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Andrea Ponti

12 papers hereh-index 8234 citations47 works total

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

author position
  • sole author2
  • middle author10

Across the 12 of 12 papers where every author was matched, so the position is known.

fields
  • cs.LG6
  • cs.AI1
  • cs.CY1
  • cs.SI1
  • eess.SP1
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20202025
most citedFair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization

5 citations · 7 across the 10 of their papers we have counts for

collaborators
Showing 2021Show all

4 papers · 1 filter

math.OC2021★ 1 cited

Gamifying optimization: a Wasserstein distance-based analysis of human search

Antonio Candelieri, Andrea Ponti, Francesco Archetti

The main objective of this paper is to outline a theoretical framework to characterise humans' decision-making strategies under uncertainty, in particular active learning in a blac…

cs.LG2021

Multi-Task Learning on Networks

Andrea Ponti

The multi-task learning (MTL) paradigm can be traced back to an early paper of Caruana (1997) in which it was argued that data from multiple tasks can be used with the aim to obtai…

eess.SP2021

Risk Aware Optimization of Water Sensor Placement

Antonio Candelieri, Andrea Ponti, Francesco Archetti

Optimal sensor placement (SP) usually minimizes an impact measure, such as the amount of contaminated water or the number of inhabitants affected before detection. The common choic…

cs.AI2021

Uncertainty quantification and exploration-exploitation trade-off in humans

Antonio Candelieri, Andrea Ponti, Francesco Archetti

The main objective of this paper is to outline a theoretical framework to analyse how humans' decision-making strategies under uncertainty manage the trade-off between information…

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