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researcher

P. Tavallali

11 papers hereh-index 13531 citations45 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author4
  • last author2

Across the 11 of 11 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • math.NA3
  • stat.ML2
  • cs.SE1
  • stat.AP1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20162025
most citedOne-Shot Learning of Stochastic Differential Equations with Data Adapted Kernels

30 citations · 35 across the 8 of their papers we have counts for

collaborators
Showing 2022 · stat.MLShow all

2 papers · 2 filters

stat.ML2022

Optimal Stopping with Gaussian Processes

Kshama Dwarakanath, Danial Dervovic, Peyman Tavallali +2

We propose a novel group of Gaussian Process based algorithms for fast approximate optimal stopping of time series with specific applications to financial markets. We show that str…

stat.ML2022★ 30 cited

One-Shot Learning of Stochastic Differential Equations with Data Adapted Kernels

Matthieu Darcy, Boumediene Hamzi, Giulia Livieri +2

We consider the problem of learning Stochastic Differential Equations of the form dXt​=f(Xt​)dt+σ(Xt​)dWt​ from one sample trajectory. This problem is more challenging than le…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.