Afaan Hussain Shah

An Empirical Investigation into the Failure Modes of Logistic Regression and Targeted Mitigation Strategies

This paper takes a hands-on, experimentdriven approach to investigating four well-known but often under-examined failure scenarios: multicollinearity among input features, decision boundaries that curve rather than cut straight, the convergence breakdown that comes with complete separation in high-dimensional spaces, a...