Andrés L Suárez-Cetrulo

Andrés L Suárez-Cetrulo
University College Dublin | UCD · Centre for Applied Data Analytics Research

PhD in Computer Science

About

7
Publications
2,633
Reads
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65
Citations
Introduction
Andrés L Suárez-Cetrulo currently works at the Centre for Applied Data Analytics Research at University College Dublin, Ireland. He holds a PhD in Artificial Intelligence at University Carlos III de Madrid with International Doctorate and Cum Laude mentions. See more in: https://about.me/suarez-cetrulo
Additional affiliations
October 2018 - April 2022
Centre for Applied Artificial Intelligence Research (CeADAR)
Position
  • Senior Data Scientist
February 2015 - September 2018
Deloitte & Touche Llp
Position
  • Senior Consultant - Data Scientist
October 2013 - September 2014
Vodafone
Position
  • Analyst
Education
March 2017 - June 2022
University Carlos III de Madrid
Field of study
  • PhD in Artificial Intelligence

Publications

Publications (7)
Article
Stream Processing has recently become one of the current commercial trends to face huge amounts of data. However, normally these techniques need specific infrastructures and high resources in terms of memory and computing nodes. This paper shows how mini-batch techniques and topology extraction methods can help making gigabytes of data to be manage...
Article
Full-text available
In recent years, the problem of concept drift has gained importance in the financial domain. The succession of manias, panics and crashes have stressed the non-stationary nature and the likelihood of drastic structural or concept changes in the markets. Traditional systems are unable or slow to adapt to these changes. Ensemble-based systems are wid...
Article
This study explores the suitability of neural networks with a convolutional component as an alternative to traditional multilayer perceptrons in the domain of trend classification of cryptocurrency exchange rates using technical analysis in high frequencies. The experimental work compares the performance of four different network architectures -con...
Article
Full-text available
Wind power forecasting is a field characterised by sudden weather-related events, turbine failures and constraints imposed by the electricity grid. Nowadays, different energy markets add the extra challenge of requiring predictions at the minute level a day forward for bidding-processes. This is to avoid trading energy as a bulk and match demand. I...
Conference Paper
Full-text available
The investment of time and resources for better strategies and methodologies to tackle a potential pandemic is key for dealing with potential outbreaks of new variants or other viruses in the future. In this work, we recreated the scene of 2020 for the fifty countries with more COVID-19 cases reported. We performed some experiments to compare state...
Preprint
Full-text available
The investment of time and resources for better strategies and methodologies to tackle a potential pandemic is key to deal with potential outbreaks of new variants or other viruses in the future. In this work, we recreated the scene of a year ago, 2020, when the pandemic erupted across the world for the fifty countries with more COVID-19 cases repo...

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Projects

Projects (2)
Archived project
Forecasting using AI in computational finance.