IEEE

A Hybrid Intrusion Detection System Approach Using PCA and SMOTE with Advanced Ensemble Models

Abstract: A persistent issue of class imbalance in intrusion detection systems (IDS) is addressed in this research, particularly in the context of cyber-physical systems and IoT devices. Current IDS ...
来自MSN

Visualizing high-dimensional data using PCA in Scikit-Learn

Simplify complex datasets using Principal Component Analysis (PCA) in Python. Great for dimensionality reduction and visualization. Mike Johnson gives update on Jan. 6 plaque Alaska received 7 feet of ...
IEEE

Image Compression Using PCA, DCT, K-Means and Autoencoders

Abstract: With the increasing demand for high-resolution images, efficient image compression is essential for reducing storage requirements and improving transmission speed. This paper compares ...