Dynamic Multivariate Functional Data Modeling via Sparse Subspace Learning

Doubly functional graphical models in high dimensions

(2019) Xinghao Qiao et al.   BIOMETRIKA

Weakly correlated profile monitoring based on sparse multi-channel functional principal component analysis

(2018) Chen Zhang et al.   IISE Transactions

Multiple profiles sensor-based monitoring and anomaly detection

(2018) Chen Zhang et al.   JOURNAL OF QUALITY TECHNOLOGY

Functional Graphical Models

(2017) Xinghao Qiao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A pairwise interaction model for multivariate functional and longitudinal data

(2016) Jeng-Min Chiou et al.   BIOMETRIKA

A Change-Point Approach for Phase-I Analysis in Multivariate Profile Monitoring and Diagnosis

(2016) Kamran Paynabar et al.   TECHNOMETRICS

Sparse Subspace Clustering: Algorithm, Theory, and Applications

(2013) E. Elhamifar et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Linear manifold modelling of multivariate functional data

(2013) Jeng-Min Chiou et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Multivariate functional principal component analysis: A normalization approach

(2013) Jeng-Min Chiou et al.   STATISTICA SINICA

Nonparametric regression analysis of multivariate longitudinal data

(2012) Dongdong Xiang et al.   STATISTICA SINICA

Estimating networks with jumps

(2012) Mladen Kolar et al.   Electronic Journal of Statistics

A fused lasso latent feature model for analyzing multi-sample aCGH data

(2011) G. Nowak et al.   BIOSTATISTICS

Functional singular component analysis

(2011) Wenjing Yang et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Time varying undirected graphs

(2010) Shuheng Zhou et al.   MACHINE LEARNING

Multilevel functional principal component analysis

(2009) Chong-Zhi Di et al.   Annals of Applied Statistics

Modelling multiple time series via common factors

(2008) J. Pan et al.   BIOMETRIKA

Functional principal components analysis via penalized rank one approximation

(2008) Jianhua Z. Huang et al.   Electronic Journal of Statistics