Publications

2017
PDF Bandit algorithms in interactive information retrieval.
Dorota Glowacka.
ICTIR 2017.
PDF Dynamic exploratory search in content-based image retrieval.
Joel Pyykkö and Dorota Glowacka.
SCIA 2017.
PDF Towards fine-grained adaptation of exploration/exploitation in information retrieval.
Alan Medlar, Joel Pyykkö, and Dorota Glowacka.
IUI 2017.
PDF Exploratory Search and Interactive Data Analytics.
Dorota Glowacka, Evangelos E. Milios, Axel J. Soto, and Fernando Vieira Paulovich.
IUI 2017.
PDF Exploring scientific literature search through topic models.
Amin Sorkhei, Kalle Ilves, and Dorota Glowacka.
ESIDA 2017.
PDF Using topic models to assess document relevance in exploratory search user studies.
Alan Medlar and Dorota Glowacka.
CHIIR 2017.
2016
PDF Is exploratory search different? A comparison of information search behavior for exploratory and lookup tasks.
Kumaripaba Athukorala, Dorota Glowacka, Giulio Jacucci, Antti Oulasvirta, and Jilles Vreeken.
JASIST 67 (11), 2635-2651.
PDF Deep gate recurrent neural network.
Yuan Gao and Dorota Glowacka.
ACML 2016.
PDF Dealing with concept drift in exploratory search: An interactive Bayesian approach.
Antti Kangasrääsiö, Yi Chen, Dorota Glowacka, and Samuel Kaski.
IUI 2016.
PDF Interactive intent modeling from multiple feedback domains.
Pedram Daee, Joel Pyykkö, Dorota Glowacka, and Samuel Kaski.
IUI 2016.
PDF Beyond relevance: Adapting exploration/exploitation in information retrieval.
Kumaripaba Athukorala, Alan Medlar, Antti Oulasvirta, Giulio Jacucci, and Dorota Glowacka.
IUI 2016.
PDF PULP: A system for exploratory search of scientific literature.
Alan Medlar, Kalle Ilves, Ping Wang, Wray L. Buntine, and Dorota Glowacka.
SIGIR 2016.
PDF Interactive content-based image retrieval with deep neural networks.
Joel Pyykkö and Dorota Glowacka.
Symbiotic 2016.
PDF Interactive modeling of concept drift and errors in relevance feedback.
Antti Kangasrääsiö, Yi Chen, Dorota Glowacka, and Samuel Kaski.
UMAP 2016.
PDF Image retrieval with a Bayesian model of relevance feedback.
Dorota Glowacka, Yee Whye Teh, and John Shawe-Taylor.
arXiv (preprint).
2015
PDF Balancing exploration and exploitation: Empirical parameterization of exploratory search systems.
Kumaripaba Athukorala, Alan Medlar, Kalle Ilves, and Dorota Glowacka.
CIKM 2015.
PDF Visualizing user model in exploratory search tasks.
Kalle Ilves, Alan Medlar, and Dorota Glowacka.
MLIS 2015.
PDF OfficeHours: A system for student supervisor matching through reinforcement learning.
Yuan Gao, Kalle Ilves, and Dorota Glowacka.
IUI 2015.
PDF Improving controllability and predictability of interactive recommendation interfaces for exploratory search.
Antti Kangasrääsiö, Dorota Glowacka, and Samuel Kaski.
IUI 2015.
PDF IntentStreams: Smart parallel search streams for branching exploratory search.
Salvatore Andolina, Khalil Klouche, Jaakko Peltonen, Mohammad E. Hoque, Tuukka Ruotsalo, Diogo Cabral, Arto Klami, Dorota Glowacka, Patrik Floréen, and Giulio Jacucci.
IUI 2015.
PDF FutureView: Enhancing exploratory image search.
Sayantan Hore, Dorota Glowacka, Ilkka Kosunen, Kumaripaba Athukorala, and Giulio Jacucci.
IntRS 2015.
PDF SciNet: Interactive intent modeling for information discovery.
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymäki, and Samuel Kaski.
SIGIR 2015.
2014
PDF Intentradar: Search user interface that anticipates user's search intents.
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymäki, and Samuel Kaski.
CHI 2014.
PDF A GPU-based interactive system for image retrieval.
Lasse Tyrvainen, Joel Pyykkö, and Dorota Glowacka
NIPS Workshop on Software Engineering for Machine Learning, 2014.
PDF Improving controllability and predictability of an interactive user model driven search interface.
Antti Kangasrääsiö, Dorota Glowacka, and Samuel Kaski
NIPS Workshop on Human Propelled Machine Learning, 2014.
PDF Interactive visualization of search intent for exploratory information retrieval.
Antti Kangasrääsiö, Dorota Glowacka, Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Ksenia Konyushkova, Kumaripaba Athukorala, Ilkka Kosunen, Aki Reijonen, Petri Myllymäki, Giulio Jacucci, and Samuel Kaski
ICML Workshop on Crowdsourcing and Human Computing, 2014.
PDF Narrow or broad?: Estimating subjective specificity in exploratory search.
Kumaripaba Athukorala, Antti Oulasvirta, Dorota Glowacka, Jilles Vreeken, and Giulio Jacucci.
CIKM 2014.
PDF Low-dimensional information discovery and presentation system, apparatus and method.
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Petri Myllymäki, Giulio Jacucci, Samuel Kaski, and Dorota Glowacka
US Patent Application 14/501,292.
PDF ImSe: Exploratory time-efficient image retrieval system.
Ksenia Konyushkova and Dorota Glowacka.
RuSSIR 2014.
PDF A reinforcement learning approach to queryless image retrieval.
Sayantan Hore, Lasse Tyrvainen, Joel Pyykkö, and Dorota Glowacka.
Symbiotic 2014.
PDF Interaction model to predict subjective-specificity of search results.
Kumaripaba Athukorala, Antti Oulasvirta, Dorota Glowacka, Jilles Vreeken, and Giulio Jacucci.
UMAP 2014.
PDF Supporting exploratory search through user modeling.
Kumaripaba Athukorala, Antti Oulasvirta, Dorota Glowacka, Jilles Vreeken, and Giulio Jacucci.
UMAP 2014.
PDF Balancing exploration-exploitation in image retrieval.
Dorota Glowacka and Sayantan Hore.
UMAP 2014.
2013
PDF SwiftLink: Parallel MCMC linkage analysis using multicore CPU and GPU.
Alan Medlar, Dorota Glowacka, Horia Stanescu, Kevin Bryson, and Robert Kleta.
Bioinformatics 29 (4), 413-419.
PDF Directing exploratory search with interactive intent modeling.
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Ksenia Konyushkova, Kumaripaba Athukorala, Ilkka Kosunen, Aki Reijonen, Petri Myllymäki, Giulio Jacucci, and Samuel Kaski.
CIKM 2013.
PDF Content-based image retrieval with hierarchical Gaussian process bandits with self-organizing maps.
Ksenia Konyushkova and Dorota Glowacka.
ESANN 2013.
PDF SciNet: A system for browsing scientific literature through keyword manipulation.
Dorota Glowacka, Tuukka Ruotsalo, Ksenia Konyushkova, Kumaripaba Athukorala, Samuel Kaski, and Giulio Jacucci.
IUI 2013.
PDF Directing exploratory search: Reinforcement learning from user interactions with keywords.
Dorota Glowacka, Tuukka Ruotsalo, Ksenia Konyushkova, Kumaripaba Athukorala, Samuel Kaski, and Giulio Jacucci.
IUI 2013.
2012
PDF Learning from interaction: Models and applications.
Dorota Glowacka.
Ph.D. thesis, University College London, UK.
2011
PDF Introduction to the special topic on grammar induction, representation of language and language learning.
Dorota Glowacka, John Shawe-Taylor, Alexander Clark, Colin Higuera, and Mark Johnson.
Journal of Machine Learning Research (JMLR).
2010
PDF Content-based image retrieval with multinomial relevance feedback.
Dorota Glowacka and John Shawe-Taylor.
ACML 2010.
2009
PDF Prior knowledge in learning finite parameter spaces.
Dorota Glowacka, Louis Dorard, Alan Medlar, and John Shawe-Taylor.
Formal Grammar 2009.