Gerardo Duran-Martin
2 papers ยท Latest:
Statistical Machine Learning
Doubly Outlier-Robust Online Infinite Hidden Markov Model
This paper introduces BR-iHMM, a robust online infinite hidden Markov model that handles outliers and model misspecification in streaming data.
2604.14322
Statistical Machine LearningA Predictive View on Streaming Hidden Markov Models
This paper introduces a predictive-first framework for streaming Hidden Markov Models, deriving a beam search algorithm for efficient online regime identification.
2604.09208
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