Research
Dynamic Estimation of Slowly Varying Sequences
Gokhale, Khodak, and Silwal study sequentially approximating functions of each element in a slowly-varying sequence, where successive elements change by small magnitudes. The work provides algorithms with guarantees for this online-estimation regime. Of interest to practitioners building streaming, monitoring, or online-learning systems where state drifts gradually over time.
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