Note: On leave
Since February 2020 I am on leave from UPC and full time at
Amalfi Analytics.
The UPC email address will continue working. I will not be able to take any interns or PhD students
in the foreseeable future.
Current projects and activities
- Co-chair of the Nectar Track of ECML PKDD 2025.
- Co-organizer of the
Workshop on Data Science for Social Good,
associated to ECML PKDD. 10 editions so far (2016-2025).
- Invited speaker at the Applied Data Science Track of KDD 2024.
Title of my talk: "Machine Learning for Clinical Management: From the Lab to the Hospital."
Title and slides in my Publications page.
- July 2020: Panelist in a session on
Data for Good at ICML 2020. One live session, and a re-run.
- Co-founder of Amalfi Analytics, a spin-off of UPC
that applies our research in Machine Learning and Data Mining to the management of healthcare organizations.
Our typical customers are hospitals and healthcare planning agencies.
We help them use their data to improve patient attention processes
in cost-effective ways.
- Related to healthcare Analytics, PI of ongoing collaboration agreements with
Hospital de Sant Pau (readmission predictions),
Catalan Institute of Oncology (ICO) (temporal trajectories of oncology patients),
Fundació Pere Virgili (evolution of fragile patients),
CatSalut (Health Service of Catalonia) (patient mobility and resource usage),
Consorci Sanitari del Maresme (absenteeism and work injuries in the healthcare workforce),
Consorci Sanitari de Terrassa (patient flows in the emergency department).
- PI of AGAUR Llavor project
"A system for predicting and managing admission pressure at hospital emergency department".
This project is partially funded by the "Fons Europeus de Desenvolupament Regional" (FEDER)
of the EU within the "Programa operatiu FEDER de Catalunya 2014-2020".
- Machine learning advisor in a collaboration agreement UPC - Gas Natural-Fenosa
on predicting fraud in utility consumption. PI: Josep Carmona, CS-UPC.
- Collaboration with Futbol Club Barcelona (Barça) for
an industrial doctorate on sports analytics.
- Collaboration with Transport Simulation Systems for an
industrial doctorate
on traffic prediction and management using machine learning.
- MACDA (Management of Complex Data) project of the Spanish Misterio of Economía, Industria y Competitividad. 2018-2020. PIs:
Josep Lluís Larriba-Pey and Ramon Ferrer-i-Cancho, UPC.
Some past projects and activities
- The APCOM project (Aprendizaje y Comunicación = Learning and Communication) (2015-2017),
of Ministerio de Economía y Competitividad, led by Marta Arias and Glyn Morrill (UPC).
- Editor of
Theoretical Computer Science, 2010-2016.
- Presenter at the ECML PKDD 2015 summer school on Data Sciences for Big Data - Resource Aware Data Mining.
- Co-chair of the Nectar Track of ECML PKDD 2015.
- The MICINN BASMATI project (Biological and Social Data Mining:
Algorithms, Theory, and Implementations) (2012-2014), together with
U. Zaragoza and U. Cantabria.
- Demo co-chair of ECML PKDD 2014.
- Co-editor of a
special issue on Social Web mining
of the ACM Transactions on Intelligent Systems and Technology (ACM TIST),
2013.
- Member of the Scientific Committee of
Pautomac:
The ICGI 2012 probabilistic automata learning competition.
November 2011-September 2012.
- Co-chair of the IJCAI
Intl. Workshop on Social Web Mining (Barcelona, july 2011).
- The EU PASCAL2 Network
on Pattern Analysis, Statistical Modelling, and Computational Learning
(2008-2013).
- The MICINN
SESAAME
project, together with U. Málaga and U. Zaragoza (2009-2011).
- Organization co-chair of
ECML PKDD 2010
(Barcelona, September 2010).
- Program Committee member of
MLHC 2018 (machine learning in healthcare),
GRADES 2018 (graph and network management and analysis),
ICGI 2018 (grammatical inference),
IJCAI 2015,
BigMine 2014,
ACML 2013.