1 citations · 2 across the 6 of their papers we have counts for
6 papers
Significance-First Splitting: Aligning Treatment Heterogeneity Detection with Honest Estimation
Pantelis Z. Hadjipantelis, Weng Man Chiang, Karthik Nagesh
Estimating heterogeneous treatment effects (CATE) requires simultaneously detecting effect modification and quantifying estimation uncertainty. Existing tree-based methods make an…
Diversity of symptom phenotypes in SARS-CoV-2 community infections observed in multiple large datasets
Martyn Fyles, Karina-Doris Vihta, Carole H Sudre +13
Through the use of cutting-edge unsupervised classification techniques from statistics and machine learning, we characterise symptom phenotypes among symptomatic SARS-CoV-2 PCR-pos…
Associating Growth in Infancy and Cognitive Performance in Early Childhood: A functional data analysis approach
Pantelis Z. Hadjipantelis, Kyunghee Han, Jane-Ling Wang +5
Physical growth traits can be naturally represented by continuous functions. In a large dataset of infancy growth patterns, we develop a practical approach to infer statistical ass…
Unifying Amplitude and Phase Analysis: A Compositional Data Approach to Functional Multivariate Mixed-Effects Modeling of Mandarin Chinese
Pantelis Z. Hadjipantelis, John A. D. Aston, Hans-Georg Müller +1
Mandarin Chinese is characterized by being a tonal language; the pitch (or ) of its utterances carries considerable linguistic information. However, speech samples from differ…
Function-Valued Traits in Evolution
Pantelis Z. Hadjipantelis, Nick S. Jones, John Moriarty +2
Many biological characteristics of evolutionary interest are not scalar variables but continuous functions. Given a dataset of function-valued traits generated by evolution, we dev…
Ancestral Inference from Functional Data: Statistical Methods and Numerical Examples
Pantelis Z. Hadjipantelis, Nick S. Jones, John Moriarty +2
Many biological characteristics of evolutionary interest are not scalar variables but continuous functions. Here we use phylogenetic Gaussian process regression to model the evolut…