Article-Journal

Generalized Bayesian additive regression trees for restricted mean survival time inference

Prediction methods for time-to-event outcomes often utilize survival models that rely on strong assumptions about noninformative censoring or on how individual-level covariates and …

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Mahsa Ashouri

Analyzing Taiwanese traffic patterns on consecutive holidays through forecast reconciliation and prediction-based anomaly detection techniques

This study explores traffic patterns on Taiwanese highways during consecutive holidays and focuses on understanding Taiwanese highway traffic behavior. We propose a …

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Mahsa Ashouri

An interactive clustering-based visualization tool for air quality data analysis

Examining PM2.5 (atmospheric particulate matter with a maximum diameter of 2.5 micrometers), seasonal patterns is an important research area for environmental scientists. An …

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Mahsa Ashouri

Interactive tool for clustering and forecasting patterns of Taiwan COVID-19 spread

In this research, we aimed to demonstrate the importance of Management Information systems (MISs) in education planning by collecting data and delivering forecast results to …

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Mahsa Ashouri

Fast forecast reconciliation using linear models

Forecasting hierarchical or grouped time series usually involves two steps, computing base forecasts and reconciling the forecasts. Base forecasts can be computed by popular time …

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Mahsa Ashouri

Tree-based methods for clustering time series using domain-relevant attributes

This research proposes two new methods for clustering time series that capture temporal information (trend, seasonality, and autocorrelation) and domain-relevant cross-sectional …

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Mahsa Ashouri

Assessing the value of an information system for developing predictive analytics: the case of forecasting school-level demand in Taiwan

Analytics is important for education planning. Deploying forecasting analytics requires management information systems (MISs) that collect the needed data and deliver the forecasts …

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Mahsa Ashouri