Artificial Intelligence and Decision Support

About Domain

Our Laboratory of Artificial Intelligence and Decision Support (LIAAD) conducts research in the fields of Artificial Intelligence, Machine Learning, Data Science, and Modelling. These areas are cross-cutting and apply to all sectors of society and the economy. The vast amounts of data being collected, alongside the ubiquity of digitalisation and sensorisation, are increasingly creating opportunities and challenges for automating decision support. The combination of Machine Learning and complex models is transforming the economy, healthcare, justice, industry, science, public administration, and education. This encourages us to invest in diverse technological and scientific approaches and perspectives. Our overarching strategy is to explore the flow and diversification of data, and to invest in research lines that will lead to the development of applied Artificial Intelligence foundations and models that are responsible and human centred.

Flagship Projects

EMERITUS

Argos

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Selected Publications

Spatio-Temporal Predictive Modeling Techniques for Different Domains: a Survey

Kumar, R;Bhanu, M;Mendes Moreira, J;Chandra, J;

2024

ACM Computing Surveys

A weighted rank measure of correlation

Da Costa, JP;Soares, C;

2005

AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS

Replicated INAR(1) processes

Silva, I;Silva, ME;Pereira, I;Silva, N;

2005

METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY

A hybrid genetic algorithm for the job shop scheduling problem

Goncalves, JF;Mendes, JJDM;Resende, MGC;

2005

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

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Team Members

Team Leaders

Alípio Jorge

I am an associate professor at the Department of Computer Science of the Faculty of Science of the University of Porto and the coordinator of LIAAD , the Artificial Intelligence and Decision Support Lab of UP. LIAAD is a unit of INESC TEC (Laboratório Associado) since 2007. I am a PhD in Computer Science by U. Porto, MSc. on Foundations of Advanced Information Technology by the Imperial Collegeand BSc. in Applied Maths and Computer Science, currently Computer Science (U. Porto). My research interests are Data Mining and Machine Learning, in particular association rules, web and text intelligence and data mining for decision support. My past research also includes Inductive Logic Programming and Collaborative Data Mining. I lecture courses related to programming, information processing, data mining, and other areas of computing. While at the Faculty of Economics, where I stayed from 1996 to 2009, I launched, with other colleagues, the MSc. on Data Analysis and Decisison Support Systems, which I coordinated from 2000 to April 2008. I lead research projects on data mining and web intelligence. I was the director of the Masters in Computer Science at DCC-FCUP from June 2010 to August 2013. I co-chaired international conferences (ECML/PKD 2015, Discovery Science 2009, ECML/PKDD 05 and EPIA 01), workshops and seminars in data mining and artificial intelligence. I was Vice-President of APPIA the Portuguese Association for Artificial Intelligence.