Online Structural Change-Point Detection of High-dimensional Streaming Data via Dynamic Sparse Subspace Learning

Dynamic Multivariate Functional Data Modeling via Sparse Subspace Learning

(2020) Chen Zhang et al.   TECHNOMETRICS

Functional directed graphical models and applications in root-cause analysis and diagnosis

(2020) Ana María Estrada Gómez et al.   JOURNAL OF QUALITY TECHNOLOGY

Subspace Change-Point Detection: A New Model and Solution

(2019) Yuchen Jiao et al.   IEEE Journal of Selected Topics in Signal Processing

A fuzzy c-means algorithm guided by attribute correlations and its application in the big data analysis of tunnel boring machine

(2019) Maolin Shi et al.   KNOWLEDGE-BASED SYSTEMS

A Sequential Bayesian Partitioning Approach for Online Steady-State Detection of Multivariate Systems

(2019) Jianguo Wu et al.   IEEE Transactions on Automation Science and Engineering

Doubly functional graphical models in high dimensions

(2019) Xinghao Qiao et al.   BIOMETRIKA

Structured Sparse Subspace Clustering: A Joint Affinity Learning and Subspace Clustering Framework

(2017) Chun-Guang Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Regularized Estimation of Piecewise Constant Gaussian Graphical Models: The Group-Fused Graphical Lasso

(2017) Alexander J. Gibberd et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

A nonparametric graphical model for functional data with application to brain networks based on fMRI

(2017) Bing Li et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Functional Graphical Models

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

A survey of methods for time series change point detection

(2016) Samaneh Aminikhanghahi et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Asymptotic normality and optimalities in estimation of large Gaussian graphical models

(2015) Zhao Ren et al.   ANNALS OF STATISTICS

Online detection of steady-state operation using a multiple-change-point model and exact Bayesian inference

(2015) Jianguo Wu et al.   IIE TRANSACTIONS

Joint estimation of multiple graphical models from high dimensional time series

(2015) Huitong Qiu et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Sparse Subspace Clustering: Algorithm, Theory, and Applications

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

Optimal Detection of Changepoints With a Linear Computational Cost

(2012) R. Killick et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Estimating networks with jumps

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

Time varying undirected graphs

(2010) Shuheng Zhou et al.   MACHINE LEARNING

Generating random correlation matrices based on vines and extended onion method

(2009) Daniel Lewandowski et al.   JOURNAL OF MULTIVARIATE ANALYSIS

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

(2009) Amir Beck et al.   SIAM Journal on Imaging Sciences

Sparse permutation invariant covariance estimation

(2008) Adam J. Rothman et al.   Electronic Journal of Statistics

A SINful approach to Gaussian graphical model selection

(2007) Mathias Drton et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE