Ensemble Learning Techniques

The collection explores various applications of combined machine learning techniques to improve prediction accuracy and model robustness across different domains. Key topics include breast cancer detection, heart disease prediction, malware detection in Android systems, and cybersecurity for IoT environments. Additionally, the use of hybrid models, ensemble methodologies like stacking and voting, and approaches to handle data variability and imbalance are emphasized. This genre of research reflects a commitment to enhancing diagnostic capabilities and decision-making through advanced machine learning strategies.

Hybrid model detection and classification of lung cancer

IAESIJAI
Hybrid model detection and classification of lung cancer
21h ago, 0 views

21h ago, 0 views

Like Hybrid model detection and classification of lung cancer SlideShare. Save Hybrid model detection and classification of lung cancer SlideShare. Share Hybrid model detection and classification of lung cancer SlideShare.
Deep ensemble learning with uncertainty aware prediction ranking for cervical cancer detection using Pap smear images

IAESIJAI
Deep ensemble learning with uncertainty aware prediction ranking for cervical cancer detection using Pap smear images
21h ago, 0 views

21h ago, 0 views

Like Deep ensemble learning with uncertainty aware prediction ranking for cervical cancer detection using Pap smear images SlideShare. Save Deep ensemble learning with uncertainty aware prediction ranking for cervical cancer detection using Pap smear images SlideShare. Share Deep ensemble learning with uncertainty aware prediction ranking for cervical cancer detection using Pap smear images SlideShare.
Enhancing IoT Cyberattack Detection via Hyperparameter Optimization Techniques in Ensemble Models

IJCNCJournal
Enhancing IoT Cyberattack Detection via Hyperparameter Optimization Techniques in Ensemble Models
3d ago, 5 views

3d ago, 5 views

Like Enhancing IoT Cyberattack Detection via Hyperparameter Optimization Techniques in Ensemble Models SlideShare. Save Enhancing IoT Cyberattack Detection via Hyperparameter Optimization Techniques in Ensemble Models SlideShare. Share Enhancing IoT Cyberattack Detection via Hyperparameter Optimization Techniques in Ensemble Models SlideShare.
Multi-label feature aware XGBoost model for student performance assessment using behavior data in online learning environment

IAESIJAI
Multi-label feature aware XGBoost model for student performance assessment using behavior data in online learning environment
1m ago, 4 views

1m ago, 4 views

Like Multi-label feature aware XGBoost model for student performance assessment using behavior data in online learning environment SlideShare. Save Multi-label feature aware XGBoost model for student performance assessment using behavior data in online learning environment SlideShare. Share Multi-label feature aware XGBoost model for student performance assessment using behavior data in online learning environment SlideShare.
Accuracy based-stacked ensemble learning model for the prediction of coronary heart disease

IAESIJAI
Accuracy based-stacked ensemble learning model for the prediction of coronary heart disease
1m ago, 3 views

1m ago, 3 views

Like Accuracy based-stacked ensemble learning model for the prediction of coronary heart disease SlideShare. Save Accuracy based-stacked ensemble learning model for the prediction of coronary heart disease SlideShare. Share Accuracy based-stacked ensemble learning model for the prediction of coronary heart disease SlideShare.
Bagging Vs Boosting In Machine Learning | Ensemble Learning In Machine Learning | Simplilearn

Simplilearn
Bagging Vs Boosting In Machine Learning | Ensemble Learning In Machine Learning | Simplilearn
5m ago, 479 views

5m ago, 479 views

Like Bagging Vs Boosting In Machine Learning | Ensemble Learning In Machine Learning | Simplilearn SlideShare. Share Bagging Vs Boosting In Machine Learning | Ensemble Learning In Machine Learning | Simplilearn SlideShare.
Hyperspectral image classification with spectral-spatial feature integration and ensemble learning

IAESIJAI
Hyperspectral image classification with spectral-spatial feature integration and ensemble learning
7m ago, 19 views

7m ago, 19 views

Like Hyperspectral image classification with spectral-spatial feature integration and ensemble learning SlideShare. Save Hyperspectral image classification with spectral-spatial feature integration and ensemble learning SlideShare. Share Hyperspectral image classification with spectral-spatial feature integration and ensemble learning SlideShare.
An ensemble-based approach for effective distributed denial of service attack detection in software defined networking

IAESIJAI
An ensemble-based approach for effective distributed denial of service attack detection in software defined networking
8m ago, 20 views

8m ago, 20 views

Like An ensemble-based approach for effective distributed denial of service attack detection in software defined networking SlideShare. Save An ensemble-based approach for effective distributed denial of service attack detection in software defined networking SlideShare. Share An ensemble-based approach for effective distributed denial of service attack detection in software defined networking SlideShare.
323203320037,38,39_Single Layer Feed Forward Networks In AI-1.pptx

sathvikatalari99
323203320037,38,39_Single Layer Feed Forward Networks In AI-1.pptx
8m ago, 27 views

8m ago, 27 views

Like 323203320037,38,39_Single Layer Feed Forward Networks In AI-1.pptx SlideShare. Save 323203320037,38,39_Single Layer Feed Forward Networks In AI-1.pptx SlideShare. Share 323203320037,38,39_Single Layer Feed Forward Networks In AI-1.pptx SlideShare.
Predicting Mental Health Outcomes Using Wearable Device Data and Machine Learning

Nikhil Sanjay Suryawanshi
Predicting Mental Health Outcomes Using Wearable Device Data and Machine Learning
9m ago, 22 views

9m ago, 22 views

Like Predicting Mental Health Outcomes Using Wearable Device Data and Machine Learning SlideShare. Save Predicting Mental Health Outcomes Using Wearable Device Data and Machine Learning SlideShare. Share Predicting Mental Health Outcomes Using Wearable Device Data and Machine Learning SlideShare.
Complete picture of Ensemble-Learning, boosting, bagging

yerlashreeya
Complete picture of Ensemble-Learning, boosting, bagging
9m ago, 37 views

9m ago, 37 views

Like Complete picture of Ensemble-Learning, boosting, bagging SlideShare. Save Complete picture of Ensemble-Learning, boosting, bagging SlideShare. Share Complete picture of Ensemble-Learning, boosting, bagging SlideShare.
Hybrid dynamic chunk ensemble model for multi-class data streams

nooriasukmaningtyas
Hybrid dynamic chunk ensemble model for multi-class data streams
11m ago, 15 views

11m ago, 15 views

Like Hybrid dynamic chunk ensemble model for multi-class data streams SlideShare. Save Hybrid dynamic chunk ensemble model for multi-class data streams SlideShare. Share Hybrid dynamic chunk ensemble model for multi-class data streams SlideShare.
ENHANCE THE DETECTION OF DOS AND BRUTE FORCE ATTACKS WITHIN THE MQTT ENVIRONMENT THROUGH FEATURE ENGINEERING AND EMPLOYING AN ENSEMBLE TECHNIQUE

ijaia
ENHANCE THE DETECTION OF DOS AND BRUTE FORCE ATTACKS WITHIN THE MQTT ENVIRONMENT THROUGH FEATURE ENGINEERING AND EMPLOYING AN ENSEMBLE TECHNIQUE
1y ago, 16 views

1y ago, 16 views

Like ENHANCE THE DETECTION OF DOS AND BRUTE FORCE ATTACKS WITHIN THE MQTT ENVIRONMENT THROUGH FEATURE ENGINEERING AND EMPLOYING AN ENSEMBLE TECHNIQUE SlideShare. Save ENHANCE THE DETECTION OF DOS AND BRUTE FORCE ATTACKS WITHIN THE MQTT ENVIRONMENT THROUGH FEATURE ENGINEERING AND EMPLOYING AN ENSEMBLE TECHNIQUE SlideShare. Share ENHANCE THE DETECTION OF DOS AND BRUTE FORCE ATTACKS WITHIN THE MQTT ENVIRONMENT THROUGH FEATURE ENGINEERING AND EMPLOYING AN ENSEMBLE TECHNIQUE SlideShare.
Enhance the Detection of DoS and Brute Force Attacks within the MQTT Environment Through Feature Engineering and Employing an Ensemble Technique

gerogepatton
Enhance the Detection of DoS and Brute Force Attacks within the MQTT Environment Through Feature Engineering and Employing an Ensemble Technique
1y ago, 16 views

1y ago, 16 views

Like Enhance the Detection of DoS and Brute Force Attacks within the MQTT Environment Through Feature Engineering and Employing an Ensemble Technique SlideShare. Save Enhance the Detection of DoS and Brute Force Attacks within the MQTT Environment Through Feature Engineering and Employing an Ensemble Technique SlideShare. Share Enhance the Detection of DoS and Brute Force Attacks within the MQTT Environment Through Feature Engineering and Employing an Ensemble Technique SlideShare.
Accurate Prediction of Heart Disease Using Machine Learning-A Case Study on the Cleveland Dataset

Nikhil Sanjay Suryawanshi
Accurate Prediction of Heart Disease Using Machine Learning-A Case Study on the Cleveland Dataset
1y ago, 47 views

1y ago, 47 views

Like Accurate Prediction of Heart Disease Using Machine Learning-A Case Study on the Cleveland Dataset SlideShare. Save Accurate Prediction of Heart Disease Using Machine Learning-A Case Study on the Cleveland Dataset SlideShare. Share Accurate Prediction of Heart Disease Using Machine Learning-A Case Study on the Cleveland Dataset SlideShare.
MIP Award presentation at the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) 2024

Annibale Panichella
MIP Award presentation at the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) 2024
1y ago, 30 views

1y ago, 30 views

Like MIP Award presentation at the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) 2024 SlideShare. Save MIP Award presentation at the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) 2024 SlideShare. Share MIP Award presentation at the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER) 2024 SlideShare.
DEF: Deep Ensemble Neural Network Classifier for Android Malware Detection

IJCNCJournal
DEF: Deep Ensemble Neural Network Classifier for Android Malware Detection
1y ago, 22 views

1y ago, 22 views

Like DEF: Deep Ensemble Neural Network Classifier for Android Malware Detection SlideShare. Save DEF: Deep Ensemble Neural Network Classifier for Android Malware Detection SlideShare. Share DEF: Deep Ensemble Neural Network Classifier for Android Malware Detection SlideShare.
Thelxinoë: Recognizing Human Emotions Using Pupillometry and Machine Learning

mlaij
Thelxinoë: Recognizing Human Emotions Using Pupillometry and Machine Learning
1y ago, 9 views

1y ago, 9 views

Like Thelxinoë: Recognizing Human Emotions Using Pupillometry and Machine Learning SlideShare. Save Thelxinoë: Recognizing Human Emotions Using Pupillometry and Machine Learning SlideShare. Share Thelxinoë: Recognizing Human Emotions Using Pupillometry and Machine Learning SlideShare.

next