
Overview
Background
Professor Guido Zuccon is a Professorial Research Fellow at The University of Queensland, Electrical Engineering and Computer Science School, the AI DIrector for the Queensland Digital Health Centre (QDHeC), an Affiliate Professor at the UQ Centre for Health Services Research, Faculty of Medicine, and an Honorary Reader at Strathclyde University (UK). He leads the Information Engineering Lab (ielab), a research team working in Information Retrieval and Health Data Science. He was an ARC DECRA Fellow (2018-2020).
Guido's main research interests are Information Retrieval, Health Search, Formal Models of Search and Search Interaction, and Health Data Science. He has successfully attracted funding from the ARC via an ARC Discovery Early Career Research Award Fellowship and an ARC Discoverty Project. His research has also been funded by Google (Google Research Awards program), Grain Research and Development Corporation (GRDC), Microsoft (Microsoft Azure for Research Award), the CSIRO (research gifts and PhD Students Top-up scholarships), the Australian Academy of Science (FASIC program), the European Science Foundation, and Neusoft Corporation.
Guido has published more than 100 peer-reviewed research articles at conferences and in journals, in information retrieval and health informatics; of these more than 30 are ranked in the top 10% of his filed (field weighted average) and more than 10 are ranked in the top 1%. He has won best papers award at AIRS 2017 (“Automatic Query Generation from Legal Texts for Case Law Retrieval”), CLEF 2016 (“Assessors agreement: A case study across assessor type, payment levels, query variations and relevance dimensions”), ALTA 2015 (“Analysis of Word Embeddings and Sequence Features for Clinical Information Extraction”), and ECIR 2012 (“Top-k retrieval using facility location analysis”). His research on people using search engines to seek health advice on the web has been widely disseminated by the media (190+ national and international newspaper articles, 10+ TV and radio interviews in 2015; see the media page coverage for that project). Guido is the Consumer Health Search task leader for the CLEF eHealth Evaluation Lab, since 2014. He is one of the TREC 2019 Decision Track organisers: this is an international evaluation effort in Information Retrieval that aims to investigate how people use search engines to make decisions (with a focus in 2019 on consumer health search). Guido has provided scientific tutorials to other researchers in his field at ACM SIGIR 2015 and 2018, ACM CIKM 2015, ACM ICTIR 2016, RUSSIR 2018, WSDM 2019.
Guido has reviewed for top journals and conferences in his field, including ACM TOIS, FnTIR, JASIST, IRJ, ACM TIST, ACM TWEB, IP&M, ACM SIGIR,ACM CIKM, ACM ICTIR, ACM WSDM, WWW, ECIR, ACM SIG-PODS. He was awarded the Best Reviewer Award at ECIR 2014. He has served as general chair, program chair, workshop chair and publicity chair for conferences in his research field, including ADCS (either PC Chair or General Chair in 2013, 2014, 2017), AIRS 2015 (General Chair), ECIR 2015 (Workshop Chair) and WSDM 2019 (publicity chair). Dr Zuccon is the Information co-Director for ACM SIGIR and was one of the recognised IR leaders invited to participate to the 3rd Strategic Workshop in Information Retrieval (SWIRL III, 2018).
Before joining the University of Queensland, Guido was a Lecturer (2014-2017) and Senior Lecturer (2017-2018) at the Queensland University of Technology, Australia, and a Post Doctoral Research Fellow at the Australian E-Health Research Centre (AEHRC), CSIRO (2011-2014), Australia. He received a Ph.D. in Computer Science at the University of Glasgow, UK (2012), focusing on Formal Models of Information Retrieval based on Quantum Theory, and a M.Comp.Eng. summa cum laude at the University of Padova, Italy (2007).
Availability
- Professor Guido Zuccon is:
- Available for supervision
Fields of research
Qualifications
- Doctor of Philosophy, University of Glasgow
Research interests
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Formal models of Information Retrieval
Models of search, information seeking and interactions; Semantic models of search; Exploiting word embeddings and deep learning in Information Retrieval; Evaluation of Information Retrieval (including task-based evaluation)
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Medical/Health Information Retrieval and Data Science
Retrieval models and strategies for consumers searching the web for health advise; Retrieval models and strategies for cohort identification for clinical trials from electronic medical records; Retrieval models and strategies for clinical decision support and evidence-based medicine; Models, approaches and strategies for automating systematic reviews, in particular with respect to the search phase health search evaluation; Semantic models for health data science, including automatic and bootstrapped generation and exploitation of health knowledge graph
Works
Search Professor Guido Zuccon’s works on UQ eSpace
2013
Conference Publication
Efficient top-k retrieval with signatures
Chappell, Timothy, Geva, Shlomo, Nguyen, Anthony and Zuccon, Guido (2013). Efficient top-k retrieval with signatures. 18th Australasian Document Computing Symposium, Brisbane, QLD Australia, 5 - 6 December 2013 . New York, NY United States: ACM Press. doi: 10.1145/2537734.2537742
2013
Conference Publication
Towards a visually enhanced medical search engine
Lalwani, Lavish, Zuccon, Guido, Sharaf, Mohamed and Nguyen, Anthony (2013). Towards a visually enhanced medical search engine. 2nd Australasian Workshop on Artificial Intelligence in Health, AIH 2013 and the 4th International Workshop on Collaborative Agents - Research and Development, CARE 2013 - Co-located with the 26th Australasian Joint Conference on Artificial Intelligence, AI 2013, Dunedin, New Zealand, 3 December 2013. Aachen: CEUR-WS.
2013
Journal Article
Classification of cancer-related death certificates using machine learning
Butt, Luke, Zuccon, Guido, Nguyen, Anthony, Bergheim, Anton and Grayson, Narelle (2013). Classification of cancer-related death certificates using machine learning. Australasian Medical Journal, 06 (05), 292-299. doi: 10.21767/amj.2013.1654
2013
Conference Publication
Term associations in query expansion: a structural linguistic perspective
Symonds, Michael, Zuccon, Guido, Koopman, Bevan, Bruza, Peter and Sitbon, Laurianne (2013). Term associations in query expansion: a structural linguistic perspective. 22nd ACM international conference on Information & Knowledge Management, San Francisco, CA, United States, 27 October - 01 November 2013. New York, NY, United States: ACM Press. doi: 10.1145/2505515.2507852
2013
Conference Publication
ADCS reaches adulthood: an analysis of the conference and its community over the last eighteen years
Koopman, Bevan, Zuccon, Guido, De Vine, Lance, Bakharia, Aneesha, Bruza, Peter, Sitbon, Laurianne and Gibson, Andrew (2013). ADCS reaches adulthood: an analysis of the conference and its community over the last eighteen years. 18th Australasian Document Computing Symposium, Brisbane, QLD, Australia, 5-6 December 2013. New York, NY, USA: ACM Press. doi: 10.1145/2537734.2537741
2013
Conference Publication
Overview of the ShARe/CLEF eHealth Evaluation Lab 2013
Suominen, Hanna, Salanterä, Sanna, Velupillai, Sumithra, Chapman, Wendy W., Savova, Guergana, Elhadad, Noemie, Pradhan, Sameer, South, Brett R., Mowery, Danielle L., Jones, Gareth J. F., Leveling, Johannes, Kelly, Liadh, Goeuriot, Lorraine, Martinez, David and Zuccon, Guido (2013). Overview of the ShARe/CLEF eHealth Evaluation Lab 2013. 4th International Conference of the CLEF Initiative (CLEF 2013), Valencia, Spain, 23-26 September 2013. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-40802-1_24
2012
Conference Publication
Is the unigram relevance model term independent? Classifying term dependencies in query expansion
Symonds, Mike, Bruza, Peter, Zuccon, Guido, Sitbon, Laurianne and Turner, Ian (2012). Is the unigram relevance model term independent? Classifying term dependencies in query expansion. 17th Australasian Document Computing Symposium, ADCS 2012, Dunedin, New Zealand, 5-6 December 2012. New York, NY, United States: ACM Press. doi: 10.1145/2407085.2407102
2012
Conference Publication
Graph-based concept weighting for medical information retrieval
Koopman, Bevan, Zuccon, Guido, Bruza, Peter, Sitbon, Laurianne and Lawley, Michael (2012). Graph-based concept weighting for medical information retrieval. Seventeenth Australasian Document Computing Symposium, Dunedin, New Zealand, 5-6 December 2012. New York, NY, USA: ACM Press. doi: 10.1145/2407085.2407096
2012
Conference Publication
Top-k retrieval using facility location analysis
Zuccon, Guido, Azzopardi, Leif, Zhang, Dell and Wang, Jun (2012). Top-k retrieval using facility location analysis. 34th European Conference on Information Retrieval (ECIR 2012), Barcelona, Spain, 1-5 April 2012. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-28997-2_26
2012
Conference Publication
An evaluation of corpus-driven measures of medical concept similarity for information retrieval
Koopman, Bevan, Zuccon, Guido, Bruza, Peter, Sitbon, Laurianne and Lawley, Michael (2012). An evaluation of corpus-driven measures of medical concept similarity for information retrieval. 21st ACM international conference on Information and knowledge management, Maui, HI, United States, 29 October - 02 November 2012. New York, NY, United States: ACM Press. doi: 10.1145/2396761.2398661
2012
Conference Publication
A comprehensive analysis of parameter settings for novelty-biased cumulative gain
Leelanupab, Teerapong, Zuccon, Guido and M. Jose, Joemon (2012). A comprehensive analysis of parameter settings for novelty-biased cumulative gain. 21st ACM international Conference on Information and Knowledge Management, Maui, HI, United States, 29 October - 02 November 2012. New York, NY, United States: ACM Press. doi: 10.1145/2396761.2398550
2012
Conference Publication
Exploiting medical hierarchies for concept-based information retrieval
Zuccon, Guido, Koopman, Bevan, Nguyen, Anthony, Vickers, Deanne and Butt, Luke (2012). Exploiting medical hierarchies for concept-based information retrieval. Seventeenth Australasian Document Computing Symposium, Dunedin, New Zealand, 5-6 December 2012. New York, NY, USA: ACM Press. doi: 10.1145/2407085.2407100
2011
Conference Publication
On the use of complex numbers in quantum models for information retrieval
Zuccon, Guido, Piwowarski, Benjamin and Azzopardi, Leif (2011). On the use of complex numbers in quantum models for information retrieval. Third International Conference on the Theory of Information Retrieval, ICTIR 2011, Bertinoro, Italy, 12-14 September 2011. Berlin, Germany: Springer. doi: 10.1007/978-3-642-23318-0_36
2011
Conference Publication
The interactive PRP for diversifying document rankings
Zuccon, Guido, Azzopardi, Leif and van Rijsbergen, C.J. "Keith" (2011). The interactive PRP for diversifying document rankings. 34th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2011), Beijing, China, 24-28 July 2011. New York, NY, United States: ACM Press. doi: 10.1145/2009916.2010132
2011
Conference Publication
Back to the roots: mean-variance analysis of relevance estimations
Zuccon, Guido, Azzopardi, Leif and van Rijsbergen, Keith (2011). Back to the roots: mean-variance analysis of relevance estimations. 33rd European Conference on IR Research, Dublin, Ireland, 18-21 April 2011. Berlin, Heidelberg: Springer Berlin Heidelberg. doi: 10.1007/978-3-642-20161-5_78
2011
Conference Publication
Using emotion to diversify document rankings
Moshfeghi, Yashar, Zuccon, Guido and Jose, Joemon M. (2011). Using emotion to diversify document rankings. Third International Conference on the Theory of Information Retrieval, ICTIR 2011, Bertinoro, Italy, 12-14 September 2011. Berlin, Germany: Springer. doi: 10.1007/978-3-642-23318-0_34
2011
Conference Publication
An analysis of ranking principles and retrieval strategies
Zuccon, Guido, Azzopardi, Leif and Van Rijsbergen, C. J. Keith (2011). An analysis of ranking principles and retrieval strategies. ICTIR: Conference on the Theory of Information Retrieval, Bertinoro, Italy, 12-14 September 2011. Berlin, Germany: Springer. doi: 10.1007/978-3-642-23318-0_15
2011
Conference Publication
A Query-Basis Approach to Parametrizing Novelty-Biased Cumulative Gain
Leelanupab, Teerapong, Zuccon, Guido and Jose, Joemon M. (2011). A Query-Basis Approach to Parametrizing Novelty-Biased Cumulative Gain. 3rd International Conference on the Theory of Information Retrieval (ICTIR 2011), Bertinoro, Italy, 12-14 September 2011. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-23318-0_32
2010
Conference Publication
Has portfolio theory got any principles?
Zuccon, Guido, Azzopardi, Leif and van Rijsbergen, C.J. "Keith" (2010). Has portfolio theory got any principles?. 33rd International ACM SIGIR Conference on Research and Development in Information Retrieval - SIGIR '10, Geneva, Switzerland, 19-23 July 2010. New York, NY, United States: ACM Press. doi: 10.1145/1835449.1835600
2010
Conference Publication
Estimating interference in the QPRP for subtopic retrieval
Zuccon, Guido, Azzopardi, Leif, Hauff, Claudia and van Rijsbergen, C.J. Keith (2010). Estimating interference in the QPRP for subtopic retrieval. 33rd International ACM SIGIR Conference on Research and Development in Information Retrieval - SIGIR '10, Geneva, Switzerland, 19-23 July 2010. New York, NY, United States: ACM Press. doi: 10.1145/1835449.1835593
Funding
Current funding
Supervision
Availability
- Professor Guido Zuccon is:
- Available for supervision
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Supervision history
Current supervision
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Doctor Philosophy
Evidence-based Large Language Models as Health Information Mediators
Principal Advisor
Other advisors: Mr Anton Van Der Vegt
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Doctor Philosophy
Advanced Query Representation and Feedback Methods for Neural Information Retrieval
Principal Advisor
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Doctor Philosophy
Large Language Models for Search
Principal Advisor
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Doctor Philosophy
Data Mining on Many-to-Many Complex Relationships
Principal Advisor
Other advisors: Professor Xue Li
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Doctor Philosophy
Summarisation of Healthcare Information
Principal Advisor
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Doctor Philosophy
AI-driven Effective Query Formulation for Better Systematic Reviews
Principal Advisor
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Doctor Philosophy
AI-driven Effective Query Formulation for Better Systematic Reviews
Principal Advisor
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Doctor Philosophy
Symptom Checkers, Search Engines and Conversational Agents for Online Health Information Seeking
Principal Advisor
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Doctor Philosophy
Sample sub-group algorithm bias analysis for machine learning evaluation in the clinical domain
Associate Advisor
Other advisors: Professor Clair Sullivan, Dr Andrew Mallett, Mr Anton Van Der Vegt, Professor Emma McBryde
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Doctor Philosophy
Human-centered verification of language model outputs
Associate Advisor
Other advisors: Dr Joel Mackenzie, Professor Tim Miller
Completed supervision
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2023
Doctor Philosophy
Recommending Data Visualizations: Tackling Diversification and Data Quality Challenges
Principal Advisor
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2023
Doctor Philosophy
Teaching Pre-trained Language Models to Rank Effectively, Efficiently, and Robustly
Principal Advisor
Other advisors: Dr Joel Mackenzie
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2022
Doctor Philosophy
Electronic Health Record Representation for Similarity Computing
Principal Advisor
Other advisors: Professor Xue Li
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2020
Doctor Philosophy
Search Engines that Help People Make Better Health Decisions
Principal Advisor
Other advisors: Professor Gianluca Demartini
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2020
Doctor Philosophy
Minimal interaction Information Retrieval: A theoretical framework with applications in clinical decision support
Principal Advisor
Other advisors: Professor Xue Li
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2024
Doctor Philosophy
Exploring Facets of Model Generalizability on Out-of-Distribution Data
Associate Advisor
Other advisors: Associate Professor Mahsa Baktashmotlagh
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2024
Doctor Philosophy
A Study of Active Learning for Named Entity Recognition
Associate Advisor
Other advisors: Professor Gianluca Demartini
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Media
Enquiries
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