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X-WR-CALNAME:UC Irvine Donald Bren School of Information & Computer Sciences
X-ORIGINAL-URL:https://ics.uci.edu
X-WR-CALDESC:Events for UC Irvine Donald Bren School of Information & Computer Sciences
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DTSTART:20250309T100000
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DTSTART;TZID=America/Los_Angeles:20251009T160000
DTEND;TZID=America/Los_Angeles:20251009T170000
DTSTAMP:20260307T163925
CREATED:20250917T211448Z
LAST-MODIFIED:20250917T212106Z
UID:26062-1760025600-1760029200@ics.uci.edu
SUMMARY:Timely Decision Making with Practical Consideration
DESCRIPTION:Abstract: Biomarker levels are associated with adverse events among patients. These adverse events present serious health risks to affected patients and are associated with significant financial costs. Thus\, a high-quality predictive model that could identify high-risk patients has the potential to improve patient outcomes while reducing healthcare costs. From the perspective of sequential decision making\, we propose a novel approach for early classification of time series incorporating various constraints. The classifier either concludes positively/negatively based on the series or waits for further information from the next time step. We characterize the trade-off among multiple criteria\, such as sensitivity\, specificity and earliness. We also explicitly formulate the optimal solution\, which is tractable via plugging-in estimators. Experimental studies demonstrate its potential in real-world applications.
URL:https://ics.uci.edu/event/timely-decision-making-with-practical-consideration/
LOCATION:Donald Bren Hall\, Irvine\, CA\, 92697\, United States
ATTACH;FMTTYPE=image/jpeg:https://ics.uci.edu/wp-content/uploads/2025/09/Yingqi-Zhao-resize.jpg
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