3 papers
stat.ML2026
Deep Single-Index Fréchet Regression
Muqing Cui, Yidong Zhou, Su I Iao +1
Predicting outputs that are located in non-Euclidean spaces, such as probability distributions, networks, and symmetric positive-definite matrices, is becoming increasingly importa…
stat.ML2025
Fréchet Geodesic Boosting
Yidong Zhou, Su I Iao, Hans-Georg Müller
Gradient boosting has become a cornerstone of machine learning, enabling base learners such as decision trees to achieve exceptional predictive performance. While existing algorith…
stat.ME2025
Measure Selection for Functional Linear Model
Su I Iao, Hans-Georg Müller
Advancements in modern science have led to an increased prevalence of functional data, which are usually viewed as elements of the space of square-integrable functions . Core…