4 papers
Differentially private multivariate medians
Kelly Ramsay, Aukosh Jagannath, Shoja'eddin Chenouri
Statistical tools which satisfy rigorous privacy guarantees are necessary for modern data analysis. It is well-known that robustness against contamination is linked to differential…
An Efficient Continual Learning Framework for Multivariate Time Series Prediction Tasks with Application to Vehicle State Estimation
Arvin Hosseinzadeh, Ladan Khoshnevisan, Mohammad Pirani +2
In continual time series analysis using neural networks, catastrophic forgetting (CF) of previously learned models when training on new data domains has always been a significant c…
Graph-based Change Point Detection for Functional Data
Jeremy VanderDoes, Shojaeddin Chenouri
Modeling functions that are sequentially observed as functional time series is becoming increasingly common. In such models, it is often crucial to ensure data homogeneity. We inve…
A Comprehensive Framework for Statistical Inference in Measurement System Assessment Studies
Banafsheh Lashkari, Shojaeddin Chenouri
Measurement system analysis aims to quantify the variability in data attributable to the measurement system and evaluate its contribution to overall data variability. This paper co…