Why did the prediction change? Explaining changes in predictions as time progresses

Few works on machine learning (ML) explanations design explanations from the perspective of model deployment in the real-world. This work addresses the challenges of understanding ML models applied to event-based time-series data, concretizes two explanation scenarios, and proposes explanations base...

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Bibliographic Details
Main Author: Wang, Wei-En Warren
Other Authors: Veeramachaneni, Kalyan
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/153884