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S. Mazuelas

18 papers hereh-index 252.7k citations77 works total

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

author position
  • first author5
  • middle author12

Across the 17 of 18 papers where every author was matched, so the position is known.

fields
  • stat.ML9
  • cs.LG3
  • cs.AI2
  • eess.SP2
  • cs.CV1
  • cs.IT1

identity via Semantic Scholar / OpenAlex

activity
20132026
most citedSupervised classification via minimax probabilistic transformations

1 citations · 5 across the 9 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

cs.LG2020

Probabilistic Load Forecasting Based on Adaptive Online Learning

Verónica Álvarez, Santiago Mazuelas, José A. Lozano

Load forecasting is crucial for multiple energy management tasks such as scheduling generation capacity, planning supply and demand, and minimizing energy trade costs. Such relevan…

stat.ML2020

Minimax Classification with 0-1 Loss and Performance Guarantees

Santiago Mazuelas, Andrea Zanoni, Aritz Perez

Supervised classification techniques use training samples to find classification rules with small expected 0-1 loss. Conventional methods achieve efficient learning and out-of-samp…

stat.ML2020

Generalized Maximum Entropy for Supervised Classification

Santiago Mazuelas, Yuan Shen, Aritz Pérez

The maximum entropy principle advocates to evaluate events' probabilities using a distribution that maximizes entropy among those that satisfy certain expectations' constraints. Su…

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