Worst-Case Convergence Time of ML Algorithms via Extreme Value Theory

Author:

Tizpaz-Niari Saeid1ORCID,Sankaranarayanan Sriram2ORCID

Affiliation:

1. University of Texas at El Paso, El Paso, Texas, USA

2. University of Colorado - Boulder, Boulder, Colorado, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference45 articles.

1. Ahmed, H.: Extreme value theory in a nutshell with various applications (2021), https://towardsdatascience.com/extreme-value-theory-in-a-nutshell-with-various-applications-3260b6a84316

2. Amodei, D., Hernandez., D.: Ai and compute (2018), https://openai.com/research/ai-and-compute

3. EVT-based worst case delay estimation under process variation

4. Apogee-Research: Snapbuddy application (2016), https://github.com/Apogee-Research/STAC/tree/master/Engagement_Challenges/Engagement_2/snapbuddy_1

5. Cazorla, F.J., Vardanega, T., Quiñones, E., Abella, J.: Upper-bounding program execution time with extreme value theory. In: 13th International Workshop on Worst-Case Execution Time Analysis. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2013)

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