Chetkar Jha

Nonparametric Identification of Latent Dimension under Heavy-Tailed and Mixed-Signals

Principal component analysis and factor analysis are foundational to the study of high-dimensional data, yet their efficacy depends entirely on correctly identifying the latent dimension $r$. While parallel analysis (PA) is widely regarded as the gold standard for this task, its performance suffers in high-dimensional...