348 citations · 1.2k across the 81 of their papers we have counts for
6 papers · 1 filter
Inferring Regulatory Networks by Combining Perturbation Screens and Steady State Gene Expression Profiles
Ali Shojaie, Alexandra Jauhiainen, Michael Kallitsis +1
Reconstructing transcriptional regulatory networks is an important task in functional genomics. Data obtained from experiments that perturb genes by knockouts or RNA interference c…
Regularized estimation in sparse high-dimensional time series models
Sumanta Basu, George Michailidis
Many scientific and economic problems involve the analysis of high-dimensional time series datasets. However, theoretical studies in high-dimensional statistics to date rely primar…
A State-Space Approach for Optimal Traffic Monitoring via Network Flow Sampling
Michael Kallitsis, Stilian Stoev, George Michailidis
The robustness and integrity of IP networks require efficient tools for traffic monitoring and analysis, which scale well with traffic volume and network size. We address the probl…
Structural and Functional Discovery in Dynamic Networks with Non-negative Matrix Factorization
Shawn Mankad, George Michailidis
Time series of graphs are increasingly prevalent in modern data and pose unique challenges to visual exploration and pattern extraction. This paper describes the development and ap…
Two-Stage Plans for Estimating a Threshold Value of a Regression Function
Runlong Tang, Moulinath Banerjee, George Michailidis +1
This study investigates two-stage plans based on nonparametric procedures for estimating an inverse regression function at a given point. Specifically, isotonic regression is used…
Socially optimal charging strategies for electric vehicles
Elena Yudovina, George Michailidis
Electric vehicles represent a promising technology for reducing emissions and dependence on fossil fuels and have started entering different automotive markets. In order to bolster…