Project Final Reports
2017
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Kai Puolamäki, Emilia Oikarinen, Bo Kang, Jefrey Lijffijt, Tijl De Bie. Interactive Visual Data Exploration with Subjective Feedback: An Information-Theoretic Approach. 2017. arXiv:1710.08167
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Jefrey Lijffijt, Bo Kang, Wouter Duivesteijn, Kai Puolamäki, Emilia Oikarinen, Tijl De Bie. Subjectively Interesting Subgroup Discovery on Real-valued Targets. 2017. arXiv:1710.04521
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Tuukka Lehtiniemi and Yki Kortesniemi. Can the obstacles to privacy self-management be overcome? Exploring the consent intermediary approach. Big Data & Society 4(2017) 2(July-December): 1–11.
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Tung Vuong, Giulio Jacucci, Tuukka Ruotsalo. Watching inside the screen: Digital activity monitoring for task recognition and proactive information retreival. In Proc. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies 1(3), Article 109, September 2017), 23 pages.
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Tung Vuong, Giulio Jacucci, Tuukka Ruotsalo. Proactive information retrieval via screen surveillance. Demonstration paper in Proc. 40th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR’17, August 2017), 1313−1316.
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Ziyuan Lin and Jaakko Peltonen. An Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views. In Proc. International Conference on Machine Learning and Data Mining 2017 (MLDM 2017, July 2017), Springer, 2017, pp 1-16.
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Joel Pyykkö, Dorota Głowacka. Interactive content-based image retrieval with deep neural networks. In Proc. of the 5th International Workshop on Symbiotic Interaction, Symbiotic 2016. Padova, Italy. Springer, 2017, pp. 77-88.
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Joel Pyykkö, Dorota Głowacka. Dynamic Exploratory Search in Content-Based Image Retrieval. In Proc. of the Scandinavian Conference on Image Analysis 2017 (SCIA 2017, June 2017). Springer, 2017, pp 538-549.
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Alan Medlar, Dorota Głowacka. Using Topic Models to Assess Document Relevance in Exploratory Search. In Proc. of the 2017 Conference on Human Information Interaction and Retrieval (CHIIR 2017). ACM, 2017, pp. 313-316.
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Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski. Knowledge elicitation via sequential probabilistic inference for high-dimensional prediction. Machine Learning (2017), Volume 106, Issue 9–10, 1599-1620.
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Jussi Korpela, Emilia Oikarinen, Kai Puolamäki, Antti Ukkonen. Multivariate confidence intervals. In Proc. 2017 SIAM International Conference on Data Mining (SDM 2017, April 2017), 696-704.
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Esther Galbrun, Behzad Golshan, Aristides Gionis, Evimaria Terzi. Finding low-tension communities. In Proc. 2017 SIAM International Conference on Data Mining (SDM 2017, April 2017), 336-344.
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Aristides Gionis, Polina Rozenshtein, Nikolaj Tatti, Evimaria Terzi. Community-aware network sparsification. In Proc. 2017 SIAM International Conference on Data Mining (SDM 2017, April 2017), 426-434.
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Salvatore Andolina, Hendrik Schneider, Joel Chan, Khalil Klouche, Giulio Jacucci, and Steven Dow. 2017. Crowdboard: Augmenting in-person idea generation with real-time crowds. In Proc. 2017 ACM SIGCHI Conference on Creativity and Cognition (C&C '17, June 2017), 106-118.
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Cowley, B., Korpela, J., & Torniainen, J. E. (2017). Computational Testing for Automated Preprocessing: a Matlab toolbox to enable large scale electroencephalography data processing. PeerJ Computer Science, 3(e108).
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Antti Kangasrääsiö, Kumaripaba Athukorala, Andrew Howes, Jukka Corander, Samuel Kaski, Antti Oulasvirta (2017). Inferring cognitive models from data using approximate Bayesian computation. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (CHI‘17, May 2017), 1295-1306.
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Jaakko Peltonen, Kseniia Belorustceva, and Tuukka Ruotsalo. Improving Search Result Comprehension by Topic-Relevance Map Visualization. Refereed extended abstract in Companion Proceedings of 22nd ACM International Conference on Intelligent User Interfaces (IUI'17, March 2017), 2017, 149-152.
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Jaakko Peltonen and Ziyuan Lin. Parallel Coordinate Plots for Neighbor Retrieval. In Proceedings of the International Conference on Information Visualization Theory and Applications (IVAPP 2017, Feb-March 2017), 40-51.
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Dominik Sacha, Michael Sedlmair, Leishi Zhang, John A. Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen C. North, and Daniel A. Keim. What You See Is What You Can Change: Human-Centered Machine Learning By Interactive Visualization. Neurocomputing, 2017.
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Jaakko Peltonen, Kseniia Belorustceva, and Tuukka Ruotsalo. Topic-Relevance Map: Visualization for Improving Search Result Comprehension. In Proceedings of the 22nd International Conference on Intelligent User Interfaces (IUI '17). ACM, New York, NY, USA, 2017, pp. 611-622.
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Alan Medlar, Joel Pyykkö, and Dorota Glowacka. Towards Fine-Grained Adaptation of Exploration/Exploitation in Information Retrieval. In Proceedings of the 22nd International Conference on Intelligent User Interfaces (IUI '17). ACM, New York, NY, USA, 2017, pp. 623-627.
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Jaakko Peltonen, Jonathan Strahl, and Patrik Floréen. Negative Relevance Feedback for Exploratory Search with Visual Interactive Intent Modeling. In Proceedings of the 22nd International Conference on Intelligent User Interfaces (IUI '17). ACM, New York, NY, USA, 2017, pp. 149-159.
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Mats Sjöberg, Hung-Han Chen, Patrik Floréen, Markus Koskela, Kai Kuikkaniemi, Tuukka Lehtiniemi, and Jaakko Peltonen. Digital Me: Controlling and Making Sense of My Digital Footprint. Proceedings of the 5th International Workshop on Symbiotic Interaction, Symbiotic 2016. Padova, Italy. Springer, 2017, pp. 155-167.
2016
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Hamed R. Tavakoli, Hanieh Poostchi, Jaakko Peltonen, Jorma Laaksonen, and Samuel Kaski. Preliminary studies on personalized preference prediction from gaze in comparing visualizations. In Proceedings of ISVC'16, 12th International Symposium on Visual Computing, part II, pages 576-585, Springer, 2016.
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Jaakko Peltonen and Ziyuan Lin. Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-off. In Proceedings of GD 2016, The 24th International Symposium on Graph Drawing & Network Visualization, pages 52-64, Springer, 2016.
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Dominik Sacha, Leishi Zhang, Michael Sedlmair, John A. Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen North, and Daniel A. Keim. Visual interaction with dimensionality reduction: a structured literature analysis. IEEE Transactions on Visualization and Computer Graphics, 23(1): 241-250, 2016.
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Mohammad A. Hoque and Sasu Tarkoma. SenSe - Sensing data analytics at scale beyond the edge network. Proceedings of the first IEEE/ACM Symposium on Edge Computing (SEC), Washington, DC, USA, 2016, pp. 77-78.
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Manuel J. A. Eugster, Tuukka Ruotsalo, Michiel M. Spapé, Oswald Barral, Niklas Ravaja, Giulio Jacucci, Samuel Kaski. Natural brain-information interfaces: Recommending information by relevance inferred from human brain signals. Nature Scientific Reports 6, Article number 38580, December 2016, 10 pages. DOI: 10.1038/srep38580
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Benjamin Cowley, Marco Filetti, Kristian Lukander, Jari Torniainen, Andreas Henelius, Lauri Ahonen, Oswald Barral, Ilkka Kosunen, Teppo Valtonen, Minna Huotilainen, Niklas Ravaja, Giulio Jacucci.The Psychophysiology Primer: A Guide to Methods and a Broad Review with a Focus on Human–Computer Interaction. Foundations and Trends® Human–Computer Interaction 9(3-4): 151-308, November 2016.
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Alan Medlar, Kalle Ilves, Ping Wang, Wray Buntine, Dorota Glowacka. PULP: A System for Exploratory Search of Scientific Literature. Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 1133-1136. ACM 2016.
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Darshan M.S., Gianmarco De Francisci Morales, Aristides Gionis. Extracting skill endorsements from personal communication data. Proc. International Conference on Information and Knowledge Management (CIKM 2016, October 2016), 1961-1964.
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Kai Puolamäki, Bo Kang, Jefrey Lijffijt, Tijl De Bie. Interactive Visual Data Exploration with Subjective Feedback. ECML PKDD 2016, Part II, LNCS 9852, pp. 214-229, 2016.
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Bo Kang, Kai Puolamäki, Jefrey Lijffijt, Tijl De Bie. A Tool for Subjective and Interactive Visual Data Exploration. ECML PKDD 2016, Part III, LNCS 9853, pp. 3-7, 2016.
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Andreas Henelius, Isak Karlsson, Panagiotis Papapetrou, Antti Ukkonen, Kai Puolamäki. Semigeometric Tiling of Event Sequences. ECML PKDD 2016, Part I, LNCS 9851, pp. 329-344, 2016.
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Lauri Ahonen, Ben Cowley, Jari Torniainen, Antti Ukkonen, Arto Vihavainen, Kai Puolamäki. Cognitive collaboration found in cardiac physiology: Study in Classroom Environment. PLOS ONE, Vol 11, Issue 7. July 2016.
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Petri Luukkonen, Markus Koskela, Patrik Floréen. LSTM-based predictions for proactive information retrieval. Neu-IR '16 SIGIR Workshop on Neural Information Retrieval. July 2016.
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Antti Kangasrääsiö, Yi Chen, Dorota Głowacka, and Samuel Kaski. Interactive modeling of concept drift and errors in relevance feedback. In the 24th Conference on User Modeling, Adaptation and Personalization, UMAP’16 (July 2016, Halifax, Canada), 185-193.
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Antti Kangasrääsiö, Dorota Głowacka, Samuel Kaski. Personalization of search results using interactive intent modeling. In ICML 2016 Workshop on Computational Frameworks for Personalization. (June 2016). Extended abstract.
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Jussi Korpela, Andreas Henelius, Lauri Ahonen, Arto Klami, Kai Puolamäki: Using regression makes extraction of shared variation in multiple datasets easy, Data Mining and Knowledge Discovery, Volume 30, Issue 5, 1112–1133.
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Kumaripaba Athukorala, Alan Medlar, Antti Oulasvirta, Giulio Jacucci, Dorota Głowacka: Beyond relevance: Adapting exploration/exploitation in information retrieval, IUI 2016: 21st International Conference on Intelligent User Interfaces, (Sonoma, USA, March 2016), 359-369.
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Benjamin Cowley, Darryl Charles. Behavlets: a method for practical player modelling using psychology-based player traits and domain specific features.User Modeling and User-Adapted Interaction, Volume 26 Issue 2-3, 257-306.
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Benjamin Cowley, Kristian Lukander. Forest, trees, dynamics: Results from a Wisconsin Card Sorting Test variant protocol for studying global-local attention and complex cognitive processes. Frontiers in Psychology: Cognitive Science, 7. 2016.
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Matti Nelimarkka, Kai Kuikkaniemi, Antti Salovaaraa, Giulio Jacucci. Collocated interaction as a public sphere. In CSCW workshop Collocated Interaction: New Challenges in ‘Same Time, Same Place’ Research (February 2016, San Francisco, California).
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Matti Nelimarkka, Kai Kuikkaniemi, Antti Salovaara, Giulio Jacucci. Live participation. In Proceedings of the 2016 ACM Conference on Designing Interactive Systems (DIS'16, June 2016, Brisbane, Austalia), 509-520.
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Antti Kangasrääsiö, Yi Chen, Dorota Glowacka, Samuel Kaski. Dealing with Concept Drift in Exploratory Search: An Interactive Bayesian Approach. Poster. IUI'16 Companion. ACM, March 2016, 62-66.
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Pedram Daee, Joel Pyykkö, Dorota Glowacka, and Samuel Kaski. Interactive Intent Modeling from Multiple Feedback Domains. Proceedings of the 21st International Conference on Intelligent User Interfaces (IUI '16). ACM, 2016, 71-75.
2015
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Zhirong Yang, Jaakko Peltonen, and Samuel Kaski. Majorization-Minimization for Manifold Embedding. In Proceedings of AISTATS'15, The 18th International Conference on Artificial Intellgence and Statistics, JMLR W&CP, pp. 1088-1097, 2015.
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Jaakko Peltonen and Ziyuan Lin. Information Retrieval Approach to Meta-visualization. Machine Learning, 99(2):189-229, 2015.
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Andreas Henelius, Kai Puolamäki, Isak Karlsson, Jing Zhao, Lars Asker, Henrik Boström and Panagiotis Papapetrou. GoldenEye++: a Closer Look into the Black Box. Proc. 3rd International Symposium on Statistical Learning and Data Sciences (SLDS 2015), 96-105.
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Tuukka Ruotsalo, Giulio Jacucci, Petri Myllymäki, and Samuel Kaski. Interactive Intent Modeling for Information Exploration. Communications of the ACM (CACM) 58(2015)1(Jan), 86-92.
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Antti Kangasrääsiö, Dorota Glowacka, and Samuel Kaski. Improving controllability and predictability of Interactive recommendation interfaces for exploratory search. In Proceedings of the 20th International Conference on Intelligent User Interfaces (IUI'15), 247-251.
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Salvatore Andolina, Khalil Klouche, Jaakko Peltonen, Mohammad Hoque, Tuukka Ruotsalo, Diogo Cabral, Arto Klami, Dorota Głowacka, Patrik Floréen, and Giulio Jacucci. IntentStreams: Smart parallel search streams for branching exploratory search. In Proceedings of the 20th International Conference on Intelligent User Interfaces (IUI '15), 300-305.
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Oswald Barral, Manuel J.A. Eugster, Tuukka Ruotsalo, Michiel M. Spapé, Ilkka Kosunen, Niklas Ravaja, Samuel Kaski, and Giulio Jacucci. 2015. Exploring peripheral physiology as a predictor of perceived relevance in information retrieval. In Proceedings of the 20th International Conference on Intelligent User Interfaces (IUI '15), 389-399.
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Khalil Klouche, Tuukka Ruotsalo, Diogo Cabral, Salvatore Andolina, Andrea Bellucci, Giulio Jacucci. Designing for exploratory search on touch devices. 2015. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems (CHI 2015), 4189-4198.
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Tuukka Lehtiniemi et al. Re:Know Ecosystem Plan, Version 1.0, 30.4.2015.
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Tuukka Lehtiniemi et al. Trends of Knowledge Work and Needs for Knowledge Work Tools. Re:Know White Paper, June 2015.
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Benjamin Cowley and Kristian Lukander. An EEG study of Fronto-Parietal Network Asymmetry in a global-local dissociation task. Poster at FENS Spring BRAIN conference, April 2015.
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Satu Pakarinen, Marianne Leinikka, Jari Torniainen, Andreas Henelius, Ben Cowley, Kristian Lukander and Minna Huotilainen. Quantifying mental workload with minimally disruptive measurements of cardiac and electrodermal activity in real-life situations. Poster at IBRO1015 9th World Congress of International Brain Research Organization, July 2015.
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Kalle Ilves, Alan Medlar and Dorota Głowacka. Visualizing User Model in Exploratory Search Tasks, Proc. 4th Workshop on Machine Learning for Interactive Systems (MLIS-2015), Lille, France, July 2015. JMLR: W&CP volume 43.
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Jari Torniainen, Benjamin Cowley, Andreas Henelius, Kristian Lukander and Satu Pakarinen. Feasibility of an electrodermal activity ring prototype as a research tool. In 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (August 2015), 6433-6436.
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Salvatore Andolina, Khalil Klouche, Diogo Cabral, Tuukka Ruotsalo and Giulio Jacucci. 2015. InspirationWall: Supporting Idea Generation Through Automatic Information Exploration. In Proceedings of the 2015 ACM SIGCHI Conference on Creativity and Cognition (C&C '15). ACM, New York, NY, USA, 103-106.
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Santayan Hore, Dorota Głowacka, Ilkka Kosunen, Kumaripaba Athukorala and Giulio Jacucci. FutureView: Enhancing Exploratory Image Search, Workshop Interfaces and Human Decision Making for Recommender Systems at the Conference RecSys 2015. Vienna, Austria, September 2015.
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Kumaripaba Athukorala, Alan Medlar, Kalle Ilves and Dorota Głowacka. Balancing Exploration and Exploitation: Empirical Parameterization of Exploratory Search Systems. Proc. 24th ACM International Conference on Information & Knowledge Management (CIKM 2015), Melbourne, Australia, October 2015, 1703-1706.
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Chirayu Wongchokprasitti, Jaakko Peltonen, Tuukka Ruotsalo, Payel Bandyopadhyay, Giulio Jacucci, Peter Brusilovsky. User model in a box: Cross-system user model transfer for resolving cold start problems. In Proc. 23rd Conference on User Modelling, Adaptation and Personalization (UMAP 2015, June-July 2015), 289-301.
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Michiel Spapé, Marco Filetti, Manuel J.A. Eugster, Giulio Jacucci, Niklas Ravaja. Human Computer Interaction Meets Psychophysiology: A Critical Perspective. In Proc. Symbiotic Interaction. Symbiotic 2015. Spring Lecture Notes in Computer Science, vol 9359, 145-158.
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Yuan Gao, Kalle Ilves, and Dorota Głowacka. OfficeHours: A System for Student Supervisor Matching through Reinforcement Learning. In Proc. 20th International Conference on Intelligent User Interfaces Companion (IUI Companion '15). pp. 29-32.
2014
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Sayantan Hore, Lasse Tyrvainen, Joel Pyykko, and Dorota Glowacka. A reinforcement learning approach to query-less image retrieval. In Symbiotic Interaction, Springer LNCS 8820, 2014, 121-126.
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Giulio Jacucci, Anna Spagnolli, Jonathan Freeman, Luciano Gamberini. Symbiotic interaction: a critical definition and comparison to other human-computer paradigms. In Proc. Symbiotic Interaction, Springer LNCS 8820, 2014, 3-20
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Jussi Korpela, Kai Puolamäki, Aristides Gionis. Confidence bands for time series data. Data Mining and Knowledge Discovery 28(5-6): 1530-1553, 2014
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Andreas Henelius, Kai Puolamäki, Henrik Boström, Lars Asker, Panagiotis Papapetrou. A Peek into the Black Box: Exploring Classifiers by Randomization. Data Mining and Knowledge Discovery 28(5-6): 1503-1529, 2014
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Dorota Glowacka, Sayantan Hore. Balancing Exploration - Exploitation in Image Retrieval. In User Modelling, Adaptation and Personalization (UMAP 2014, July 2014)
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Manuel J.A. Eugster, Tuukka Ruotsalo, Michiel M. Spapé, Ilkka Kosunen, Oswald Barral, Niklas Ravaja, Giulio Jacucci, and Samuel Kaski. 2014. Predicting term-relevance from brain signals. In Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval (SIGIR '14, July 2014), p. 425-434. ACM, New York, NY, USA, 425-434
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Tuukka Ruotsalo, Jaakko Peltonen, Manuel J.A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymäki, and Samuel Kaski. 2014. Intentradar: search user interface that anticipates user's search intents. In CHI '14 Extended Abstracts on Human Factors in Computing Systems (CHI EA '14, April-May 2014), p. 455-458. ACM, New York, NY, USA, 455-458. DOI=10.1145/2559206.2574807
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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. Interactive Visualization of Search Intent for Exploratory Information Retrieval. Poster at ICML 2014 workshop on Crowdsourcing and Human Computing. Beijing, China, 25.6.2014.
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Barış Serim, Vuong Thanh Tung, Tuukka Ruotsalo, Luana Micallef, Giulio Jacucci. mailVis: Visualizing Emailbox for Re-finding Emails. Poster at Vis’14, November 2014
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Antti Kangasrääsiö, Dorota Glowacka, and Samuel Kaski. Improving controllability and predictability of an interactive user model driven search interface. Poster at NIPS 2014 workshop on Human Propelled Machine Learning. Montreal, Canada, 13.12.2014.