Dr Judith Masthoff

Dr Judith Masthoff The University of Aberdeen School of Natural & Computing Sciences Senior Lecturer work +44 (0)1224 272299 pref j.masthoff@abdn.ac.uk http://www.abdn.ac.uk/~csc263 pref Meston 230

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Research Interests

Intelligent User Interfaces, Personalization, Persuasive Technology, Recommender Systems, Evaluation of Adaptive Systems, e-Health, Intelligent Tutoring Systems

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Current Research

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Teaching Responsibilities

Currently, I teach:

• The Digital Society
• Communication of Computing Science

Previously, I have taught:

• Undergraduate courses: Adaptive Interactive Systems; Human-Computer Interaction; Data Structures and Algorithms; Enterprise Computing; Distributed Information Systems (cryptography); Usability Evaluation; Intelligent Systems; Interaction Design Laboratory; Knowledge Based Systems.
• Postgraduate courses: Security and Privacy; Adaptive Interactive Systems; Human-Computer Interaction; Interaction design and usability evaluation for interactive digital tv; Requirements analysis and specification; Targeting your audience (creative problem solving).
• Continuing Professional Development courses: Usability evaluation for new media; Tailored course for IHS on modeling dynamic interfaces using state diagrams and usability evaluation; Webpage development.

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External Responsibilities

I have organized many scientific events, see personal website for details.

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Admin Responsibilities

Adviser of studies, disability adviser, retention coordinator.

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Publications

Contributions to Journals

Articles

• Tintarev, N. & Masthoff, J. (2012). 'Evaluating the effectiveness of explanations for recommender systems: Methodological issues and empirical studies on the impact of personalization'. User Modelling and User-Adapted Interaction, vol 22, no. 4-5, pp. 399-439.
  [Online] DOI: 10.1007/s11257-011-9117-5
  [Online] AURA: USER700.pdf
• Paramythis, A., Weibelzahl, S. & Masthoff, J. (2010). 'Layered evaluation of interactive adaptive systems: framework and formative methods'. User Modelling and User-Adapted Interaction, vol 20, no. 5, pp. 383-453.
  [Online] DOI: 10.1007/s11257-010-9082-4
  [Online] AURA: USER637.pdf
• Moncur, W., Reiter, EB., Masthoff, J. & Carmichael, A. (2010). 'Modeling the Socially Intelligent Communication of Health Information to a Patients Personal Social Network'. IEEE Transactions on Information Technology in Biomedicine, vol 14, no. 2, pp. 319-325.
  [Online] DOI: 10.1109/TITB.2009.2035361
• Stapleton, G., Masthoff, JFM., Flower, J., Fish, A. & Southern, J. (2007). 'Automated Theorem Proving in Euler Diagram Systems'. Journal of Automated Reasoning, vol 39, no. 4, pp. 431-470.
  [Online] DOI: 10.1007/S10817-007-9069-Y
• Paraboni, I., Van Deemter, K. & Masthoff, J. (2007). 'Generating Referring Expressions: Making Referents Easy to Identify'. Computational Linguistics, vol 33, no. 2, pp. 229-254.
  [Online] DOI: 10.1162/coli.2007.33.2.229
• Masthoff, J. & Gatt, A. (2006). 'In pursuit of satisfaction and the prevention of embarrassment: affective state in group recommender systems'. User Modelling and User-Adapted Interaction, vol 16, no. 3-4, pp. 281-319.
  [Online] DOI: 10.1007/s11257-006-9008-3
  [Online] AURA: UMUAI06.pdf
• Pemberton, L., Fallahkhair, S. & Masthoff, J. (2005). 'Learner centred development of a mobile and iTV language learning support system'. Educational Technology & Society, vol 8, no. 4, pp. 52-63.
• Masthoff, JFM. (2004). 'Group Modeling: selecting a sequence of television items to suit a group of viewers'. User Modelling and User-Adapted Interaction, vol 14, no. 1, pp. 37-85.
  [Online] DOI: 10.1023/B:USER.0000010138.79319.fd
  [Online] AURA: UMUAI04.pdf
• Dron, J. & Masthoff, J. (2004). 'We are, of course, bored with course boards: an online alternative to formal course meetings'. ITALICS, vol 3, no. 2.
• Masthoff, J. (2002). 'APPEAL: a domain independent artificial teacher'. International Journal of Continuing Engineering Education and Lifelong Learning, vol 12, no. 4, pp. 242-253.
  [Online] DOI: 10.1504/IJCEELL.2002.000432

Reviews of Books, Films and Articles

• Masthoff, J. (2011). 'Book review of "Close Engagements with Artificial Companions: Key social, psychological, ethical and design issues"'. Computational Linguistics, vol 37, no. 2, pp. 399-402.
  [Online] DOI: 10.1162/COLI_r_00053

Chapters in Books, Reports and Conference Proceedings

Chapters

• Masthoff, J., Van Deemter, K. & Langrial, S. (2013). 'Personalizing triggers for charity actions'. in S Berkovsky & J Freyne (eds), Persuasive Technology: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). vol. 7822 LNCS, Lecture Notes in Computer Science, vol. 7822, Springer, pp. 125-136, 8th International Conference, PERSUASIVE 2013, Sydney, Australia, 3-5 April.
  [Online] DOI: 10.1007/978-3-642-37157-8_16
• Grasso, F., Ham, J. & Masthoff, J. (2012). 'User Models for Motivational Systems'. in UMAP 2011 Workshops. Lecture Notes in Computer Science, vol. 7138, Springer-Verlag, pp. 335-341, Advances in User Modeling, UMAP 2011 Workshops, Girona, Spain, 11 July.
  [Online] DOI: 10.1007/978-3-642-28509-7
• Masthoff, J., Mobasher, B., Desmarais, MC. & Nkambou, R. (2012). 'Preface'. in J Masthoff, B Mobasher, M Desmarais & R Nkambou (eds), User Modeling, Adaptation, and Personalization: 20th International Conference, UMAP 2012, Montreal, Canada, July 16-20, 2012 Proceedings (Lecture... Applications, incl. Internet/Web, and HCI). vol. 7379 LNCS, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. V-VII.
  [Online] DOI: 10.1007/978-3-642-31454-4
• Gault, P., Macaulay, C., Johnson, G. & Masthoff, J. (2011). 'Structuring the collaboration of multiple novice design ethnographers: Towards a new user research approach'. in INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction: Volume Part IV. vol. IV, Springer-Verlag, pp. 118-135.
• Masthoff, J. (2010). 'Group recommender systems: Combining individual models'. in F Ricci, L Rokach, B Shapira & P Kantor (eds), Recommender Systems Handbook. Springer Science+Business Media, Dordrecht, Netherlands, pp. 677-702.
  [Online] DOI: 10.1007/978-0-387-85820-3
• Tintarev, N. & Masthoff, J. (2010). 'Designing and Evaluating Explanations for Recommender Systems'. in F Ricci, L Rokach, B Shapira & P Kantor (eds), Recommender Systems Handbook. Springer Science+Business Media, Dordrecht, Netherlands, pp. 479-510.
  [Online] DOI: 10.1007/978-0-387-85820-3
• Masthoff, J. (2008). 'Group adaptation and group modelling'. in M Virvou & LC Jain (eds), Intelligent Interactive Systems in Knowledge-Based Environments. vol. 104, Studies in Computational Intelligence, no. 104, Springer Science+Business Media, Berlin, Germany, pp. 157-173.
  [Online] DOI: 10.1007/978-3-540-77471-6_9
• Masthoff, J. & Pemberton, L. (2005). 'Adaptive hypermedia for personalized TV'. in S Chen & G Magoulas (eds), Adaptable and Adaptive Hypermedia Systems. Idea Group Publishing, London, United Kingdom, pp. 246-263.
• Masthoff, J. (2002). 'The evaluation of adaptive systems'. in NV Patel (ed.), Adaptive evolutionary information systems. Idea Group Publishing, London, United Kingdom, pp. 329-347.

Conference Proceedings

• Tintarev, N., Kutlak, R., Oren, N., van Deemter, K., Green, MJ., Masthoff, J. & Vasconcelos, WW. (2013). 'SAsSy – Scrutable Autonomous Systems'. in Proceedings of The Society for the Study of Artificial Intelligence and the Simulation of Behaviour 2013. AISB, Do-Form: Enabling Domain Experts to use Formalised Reasoning, Exeter, United Kingdom, 3-5 April.
  [Online] AURA: 99990001.pdf
• Dennis, M., Masthoff, J. & Mellish, CS. (2012). 'The quest for validated personality trait stories'. in Proceedings of the 2012 ACM international conference on Intelligent User Interfaces. ACM Press, New York, pp. 273-276, IUI '12 Proceedings of the 2012 ACM international conference on Intelligent User Interfaces, Lisbon, Portugal, 14-17 February.
  [Online] DOI: 10.1145/2166966.2167016
• Dennis, M., Masthoff, J. & Mellish, CS. (2012). 'Adapting performance feedback to a learner’s conscientiousness'. in Proceedings of User Modeling, Adaptation, and Personalization. Springer-Verlag, pp. 297-302, 20th International Conference, UMAP 2012, Montreal, Canada, 16-20 July.
  [Online] DOI: 10.1007/978-3-642-31454-4_25
• Dennis, M., Masthoff, J. & Mellish, CS. (2012). 'Towards a model of Personality, Affective State, Feedback and Learner Motivation'. in Workshop and Poster Proceedings of UMAP 2012. CEUR-WS, pp. 17-22, 20th Conference on User Modeling, Adaptation, and Personalization, Montreal, Canada, 16-20 July.
• Forbes, PJ., Wells, S., Masthoff, J. & Nguyen, H. (2012). 'SUPERHUB: Integrating behaviour change theories into a sustainable urban-mobility platform'. in Proceedings of the Using Technology to Facilitate Behaviour Change and Support Healthy, Sustainable Living workshop associated with HCI 2012. hci2012: People & Computers XXVI, Birmingham, United Kingdom, 10 September.
• Kindness, PA., Mellish, CS. & Masthoff, J. (2012). 'Towards identifying, measuring and affecting stressors in a pre-hospital care domain'. in Proceedings of Digital Futures 2012: The Third Annual Digital Economy All Hands Conference.
• Ritchie, G. & Masthoff, J. (2011). 'The STANDUP 2 Interactive Riddle Builder'. in D Ventura, P Gervas, F Harrell, ML Maher, A Pease & G Wiggins (eds), Proceedings of the Second International Conference on Computational Creativity. Universidad Aut ´onoma Metropolitana, Mexico City, pp. 159.
  [Online] AURA: ritchie_iccc11.pdf
• Dennis, M., Masthoff, J., Pain, H. & Mellish, CS. (2011). 'Does Self-Efficacy Matter When Generating Feedback?'. in G Biswas, S Bull, J Kay & A Mitrovic (eds), Artificial Intelligence in Education: 15th International Conference, AIED 2011, Auckland, New Zealand, June 28 – July 2011. Lecture Notes in Computing Science, vol. 6738, Springer-Verlag, Berlin Heidelberg, pp. 444-446, 15th International Conference, AIED 2011, Auckland, New Zealand, 28 June.
  [Online] DOI: 10.1007/978-3-642-21869-9_64
• Nguyen, H. & Masthoff, J. (2010). 'MARY: A personalised virtual health trainer'. in Adjunct Proceedings of the 18th International Conference on User Modeling, Adaptation, and Personalization. Hawaii, US, pp. 58-60, 18th International Conference on User Modeling, Adaptation, and Personalization, Hawaii, United States, 20-24 June.
• Nguyen, H. & Masthoff, J. (2010). 'Developing personalised digital behaviour interventions: A multi stage process'. in User models for motivational systems workshop, associated with UMAP. Hawaii, US, pp. 43-52.
• Nguyen, H. & Masthoff, J. (2009). 'Designing empathic computers: The effect of multimodal empathic feedback using animated agent'. in Persuasive '09 : Proceedings of the 4th International Conference on Persuasive Technology Claremont, CA, USA, April 26-29, 2009. ICPS: ACM International Conference Proceeding Series, ACM Press, New York, International Conference on Persuasive Technology, Claremont, United States, 26-29 April.
  [Online] DOI: 10.1145/1541948.1541958
• Tintarev, N. & Masthoff, J. (2009). 'Evaluating recommender explanations: Problems experienced and lessons learned for the evaluation of adaptive systems'. in UCDEAS Workshop associated with UMAP09. pp. 54-63, UCDEAS Workshop associated with UMAP, Trento, Italy, 22-26 June.
• Moncur, W., Masthoff, J. & Reiter, EB. (2009). 'Facilitating benign deceit in mediated communication'. in CHI09: Extended abstracts. New York, pp. 3383-3388.
  [Online] DOI: 10.1145/1520340.1520490
• Moncur, W., Masthoff, J. & Reiter, EB. (2008). 'What Do You Want to Know?: Investigating the Information Requirements of Patient Supporters'. in Proceedings of the 21st IEEE International Symposium on Computer-Based Medical Systems (CBMS 2008). Proceedings - IEEE Symposium on Computer-Based Medical Systems, no. 21, IEEE Computer Society, Loa Alamitos, CA, USA, 21st IEEE International Symposium on Computer-Based Medical Systems (CBMS 2008), Jyvaskyla, Finland, 17-19 June.
  [Online] DOI: 10.1109/CBMS.2008.36
• Tintarev, N. & Masthoff, J. (2008). 'Over- and underestimation in different product domains'. in M Ghallab, CD Spyropoulos, N Fakotakis & N Avouris (eds), Workshop on Recommender Systems: ECAI 2008, 18th European Conference on Artificial Intelligence, Proceedings. IOS Press, Greece, 18th European Conference on Artificial Intelligence (ECAI 2008), Patras, Greece, 21-25 July.
• Nguyen, H. & Masthoff, J. (2008). 'Using digital images to enhance the credibility of information'. in AISB 2008 Convention : Communication, Interaction and Social Intelligence. vol. 3, Society for the Study of Artificial Intelligence and Simulation of Behaviour, pp. 1-8, ASIB 2008, Aberdeen, United Kingdom, 1-4 April.
• Masthoff, J. (2008). 'An exploration of adaptive collaboration support: Abstract for invited keynote talk'. in A Paramythis & S Weibelzahl (eds), Proceedings of the Adaptive Collaboration Support workshop: associated with Adaptive Hypermedia 2008, Hanover, Germany. L3S Research Center, Hannover, Germany, pp. 5-7, 5th International Conference on Adaptive Hypermedia and Adaptive Web-based Systems, Hannover, Germany, 29-1 August.
• Nguyen, H. & Masthoff, J. (2008). 'Designing Persuasive Dialogue Systems: Using Argumentation with Care'. in H Oinas-Kukkonen, P Hasle, M Harjumaa, K Segerståhl & P Øhrstrøm (eds), Persuasive Conference. Lecture notes in computer science, Springer-Verlag, Berlin, pp. 201-212, Persuasive Conference, Oulu, Finland, 4-6 June.
  [Online] DOI: 10.1007/978-3-540-68504-3_18
• Tintarev, N. & Masthoff, J. (2008). 'The Effectiveness of Personalized Movie Explanations: An Experiment Using Commercial Meta-data'. in W Nejdl, J Kay, P Pu & E Herder (eds), Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings. Lecture Notes in Computer Science, vol. 5149, Springer-Verlag, Berlin, Germany, pp. 204-213.
  [Online] DOI: 10.1007/978-3-540-70987-9_23
  [Online] AURA: AH08.pdf
• Tintarev, N. & Masthoff, J. (2007). 'A Survey of Explanations in Recommender Systems'. in G Uchyigit (ed.), Data Engineering Workshop: 3rd International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces (WPRSIUI'07). IEEE Computer Society, Los Alamitos, CA, USA, pp. 801-810, IEEE 23rd International Conference on Data Engineering (ICDE 2007), Istanbul, Turkey, 16-20 April.
  [Online] DOI: 10.1109/ICDEW.2007.4401070
• Nguyen, H., Masthoff, J. & Edwards, P. (2007). 'Persuasive Effects of Embodied Conversational Agent Teams'. in JA Jacko (ed.), Human-Computer Interaction: HCI Intelligent Multimodal Interaction Environments: HCI International 2007, Proceedings Part III. Lecture Notes In Computer Science, no. 4552, Springer-Verlag, Heidelberg, Germany, pp. 176-185, 12th International Conference, HCI International 2007, Beijing, China, 1 July.
  [Online] DOI: 10.1007/978-3-540-73110-8_19
• Nguyen, H. & Masthoff, J. (2007). 'Is it me or is it what I say?: Source image and persuasion'. in Y de Kort, W IJsselsteijn, C Midden, B Eggen & BJ Fogg (eds), Persuasive Technology: Second International Conference on Persuasive Technology, PERSUASIVE 2007, Palo Alto, CA, USA. Lecture Notes In Computer Science, no. 4744, Springer-Verlag, Heidelberg, Germany, pp. 231-242, 2nd international conference on Persuasive technology, Palo Alto, C A, United States, 26-27 April.
  [Online] DOI: 10.1007/978-3-540-77006-0_29
• Nguyen, H., Masthoff, J. & Edwards, P. (2007). 'Modelling a receiver's position to persuasive arguments'. in Persuasive Technology: Second International Conference on Persuasive Technology, PERSUASIVE 2007, Palo Alto, CA, USA, April 26-27, 2007. Lecture Notes in Computer Science, no. 4744, Springer-Verlag, Heidelberg, Germany, pp. 271-282, Second International Conference on Persuasive Technology, PERSUASIVE 2007, Palo Alto, CA, USA, April 26-27, 2007, Palo Alto, CA, United States, 26-27 April.
  [Online] DOI: 10.1007/978-3-540-77006-0_33
• Masthoff, J. (2007). 'Computationally modelling trust: An exploration'. in J Vassileva, M Tzagarakis & V Dimitrova (eds), SociUM: Adaptation and Personalisation in Social Systems: Groups, Teams and Communities: Workshop Proceedings. NCSR Demokritos, Corfu, Greece, pp. 60-69.
• Stapleton, G. & Masthoff, J. (2007). 'Incorporating Negation into Visual Logics: A Case Study Using Euler Diagrams'. in International workshop on Visual Languages and Computing: Proceedings of 13th International Conference on Distributed Multimedia Systems, San Francisco, USA. Knowledge Systems Institute, Chicago, IL. USA, pp. 187-194, 13th International Conference on Distributed Multimedia Systems, Visual Languages and Computing,DMS'2007, 6-8th September, 2007, San Francisco, USA, San Francisco, United States, 6-8 September.
• Tintarev, N. & Masthoff, J. (2007). 'Effective Explanations of Recommendations: User-Centered Design'. in JA Konstan, J Riedl & B Smyth (eds), RecSys'07: Proceedings of the 2007 ACM conference on Recommender systems. ACM Press, New York, NY, USA, pp. 153 - 156, ACM conference on Recommender systems, RecSys'07, Minneapolis, MN October 19 - 20, 2007, United States, 19-20 October.
  [Online] DOI: 10.1145/1297231.1297259
• Masthoff, J. 'Adapting to groups of learners: Abstract for invited keynote talk'. in Proceedings of the Personalisation in E-Learning Environments at Individual and Group Level workshop: associated with the User Modelling Conference, Corfu, Greece. 11th International Conference on User Modeling, Corfu, Greece, 25-29 June.
• Finlayson, JL., Mellish, CS. & Masthoff, J. (2007). 'Fisheye Views of Java Source Code: An Updated LOD Algorithm'. in C Stephanidis (ed.), UAHCI'07 Proceedings of the 4th international conference on Universal access in human-computer interaction: Applications and services. Springer-Verlag, Berlin, Heidelberg, pp. 289-298, 4th international conference on Universal access in human-computer interaction, Beijing, China, 22-27 July.
• Masthoff, J., Vasconcelos, W., Aitken, C. & Silva, FSCD. (2007). 'Agent-Based Group Modelling for Ambient Intelligence'. in AISB Symposium on Affective Smart Environments. AISB'07 | Artificial and Ambient Intelligence, Newcastle upon Tyne, United Kingdom, 2-4 April.
• Nguyen, H. & Masthoff, J. (2006). 'Towards an Architecture for an Adaptive Persuasive System'. in W IJsselsteijn, Y de Kort, C Midden, B Eggen & E van den Hoven (eds), Persuasive Conference: First International Conference on Persuasive Technology for Human Well-Being. Springer-Verlag, Heidelberg, Germany, pp. 108-111, PERSUASIVE 2006 - Persuasive Technology, First International Conference on Persuasive Technology for Human Well-Being, Eindhoven, Netherlands, 18-19 May.
• Tintarev, N. & Masthoff, J. (2006). 'Similarity for News Recommender Systems'. in G Uchyigit (ed.), Workshop on Recommender Systems and Intelligent User Interfaces: 2nd international workshop on web personalisation,recommender iystems and intelligent iser interfaces.
• Paraboni, I., Masthoff, J. & van Deemter, K. (2006). 'Overspecified reference in hierarchical domains: measuring the benefits for readers'. in N Colineau, C Paris, S Wan & R Dale (eds), Proceedings of the Fourth International Natural Language Generation Conference. Association for Computational Linguistics, pp. 55-62, Proceedings of the Fourth International Natural Language Generation Conference, INLG'06, Sydney, Australia, 1 July.
• Masthoff, J. (in press). 'The user as wizard: A method for early involvement in the design and evaluation of adaptive systems'. in S Weibelzahl, A Paramythis & J Masthoff (eds), Fifth Workshop on User-Centred Design and Evaluation of Adaptive Systems: held in conjunction with the 4th International Conference on Adaptive Hypermedia & Adaptive Web-based Systems (AH'06). pp. 460-469, Fifth Workshop on User-Centred Design and Evaluation of Adaptive Systems, held in conjunction with the 4th International Conference on Adaptive Hypermedia & Adaptive Web-based Systems (AH'06),, Dublin, Ireland, 20 June.
• Masthoff, J. (2006). 'Group recommender systems: Abstract for invited keynote talk'. in Proceedings of the Artificial Intelligence for Recommender Systems workshop: associated with the AI2006 conference, Cambridge, UK.
• Paraboni, I., Van Deemter, K. & Masthoff, J. (2006). 'Gerando Expressoes de Referencia com a `Quantidade Certa' de Informação'. in Proceedings of 4th Workshop on Information and Human Language. Springer-Verlag, Fourth Workshop in Information and Human Language Technology (TIL'2006), Ribeirão Preto, SP, Brazil, 23-27 October.
• Fish, A. & Masthoff, J. (2005). 'An experimental study into the default reading of constraint diagrams'. in M Erwig (ed.), Proceedings of the IEEE Symposium on visual languages and human-centric computing. IEEE Computer Society, pp. 287 - 289, 2005 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC'05), Dallas, Texas, United States, 20-24 September.
  [Online] DOI: 10.1109/VLHCC.2005.17
• Piwek, P., Masthoff, J. & Bergenstrahle, M. (2005). 'Reference and gestures in dialogue generation: Three studies with embodied conversational agents'. in AISB’05: Social Intelligence and Interaction in Animals, Robots and Agents: Proceedings of the Joint Symposium on Virtual Social Agents. AISB, Hatfield, United Kingdom, pp. 53-60, SSAISB 2005 Convention, University of Hertfordshire, Hatfield, UK, 12 - 15 April 2005, Hatfield, United Kingdom, 12-15 April.
• Masthoff, J. (2005). 'The pursuit of satisfaction: Affective state in group recommender systems'. in L Ardissono, P Brna & A Mitrovic (eds), User Modeling 2005: Proceedings of the 10th International Conference, UM 2005, Edinburgh, Scotland, UK, July 24-29, 2005. Lecture Notes in Artificial Intelligence, no. 3538, Springer-Verlag, Berlin, Germany, pp. 297-306.
• Fallahkhair, S., Pemberton, L. & Masthoff, J. (2004). 'A dual device scenario for informal language learning: interactive television meets the mobile phone'. in Proceedings of the IEEE International Conference on Advanced Learning Technologies. IEEE Computer Society, pp. 16-20, 4th IEEE International Conference on Advanced Learning Technologies, Joensuu, Finland, Aug 30-Sep 01, 2004, Joensuu, Finland, 30-1 September.
  [Online] DOI: http://doi.ieeecomputersociety.org/10.1109/ICALT.2004.1357366
• Masthoff, J. (2004). 'Selecting news to suit a group of criteria: An exploration'. in Proceedings of the Fourth Personalized TV workshop, associated with AH04. International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, AH 2004, Eindhoven, Netherlands, 1 August.
• Pemberton, L., Fallahkhair, S. & Masthoff, J. (2004). 'Towards a theoretical framework for informal language learning'. in Kinshuk, DG Sampson & P Isaias (eds), Proceedings of IADIS International conference of Cognition and Exploratory Learning in a Digital Age. pp. 27-34, IADIS International Conference, Cognition and Exploratory Learning in Digital Age (CELDA 2004), Lisbon, Portugal, 15-17 December.
• Flower, J., Masthoff, J. & Stapleton, G. (2004). 'Generating proofs with spider diagrams using heuristics'. in Proceedings of 10th international conference on distributed multimedia systems: International workshop on visual languages and computing, Knowledge Systems Institute. pp. 91-98, The Tenth International Conference on Distributed Multimedia Systems, DMS'2004, San Francisco, United States, 8-10 September.
• Fallahkhair, S., Masthoff, J. & Pemberton, L. (2004). 'Learning languages from interactive television: Language learners reflect on techniques and technologies'. in L Cantoni & C McLoughlin (eds), Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications (EDMEDIA) 2004. Association for the Advancement of Computing in Education, Chesapeake, VA, USA, pp. 4336-4343, World Conference on Educational Multimedia, Hypermedia and Telecommunications (EDMEDIA) 2004, Lugano, Switzerland, 21-26 June.
  [Online] DOI: http://www.editlib.org/p/11700
• Flower, J., Masthoff, JFM. & Stapleton, G. (2004). 'Generating readable proofs: A heuristic approach to theorem proving with spider diagrams'. in Proceedings of Diagrams '04, International Conference on the Theory and Application of Diagrams. Third International Conference on the Theory and Application of Diagrams (Diagrams 2004), Cambridge, United Kingdom, 22-24 March.
• Masthoff, J. (2003). 'Combining individual user models for group adaptation: Abstract for keynote invited talk'. in E Gaudioso (ed.), Papers for the UM’03 Workshop: User and Group Models for Web-based Adaptive Collaborative Environments. pp. 67, The 9th International Conference on User Modeling (UM'2003), Johnstown, PA, United States, 22-26 June.
• Dron, J. & Masthoff, J. (2003). 'Online formal course meetings'. in Proceedings of the 4th Annual LTSN-ICS conference: Aug 2003, Galway, Ireland. pp. 207-211, 4th Annual LTSN-ICS conference, Galway, Ireland, 1 August.
• Masthoff, J. & van Deemter, K. (2003). 'User modeling as a goal in itself: an artificial companion for the elderly'. in Proceedings of the 3rd workshop on personalization in future TV: Associated with 9th International Conference on User Modelling-UM03. The 9th International Conference on User Modeling (UM'2003), Johnstown, PA, United States, 22-26 June.
• Masthoff, J. & Pemberton, L. (2003). 'Adaptive learning via interactive television'. in Proceedings of PEG 03 conference: St Petersburg, Russia, June 2003. PEG 03 conference, St Petersburg, Russia, 1 June.
• Masthoff, J. (2003). 'Modeling the Multiple People that are Me'. in P Brusilovsky, A Corbett & F de Rosis (eds), User Modeling 2003: 9th International Conference, UM 2003, Johnstown, PA, USA, June 22-26, 2003, Proceedings. Lecture Notes in Artificial Intelligence, vol. 2702, Springer-Verlag, Berlin, Germany, pp. 258-261, 9th International Conference, UM 2003, Johnstown, PA, United States, 22-26 June.
• Masthoff, J. (2002). 'Modeling a group of television viewers'. in Proceedings of the workshop Future TV: Adaptive Instruction in your Living Room. pp. 34-42, Intelligent Tutoring Systems, 6th International Conference, ITS, Biarritz & San Sebastian (Spain), France, 2-7 June.
• Masthoff, J. (2002). 'Design and evaluation of a navigation agent with a mixed locus of control'. in SA Cerri, G Gouarderes & F Paraguacu (eds), Intelligent Tutoring Systems: Proceedings ITS 2002: 6th International Conference, ITS 2002, Biarritz, France and San Sebastian, Spain, June 2-7, 2002. Proceedings. Lecture Notes in Computer Science, no. 2363, Springer-Verlag, Berlin, Germany, pp. 982-991, 6th International Conference, ITS 2002, Biarritz, France and San Sebastian, Spain, Biarritz, France, 2-7 June.

Contributions to Conferences

Papers

• Masthoff, J., Oren, N., van Deemter, K. & Vasconcelos, WW. (2012). 'Towards scrutable autonomous systems'. Paper presented at Influencing people with information Symposium, Aberdeen, United Kingdom, 25/04/12,.

Books and Reports

Books

• Grasso, F., De Carolis, N. & Masthoff, J. (eds) (2010). 'Proceedings of the Workshop on User Models for Motivational Systems: The affective and the rational routes to persuasion'. UMAP conference, Hawaii.
• Masthoff, J. & Grasso, F. (eds) (2009). 'Proceedings of the Persuasive Technology and Digital Behaviour Intervention Symposium, associated with AISB'09'. Heriot-Watt University, Edinburgh.
• Darnell, MJ., Masthoff, J., Panabaker, S., Sullivan, M. & Lugmayr, A. (eds) (2008). 'Proceedings of the 1st International Conference on Designing Interactive User Experiences for TV and Video (UXTV 2008)'. ACM International Conference Proceeding Series, ACM Press, New York, NY, USA.
• Masthoff, J., Reed, C. & Grasso, F. (eds) (2008). 'Persuasive Technology: Proceedings of the AISB 2008 Symposium on Persuasive Technology'. AISB 2008 Proceedings, vol. 3, University of Aberdeen, Aberdeen, United Kingdom.
• Weibelzahl, S., Paramythis, A. & Masthoff, J. (eds) (2006). 'Proceedings of the Fifth Workshop on User-Centred Design and Evaluation of Adaptive Systems, associated with AH'06'. National College of Ireland, Dublin.
• Weibelzahl, S., Paramythis, A. & Masthoff, J. (eds) (2005). 'Proceedings of the Fourth Workshop on the Evaluation of Adaptive Systems, associated with UM'05'. University of Edinburgh, Edinburgh.
• Masthoff, J., Griffiths, R. & Pemberton, L. (eds) (2004). 'Proceedings of the second European interactive television conference: Enhancing the experience'. University of Brighton, Brighton.
• Masthoff, J., Griffiths, R. & Pemberton, L. (eds) (2003). 'Proceedings of the European interactive television conference: From viewers to actors'. University of Brighton, Brighton.
• Masthoff, J. & Luckin, R. (eds) (2002). 'Proceedings of the workshop Future TV: Adaptive instruction in your living room'. Associated with the Intelligent Tutoring Systems conference.

Anthologies

• Masthoff, J., Mobasher, B., Desmarais, M. & Nkambou, R. (eds) (2012). 'User Modeling, Adaptation, and Personalization: 20th International Conference, UMAP 2012, Montreal, Canada, July 16-20, 2012. Proceedings'. Lecture Notes in Computer Science, vol. 7379, Springer-Verlag.
  [Online] DOI: 10.1007/978-3-642-31454-4

Non-textual Forms

Software

• Ritchie, GD., Masthoff, J., Fernandes, R., Aphale, MS. & Gao, F., (2009). 'The Joking Computer'. , 2009, Software.

Web Publications and Websites

• Masthoff, J., Fernandes, R., Ritchie, GD. & Gao, F., (2009). 'The Joking Computer Website'. , 2009, Web publication/site.

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