Paper Title:

Optimizing Stroke Recognition With MediaPipe and Machine Learning: An Explainable AI Approach for Facial Landmark Analysis

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IOT-25-0021 Published on: Mar 2025

Base Paper Title:

Leveraging AI for Intrusion Detection in IoT Ecosystems: A Comprehensive Study

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Reinforcement Learning, Autoencoders, Ensemble Learning

Wisen Code:DAS-25-0011 Published on: Mar 2025

Base Paper Title:

Deterministic Uncertainty Estimation for Multi-Modal Regression With Deep Neural Networks

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Statistical Algorithms, Ensemble Learning

Wisen Code:IMP-25-0207 Published on: Mar 2025

Base Paper Title:

Optimized Epoch Selection Ensemble: Integrating Custom CNN and Fine-Tuned MobileNetV2 for Malimg Dataset Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Telecommunications

Applications: Anomaly Detection

Algorithms: CNN, Transfer Learning, Ensemble Learning

Wisen Code:DLP-25-0039 Published on: Mar 2025

Base Paper Title:

FiSC: A Novel Approach for Fitzpatrick Scale-Based Skin Analyzer’s Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0045 Published on: Mar 2025

Base Paper Title:

Automatic Brain Tumor Segmentation: Advancing U-Net With ResNet50 Encoder for Precise Medical Image Analysis

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: CNN, Transfer Learning, Ensemble Learning

Wisen Code:MAC-25-0014 Published on: Mar 2025

Base Paper Title:

An Approach to Truck Driving Risk Identification: A Machine Learning Method Based on Optuna Optimization

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Logistics & Supply Chain

Applications: Predictive Analytics, Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:IOT-25-0009 Published on: Mar 2025

Base Paper Title:

Anomaly-Based Intrusion Detection for IoMT Networks: Design, Implementation, Dataset Generation, and ML Algorithms Evaluation

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Telecommunications

Applications: Anomaly Detection, Wireless Communication

Algorithms: Classical ML Algorithms, Statistical Algorithms, Ensemble Learning

Wisen Code:MAC-25-0056 Published on: Feb 2025

Base Paper Title:

Enhancing Crowdfunding Success With Machine Learning and Visual Analytics: Insights From Chinese Platforms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Ensemble Learning

Wisen Code:CYS-25-0017 Published on: Feb 2025

Base Paper Title:

Protecting Industrial Control Systems From Shodan Exploitation Through Advanced Traffic Analysis

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0168 Published on: Feb 2025

Base Paper Title:

Enhancing Voice Phishing Detection Using Multilingual Back-Translation and SMOTE: An Empirical Study

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:CYS-25-0010 Published on: Feb 2025

Base Paper Title:

Evaluating Pretrained Deep Learning Models for Image Classification Against Individual and Ensemble Adversarial Attacks

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Ensemble Learning

Wisen Code:AND-25-0005 Published on: Feb 2025

Base Paper Title:

Multi-Stage Neural Network-Based Ensemble Learning Approach for Wheat Leaf Disease Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications: Predictive Analytics

Algorithms: CNN, Transfer Learning, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:NWS-25-0025 Published on: Feb 2025

Base Paper Title:

Ensemble Network Graph-Based Classification for Botnet Detection Using Adaptive Weighting and Feature Extraction

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Telecommunications

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0053 Published on: Feb 2025

Base Paper Title:

Predicting the Classification of Heart Failure Patients Using Optimized Machine Learning Algorithms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, Evolutionary Algorithms, Ensemble Learning

Wisen Code:DLP-25-0155 Published on: Feb 2025

Base Paper Title:

Analysis of Near-Fall Detection Method Utilizing Dynamic Motion Images and Transfer Learning

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems, Anomaly Detection

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:MAC-25-0013 Published on: Feb 2025

Base Paper Title:

Interpretable Machine Learning Models for PISA Results in Mathematics

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Education & EdTech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:NET-25-0031 Published on: Jan 2025

Base Paper Title:

Optimizing Energy and Spectral Efficiency in Mobile Networks: A Comprehensive Energy Sustainability Framework for Network Operators

Data Type: None

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Environmental & Sustainability

Applications:

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:MAC-25-0045 Published on: Jan 2025

Base Paper Title:

Integrating Advanced Techniques: RFE-SVM Feature Engineering and Nelder-Mead Optimized XGBoost for Accurate Lung Cancer Prediction

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:INS-25-0009 Published on: Jan 2025

Base Paper Title:

Multi-Modal Biometric Authentication: Leveraging Shared Layer Architectures for Enhanced Security

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: Face Recognition

NLP Task: None

Audio Task: Audio Classification

Industries: None

Applications:

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:IMP-25-0196 Published on: Jan 2025

Base Paper Title:

Multi-Modal Social Media Analytics: A Sentiment Perception-Driven Framework in Nanjing Districts

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure

Applications: Decision Support Systems

Algorithms: CNN, Text Transformer, Ensemble Learning

Wisen Code:INS-25-0022 Published on: Jan 2025

Base Paper Title:

Ad Click Fraud Detection Using Machine Learning and Deep Learning Algorithms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Marketing & Advertising Tech

Applications: Anomaly Detection

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:MAC-25-0034 Published on: Jan 2025

Base Paper Title:

A Time-Constrained and Spatially Explicit AI Model for Soil Moisture Inversion Using CYGNSS Data

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: CNN, Ensemble Learning

Wisen Code:DLP-25-0038 Published on: Jan 2025

Base Paper Title:

XCF-LSTMSATNet: A Classification Approach for EEG Signals Evoked by Dynamic Random Dot Stereograms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:MAC-25-0042 Published on: Jan 2025

Base Paper Title:

A Data-Driven Approach to Engineering Instruction: Exploring Learning Styles, Study Habits, and Machine Learning

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Education & EdTech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DAS-25-0027 Published on: Jan 2025

Base Paper Title:

Hybrid Prophet-NAR Model for Short-Term Electricity Load Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, Statistical Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:MAC-25-0038 Published on: Jan 2025

Base Paper Title:

Electricity Theft Detection Using Machine Learning in Traditional Meter Postpaid Residential Customers: A Case Study on State Electricity Company (PLN) Indonesia

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:BIG-25-0004 Published on: Jan 2025

Base Paper Title:

The Role of Big Data Analytics in Revolutionizing Diabetes Management and Healthcare Decision-Making

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:BIG-25-0008 Published on: Jan 2025

Base Paper Title:

A Heterogeneous Ensemble Learning Method Combining Spectral, Terrain, and Texture Features for Landslide Mapping

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: CNN, Ensemble Learning

Final Year Ensemble Learning Projects - Key Algorithm Variants

Bagging (Bootstrap Aggregating):

Bagging constructs multiple models by training each learner on a different bootstrap sample of the training data. This approach emphasizes variance reduction through independent model training.

In Ensemble Learning Projects For Final Year, bagging is evaluated using benchmark datasets and stability metrics. IEEE Ensemble Learning Projects and Final Year Ensemble Learning Projects emphasize reproducible comparison.

Boosting Algorithms:

Boosting trains models sequentially, with each learner focusing more on previously misclassified samples. This strategy emphasizes bias reduction through adaptive weighting.

In Ensemble Learning Projects For Final Year, boosting methods are validated through controlled experiments. Ensemble Learning Projects For Students emphasize convergence and robustness analysis.

Random Forest:

Random Forest combines decision trees trained on random feature subsets and bootstrap samples. This ensemble emphasizes decorrelation among learners and robustness.

In Ensemble Learning Projects For Final Year, Random Forest variants are evaluated using reproducible protocols. IEEE Ensemble Learning Projects emphasize performance consistency.

Stacking (Stacked Generalization):

Stacking combines predictions from multiple heterogeneous models using a meta-learner. This approach emphasizes learning optimal combination rules.

In Ensemble Learning Projects For Final Year, stacking is evaluated through benchmark-driven comparison. Final Year Ensemble Learning Projects emphasize aggregation effectiveness.

Voting-Based Ensembles:

Voting ensembles aggregate predictions through majority or weighted voting schemes. These methods emphasize simplicity and interpretability.

In Ensemble Learning Projects For Final Year, voting-based approaches are validated using controlled experiments. IEEE Ensemble Learning Projects emphasize reliability analysis.

Ensemble Learning Projects For Students - Wisen TMER-V Methodology

T — Task What primary task (& extensions, if any) does the IEEE journal address?

Ensemble learning tasks focus on improving predictive reliability through model aggregation.
IEEE literature studies bias variance tradeoff and diversity modeling.

Model aggregation
Decision fusion
Diversity exploitation
Performance evaluation

M — Method What IEEE base paper algorithm(s) or architectures are used to solve the task?

Dominant methods rely on combining multiple base learners using structured aggregation rules.
IEEE research emphasizes reproducible modeling and evaluation-driven design.

Bagging
Boosting
Stacking
Voting strategies

E — Enhancement What enhancements are proposed to improve upon the base paper algorithm?

Enhancements focus on increasing diversity and reducing correlation among models.
IEEE studies integrate adaptive weighting and feature randomness.

Bootstrap sampling
Adaptive weighting
Feature subspacing
Meta-learning refinement

R — Results Why do the enhancements perform better than the base paper algorithm?

Results demonstrate improved accuracy and stability over single models.
IEEE evaluations emphasize statistically significant gains.

Higher accuracy
Reduced variance
Improved robustness
Stable predictions

V — Validation How are the enhancements scientifically validated?

Validation relies on benchmark datasets and controlled experimental protocols.
IEEE methodologies stress reproducibility and comparative analysis.

Cross-validation
Metric-driven comparison
Ablation studies
Statistical testing

IEEE Ensemble Learning Projects - Libraries & Frameworks

scikit-learn:

scikit-learn provides comprehensive support for ensemble algorithms such as bagging, boosting, and random forests. It enables rapid experimentation with aggregation strategies.

In Ensemble Learning Projects For Final Year, scikit-learn supports reproducible benchmarking. Ensemble Learning Projects For Students and IEEE Ensemble Learning Projects rely on it for evaluation.

NumPy:

NumPy supports numerical operations required for ensemble aggregation and evaluation. It aids in processing predictions and metrics.

Final Year Ensemble Learning Projects rely on NumPy for reproducible numerical analysis.

Pandas:

Pandas is used for structured data handling and preprocessing prior to ensemble modeling. Consistent pipelines improve reproducibility.

In Ensemble Learning Projects For Final Year, Pandas ensures standardized experimentation. IEEE Ensemble Learning Projects emphasize controlled preprocessing.

Matplotlib:

Matplotlib visualizes performance comparisons between individual models and ensembles. Visualization aids interpretability.

Ensemble Learning Projects For Students leverage Matplotlib for evaluation aligned with IEEE Ensemble Learning Projects.

SciPy:

SciPy provides statistical functions used in diversity and significance analysis. It supports rigorous evaluation.

IEEE Ensemble Learning Projects rely on SciPy for reproducible statistical testing.

Final Year Ensemble Learning Projects - Real World Applications

Predictive Analytics:

Ensemble models are widely used in predictive analytics to improve forecast reliability. Aggregation reduces variance.

Ensemble Learning Projects For Final Year evaluate performance using benchmark datasets. IEEE Ensemble Learning Projects emphasize metric-driven validation.

Risk Assessment Systems:

Risk models use ensembles to stabilize predictions under uncertainty. Robustness is critical.

Final Year Ensemble Learning Projects emphasize reproducible evaluation. Ensemble Learning Projects For Students rely on controlled benchmarking.

Fraud and Anomaly Detection:

Ensembles detect anomalies by combining diverse decision boundaries. Diversity improves detection reliability.

Ensemble Learning Projects For Final Year emphasize quantitative validation. IEEE Ensemble Learning Projects rely on standardized evaluation.

Recommendation and Ranking:

Ensemble approaches improve ranking quality by aggregating multiple predictors. Performance stability increases.

Final Year Ensemble Learning Projects emphasize benchmark-driven analysis. Ensemble Learning Projects For Students rely on reproducible experimentation.

Decision Support Systems:

Ensemble learning supports decision-making by improving prediction confidence. Reliability depends on aggregation quality.

Ensemble Learning Projects For Final Year validate performance through benchmark comparison. IEEE Ensemble Learning Projects emphasize consistency.

Ensemble Learning Projects For Students - Conceptual Foundations

Ensemble learning is conceptually based on the idea that combining multiple imperfect models can produce a more accurate and stable predictor than relying on a single hypothesis. The core foundation lies in exploiting model diversity, where differences in training data exposure, feature selection, or learning strategy allow errors from individual learners to cancel out through aggregation.

From a research-oriented perspective, Ensemble Learning Projects For Final Year frame learning as a structured decision fusion problem governed by bias–variance tradeoff analysis and correlation control among base learners. Conceptual rigor is achieved through systematic diversity measurement, aggregation rule evaluation, and controlled experimentation aligned with IEEE ensemble research methodologies.

Within the broader machine learning ecosystem, ensemble learning intersects with classification projects and regression projects. It also connects to machine learning projects, where ensemble strategies are widely applied to improve generalization.

IEEE Ensemble Learning Projects - Why Choose Wisen

Wisen supports ensemble learning research through IEEE-aligned methodologies, evaluation-focused design, and structured algorithm-level implementation practices.

✓

Diversity-Centric Evaluation Alignment

Projects are structured around diversity measurement, aggregation effectiveness, and metric-driven benchmarking to meet IEEE ensemble learning research standards.

✓

Research-Grade Aggregation Design

Ensemble Learning Projects For Final Year emphasize systematic exploration of bagging, boosting, stacking, and voting strategies under controlled conditions.

✓

End-to-End Ensemble Workflow

The Wisen implementation pipeline supports ensemble research from base learner selection and diversity control through controlled experimentation and result interpretation.

✓

Scalability and Publication Readiness

Projects are designed to support extension into IEEE research papers through novel aggregation strategies and expanded evaluation analysis.

✓

Cross-Domain Algorithm Applicability

Wisen positions ensemble learning within a broader analytics ecosystem, enabling alignment with prediction, risk modeling, and decision-support domains.

Final Year Ensemble Learning Projects - IEEE Research Areas

Bias–Variance Tradeoff Analysis:

This research area focuses on understanding how ensemble size and diversity influence predictive error. IEEE studies emphasize variance reduction effects.

Evaluation relies on controlled benchmarking and statistical comparison.

Model Diversity Measurement:

Research investigates quantitative measures of disagreement and correlation among base learners. IEEE Ensemble Learning Projects emphasize diversity metrics.

Validation includes correlation analysis and performance impact studies.

Adaptive Boosting Strategies:

This area studies sequential reweighting mechanisms to reduce bias. Ensemble Learning Projects For Students frequently explore boosting variants.

Evaluation focuses on convergence behavior and robustness.

Stacked Generalization and Meta-Learning:

Research explores learning optimal aggregation functions using meta-models. Final Year Ensemble Learning Projects emphasize aggregation efficiency.

Evaluation relies on comparative benchmarking.

Evaluation Metric Design for Ensembles:

Metric research focuses on defining stability and reliability measures beyond accuracy. IEEE studies emphasize consistency analysis.

Evaluation includes statistical testing and benchmark-based comparison.

Ensemble Learning Projects For Students - Career Outcomes

Machine Learning Research Engineer:

Research engineers design and evaluate ensemble models with emphasis on diversity and aggregation quality. Ensemble Learning Projects For Final Year align directly with IEEE research roles.

Expertise includes benchmarking, diversity analysis, and reproducible experimentation.

Data Scientist:

Data scientists apply ensemble techniques to improve predictive stability on structured data. IEEE Ensemble Learning Projects provide strong role alignment.

Skills include model comparison, aggregation analysis, and statistical validation.

AI Research Scientist – Algorithms:

AI research scientists explore theoretical and applied aspects of ensemble learning. Ensemble Learning Projects For Students serve as strong research foundations.

Expertise includes hypothesis-driven experimentation and publication-ready analysis.

Applied Analytics Engineer:

Applied engineers integrate ensemble models into decision-support and risk systems. Final Year Ensemble Learning Projects emphasize robustness and scalability.

Skill alignment includes performance benchmarking and system-level validation.

Model Validation and Risk Analyst:

Validation analysts assess ensemble stability and reliability. IEEE-aligned roles prioritize evaluation protocol design.

Expertise includes metric analysis, statistical testing, and performance assessment.

Ensemble Learning Projects For Final Year - FAQ

What are some good project ideas in IEEE Ensemble Learning Domain Projects for a final-year student?

Good project ideas focus on combining multiple base learners, bias variance tradeoff analysis, aggregation strategies, and benchmark-based evaluation aligned with IEEE ensemble research.

What are trending Ensemble Learning final year projects?

Trending projects emphasize bagging, boosting, stacking frameworks, and evaluation-driven ensemble optimization.

What are top Ensemble Learning projects in 2026?

Top projects in 2026 focus on scalable ensemble pipelines, reproducible experimentation, and IEEE-aligned evaluation methodologies.

Is the Ensemble Learning domain suitable or best for final-year projects?

The domain is suitable due to its strong IEEE research relevance, performance improvement capability, and well-defined evaluation metrics.

Which evaluation metrics are commonly used in ensemble learning research?

IEEE-aligned ensemble research evaluates performance using accuracy, F1-score, ROC-AUC, variance reduction analysis, and stability metrics.

How is diversity measured among ensemble models?

Model diversity is measured using disagreement metrics, correlation analysis, and error diversity measures following IEEE methodologies.

What is the difference between bagging and boosting?

Bagging reduces variance by training models independently, while boosting focuses on reducing bias through sequential error correction.

Can ensemble learning projects be extended into IEEE research papers?

Yes, ensemble learning projects are frequently extended into IEEE research papers through novel aggregation strategies and evaluation refinement.

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