Publications related to Meta-Intents in Conversational Recommender Systems
Meta-Intents: Interaction Preferences in Conversational Recommender Systems
Ma, Y. (2025). [PhD thesis].
Meta-Intents in Conversational Recommender Systems
Yuan, M., Donkers, T., Kleemann, T., & Jürgen, Z. (2022). Proceedings of the 4th Edition of Knowledge-Aware and Conversational Recommender Systems (KaRS) Workshop @ RecSys 2022.
Investigating meta-intents: user interaction preferences in conversational recommender systems
Ma, Y., & Ziegler, J. (2024). User Modeling and User-Adapted Interaction, in press.
From explanations to human-AI co-evolution: Charting trajectories towards future user-centric AI
Ziegler, J., & Donkers, T. (2024). i-Com: Journal of Interactive Media, 23(2), 263–272.
The Effect of Proactive Cues on the Use of Decision Aids in Conversational Recommender Systems
Ma, Y., & Ziegler, J. (2024). In The Association for Computing Machinery (ACM) (Ed.), Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP Adjunct ’24) (pp. 305–315). ACM.
From explanations to human-AI co-evolution: Charting trajectories towards future user-centric AI
Ziegler, J., & Donkers, T. (2024). i-Com: Journal of Interactive Media, in press.
The Effect of Proactive Cues on the Use of Decision Aids in Conversational Recommender Systems
Ma, Y., & Ziegler, J. (2024). Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization.
De-sounding echo chambers: Simulation-based analysis of polarization dynamics in social networks
Donkers, T., & Ziegler, J. (2023). Online Social Networks and Media, 37-38.
An Instrument for measuring users’ meta-intents
Ma, Y., Donkers, T., Kleemann, T., & Ziegler, J. (2023). In J. Gwizdka & S. Y. Rieh (Eds.), CHIIR ’23: Proceedings of the 2023 Conference on Human Information Interaction and Retrieval (pp. 290–302). ACM.
Leveraging Arguments in User Reviews for Generating and Explaining Recommendations
Donkers, T., & Ziegler, J. (2020). Datenbank-Spektrum, 20(2), 181–187.
Harnessing Latent Space Semantics for Enhanced Interpretability of Recommender Systems in Item Retrieval and Online Communication Dynamics
Donkers, T. (2024). [PhD thesis].
Argumentative Explanations for Recommendations Based on Reviews
Hernandez Bocanegra, D. C. (2022). [PhD thesis, University of Duisburg-Essen].

Argumentation-based explanations in recommender systems: Conceptual framework and empirical results
Naveed, S., Donkers, T., & Ziegler, J. (2018). UMAP 2018 - Adjunct Publication of the 26th Conference on User Modeling, Adaptation and Personalization, 293–298.

Explaining Recommendations by Means of User Reviews
Donkers, T., Loepp, B., & Ziegler, J. (2018). Proceedings of the 1st Workshop on Explainable Smart Systems (ExSS ’18).

Sequential User-based Recurrent Neural Network Recommendations
Donkers, T., Loepp, B., & Ziegler, J. (2017). Proceedings of the 11th ACM Conference on Recommender Systems (RecSys ’17), 152–160.
Challenges in Integrating Conversational AI and GUI-Based Applications
Ziegler, J. (2025). In L. Zaina, J. Creissac Campos, & D. Spano (Eds.), Engineering Interactive Computer Systems: EICS 2024 International Workshops; Revised Selected Papers (Vol. 15518, pp. 159–170). Springer Science and Business Media Deutschland GmbH.
Knowledge Graph-Based Integration of Conversational Advisors and Faceted Filtering
Kleemann, T., Loepp, B., & Ziegler, J. (2025). Interacting with Computers, 37(3), 158–188.
De-centering the (Traditional) User: Multistakeholder Evaluation of Recommender Systems
Burke, R., Adomavicius, G., Bogers, T., Di Noia, T., Kowald, D., Neidhardt, J., Özgöbek, Ö., Soledad Pera, M., Tintarev, N., & Ziegler, J. (2025).
Preface to the special issue on news personalization and analytics
Kille, B., Lommatzsch, A., Ziegler, J., & Özgöbek, Ö. (2024). User Modeling and User-Adapted Interaction, in press.
Knowledge Graph-Based Integration of Conversational Advisors and Faceted Filtering
Kleemann, T., Loepp, B., & Ziegler, J. (2024). Interacting with Computers, in press.
Assessing the Utility of an Interaction Qualities Framework in Systematizing the Evaluation of User Control
Smits, A., Detweiler, C., Bartels, E., Pott, K., van der Stappen, E., van Rossen, S., Cardona, K., Shayan, S., Ziegler, J., & van Turhout, K. (2024). In A. Bramwell-Dicks, A. Evans, M. Winckler, H. Petrie, & J. Abdelnour-Nocera (Eds.), Design for Equality and Justice: INTERACT 2023 IFIP TC 13 Workshops, York, UK, August 28 – September 1, 2023, Revised Selected Papers, Part II (pp. 185–195). Springer.
Exploring Categorizations of Algorithmic Affordances in Graphical User Interfaces of Recommender Systems
Bartels, E., Smits, A., Detweiler, C., van der Stappen, E., van Rossen, S., Shayan, S., Pott, K., Cardona, K., Ziegler, J., & van Turnhout, K. (2024). In A. Bramwell-Dicks, A. Evans, M. Winckler, H. Petrie, & J. Abdelnour-Nocera (Eds.), Design for Equality and Justice: Revised Selected Papers, Part II (Vol. 14536, pp. 173–184). Springer.
Design Ideas for Recommender Systems in Flexible Education: How Algorithmic Affordances May Address Ethical Concerns
van Rossen, S., Bartels, E., Cardona, K., Detweiler, C., Pott, K., Shayan, S., Smits, A., Ziegler, J., & van der Stappen, E. (2024). In A. Bramwell-Dicks, A. Evans, M. Winckler, H. Petrie, & J. Abdelnour-Nocera (Eds.), Design for Equality and Justice: Revised Selected Papers, Part II (Vol. 14536, pp. 205–213). Springer.
ExUM 2024 - 6th Workshop on Explainable User Modeling and Personalised Systems
Polignano, M., Musto, C., Delić, A., Inel, O., Rapp, A., Semeraro, G., & Ziegler, J. (2024). In The Association for Computing Machinery (ACM) (Ed.), Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP Adjunct ’24) (pp. 236–239). ACM.
Exploring the Potential of Generative AI for Augmenting Choice-Based Preference Elicitation in Recommender Systems
Loepp, B., & Ziegler, J. (2024). In The Association for Computing Machinery (ACM) (Ed.), Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP Adjunct ’24) (pp. 114–119). ACM.
Second Workshop on Engineering Interactive Systems Embedding AI Technologies
Dix, A., Luyten, K., Mayer, S., Palanque, P., Panizzi, E., Spano, L. D., & Ziegler, J. (2024). In M. Nebeling, L. D. Spano, & J. C. Campos (Eds.), EICS ’24 Companion: Companion Proceedings of the 16th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (pp. 103–107). Association for Computing Machinery.
Exploring the Potential of Generative AI for Augmenting Choice-Based Preference Elicitation in Recommender Systems
Loepp, B., & Ziegler, J. (2024). UMAP Adjunct ’24: Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization, 114–119.
A Multi-perspective Panel on User-Centred Transparency, Explainability, and Controllability in Automations
Palanque, P., Paternò, F., Roto, V., Schmidt, A., Stumpf, S., & Ziegler, J. (2023). In J. A. Nocera, Lárusdóttir Marta Kristı́n, H. Petrie, A. Piccinno, & M. Winckler (Eds.), Human-Computer Interaction – INTERACT 2023: Proceedings (Vol. 14145, pp. 349–353). Springer Science and Business Media Deutschland GmbH.
Interactive Recommendation Systems
Ziegler, J., & Loepp, B. (2023). In J. Vanderdonckt, P. Palanque, & M. Winckler (Eds.), Handbook of Human Computer Interaction (pp. 1–29). Springer.
Initiative transfer in conversational recommender systems
Ma, Y., & Ziegler, J. (2023). In J. Zhang & L. Chen (Eds.), Proceedings of the 17th ACM Conference on Recommender Systems, RecSys 2023 (pp. 978–984). Association for Computing Machinery, Inc.
5th Workshop on Explainable User Models and Personalised Systems (ExUM)
Musto, C., Delic, A., Inel, O., Polignano, M., Rapp, A., Semeraro, G., & Ziegler, J. (2023). In The Association for Computing Machinery (Ed.), UMAP 2023: Adjunct Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization ; 26-30 June, 2023, Limassol, Cyprus (pp. 196–198). Association for Computing Machinery.
The Dual Echo Chamber: Modeling Social Media Polarization for Interventional Recommending
Donkers, T., & Ziegler, J. (2021). Fifteenth ACM Conference on Recommender Systems, 12–22.

Mixed-Modality Interaction in Conversational Recommender Systems
Ma, Y., Kleemann, T., & Ziegler, J. (2021). Proceedings of the 8th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, 2948, 21–37.

Effects of Argumentative Explanation Types on the Perception of Review-Based Recommendations
Hernandez-Bocanegra, D. C., Donkers, T., & Ziegler, J. (2020). Adjunct Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization (UMAP ’20 Adjunct), 219–225.
What works and what does not: Classifier and feature analysis for argument mining
Aker, A., Sliwa, A., Ma, Y., Liu, R., Borad, N., Ziyaei, S. F., & Ghbadi, M. (2017). Proceedings of the 4th Workshop on Argument Mining, 91–96.
A Framework for Analyzing and Calibrating Trust in Automated Vehicles
Mirnig, G. A., Wintersberger, P., Sutter, C., & Ziegler, J. (2016). In P. Green (Ed.), Adjunct Proceedings of the 8th International Conference on Automotive User Interfaces and Interactive Vehicular Applications (pp. 33–38). ACM.

Towards Understanding Latent Factors and User Profiles by Enhancing Matrix Factorization with Tags
Donkers, T., Loepp, B., & Ziegler, J. (2016). Poster Proceedings of the 10th ACM Conference on Recommender Systems (RecSys ’16).
Welcome to EICS 2015
Ziegler, J., Nebeling, M., Nigay, L., Campos, J., & Winckler, M. (2015). In J. Ziegler (Ed.), Proceedings of the 7th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (pp. v–vi). Association for Computing Machinery, Inc.

Merging Latent Factors and Tags to Increase Interactive Control of Recommendations
Donkers, T., Loepp, B., & Ziegler, J. (2015). Poster Proceedings of the 9th ACM Conference on Recommender Systems (RecSys ’15).
Normal Users Cooperating on Process Models: Is It Possible at All?
Nolte, A., & Prilla, M. (2012). In V. Herskovic, H. U. Hoppe, J. Ziegler, & M. Jansen (Eds.), Collaboration and Technology: Proceedings (Vol. 7493, pp. 57–72). Springer.
Supporting social tasks of individuals: A matter of access to cooperation systems
Prilla, M. (2012). In V. Herskovic, H. U. Hoppe, J. Ziegler, & M. Jansen (Eds.), Collaboration and Technology (CRIWG 2012): Proceedings (Vol. 7493, pp. 89–96). Springer.
Matchballs – A multi-agent-system for ontology-based collaborative learning games
Ziebarth, S., Malzahn, N., & Hoppe, U. H. (2012). In V. Herskovic, U. H. Hoppe, M. Jansen, & J. Ziegler (Eds.), Collaboration and Technology: Proceedings (Vol. 7493, pp. 208–222). Springer Berlin Heidelberg.
Formal modeling of multi-user interfaces in cooperative work
Weyers, B., Luther, W., Baloian, N., & Pino, A. J. (2012). In V. Herskovic, U. H. Hoppe, M. Jansen, & J. Ziegler (Eds.), Collaboration and Technology: Proceedings (Vol. 7493, pp. 129–136). Springer Berlin Heidelberg.
Enabling and Evaluating Mobile Learning Scenarios with Multiple Input Channels
Bollen, L., Eimler, C. S., Jansen, M., & Engler, J. (2012). In V. Herskovic, U. H. Hoppe, M. Jansen, & J. Ziegler (Eds.), Collaboration and Technology: Proceedings (Vol. 7493, pp. 161–175). Springer Berlin Heidelberg.
3rd Workshop on Semantic Models for Adaptive Interactive Systems (SEMAIS)
Hussein, T., Lukosch, S., Paulheim, H., Ziegler, J., & Calvary, G. (2012). IUI 2012: Proceedings of the 17th International Conference on Intelligent User Interfaces, 401–403.
Zukünftige Entwicklungen in der Mobilität : betriebswirtschaftliche und technische Aspekte ; [... Beiträge des 3. Wissenschaftsforums Mobilität, das im Juli 2011 an der Universität Duisburg-Essen stattfand]
Proff, H., Schönharting, J., Schramm, D., & Ziegler, J. (2012). Gabler.
Training conflict management in a collaborative virtual environment
Emmerich, K., Neuwald, K., Othlinghaus, J., Ziebarth, S., & Hoppe, U. H. (2012). In J. Ziegler, M. Jansen, U. H. Hoppe, & V. Herskovic (Eds.), Collaboration and Technology: 18th International Conference, CRIWG 2012 Raesfeld, Germany, September 16-19, 2012 Proceedings (Vol. 7493, pp. 17–32). Springer.
Collaboration and Technology: 18th International Conference, CRIWG 2012 Raesfeld, Germany, September 16-19, 2012 Proceedings
18th International Conference, CRIWG 2012 Raesfeld, Germany, September 16-19, 2012. (2012). (J. Ziegler, M. Jansen, U. H. Hoppe, & V. Herskovic, Eds.; Vol. 7493). Springer.
Faceted Visual Exploration of Semantic Data
Heim, P., & Ziegler, J. (2011). In A. Ebert (Ed.), Human Aspects of Visualization: Revised Selected Papers (Vol. 6431, pp. 58–75). Springer Berlin Heidelberg.
Semantic web meets UI: Context-adaptive interaction with semantic data
Ziegler, J. (2011). In A. Dittmar (Ed.), Proceedings of the 29th Annual European Conference on Cognitive Ergonomics (pp. 15–16). ACM Press.
Context-adaptive interaction for collaborative work
Ziegler, J., Haake, M. J., Lukosch, S., & Pipek, V. (2010). CHI 2010 - We Are HCI: Conference Proceedings and Extended Abstracts, 4461–4464.
Group context-based adaptations for recommendation
Joop, B., & Ziegler, J. (2010). Proceedings of the 1st International Workshop on Semantic Models for Adaptive Interactive Systems, 11–15.
Facet Graphs: Complex Semantic Querying Made Easy
Heim, P., Ertl, T., & Ziegler, J. (2010). The Semantic Web: Research and Applications; Proccedings Part I, 288–302.
Interaktion mit komplexen Informationsräumen: Visualisierung, Multimodalität, Kooperation
Ziegler, J., & Beinhauer, W. (Eds.). (2007). Oldenbourg.

Automatische Themenextraktion aus gesprochener Sprache
Ziegler, J., El Jerroudi, Z., Böhm, C., Beinhauer, W., & Räther, C. (2004). In R. Keil-Slawik, H. Selke, & G. Szwillus (Eds.), Mensch & Computer 2004: Allgegenwärtige Interaktion. Oldenbourg Verlag.
Echtzeit-Visualisierungs-Editor fuer deskriptive Verhaltensprotokolle
Piesk, J., Heeg, R., Hoenscheid, R., Krämer, N., & Bente, G. (2003). In G. Szwillus & J. Ziegler (Eds.), Mensch & Computer 2003: Interaktion in Bewegung; [Tagungsbeiträge der dritten Konferenz Mensch & Computer 2003 in Stuttgart] (1. Auflage, Vol. 57, pp. 177–186). Teubner.
Brauchen Interface-Agenten Emotionen
Krämer, N., & Bente, G. (2003). In J. Ziegler & G. Szwillus (Eds.), Mensch & Computer 2003: Interaktion in Bewegung; [Tagungsbeiträge der dritten Konferenz Mensch & Computer 2003 in Stuttgart] (1. Aufl., Vol. 57, pp. 287–296). Teubner.
Vorwort
Ziegler, J. (2003). In J. Ziegler & G. Szwillus (Eds.), Mensch & Computer 2003: Interaktion in Bewegung; [Tagungsbeiträge der dritten Konferenz Mensch & Computer 2003 in Stuttgart] (1. Auflage, Vol. 57, pp. 13–14). Teubner.
Mensch Computer 2003 - Interaktion in Bewegung; Tagungsband der dritten Konferenz Mensch Computer 2003 in Stuttgart
Ziegler, J., & Szwillus, G. (2003).
Managing human-computer interaction and emerging issues
Bullinger, H. J., & Ziegler, J. (2003). (J. A. Jacko, Ed.). Erlbaum.
Intuitive interaction in complex informaiton spaces - Results and exploitation of INVITE
Beinhauer, W., & Ziegler, J. (2003). 2nd International Status Conference Human-Technology Interaction (German Ministry of Education and Research).
Mensch Computer 2003 - Interaktion in Bewegung; Tagungsband der dritten Konferenz Mensch Computer 2003
Ziegler, J., & Szwillus, G. (2003). Teubner.
Modeling Cooperative Work Processes - A Multiple Perspectives Framework
Ziegler, J. (2002). International Journal of Human-Computer Interaction, 14(2), 139–157.
Matrix Browser as a New Interactive Visualization for Large Networked Information Spaces
Ziegler, J., Kunz, C., Botsch, V., & Schneeberger, J. (2002). UIST 2002, ACM Conf. User Interface Software Paris, France Oct. 2002; UIST 2002, ACM Conf. User Interface Software Paris, France Oct. 2002.
Simulating recognition errors in speech user interface prototyping
Peissner, M., Heidmann, F., & Ziegler, J. (2001). In D. S. G. H. Smith M. & R. Koubek (Eds.), Proceedings of the 9th Int. Conf. on Human-Computer Interaction (HCI International 2001), Vol. 1: Cognitive Engineering, Intelligent Agents and Virtual Reality New Orleans, USA Aug. 5-10, 2001; Proceedings of the 9th Int. Conf. on Human-Computer Inte. Lawrence Erlbaum.
Realisierung einer laserbasierten Interaktionstechnik für Projektionswände
Wissen, M., Wischy, M., & Ziegler, J. (2001). Tagung Mensch Computer 2001; Tagung Mensch Computer 2001.
Intuitive human-computer interaction for a networked information world (INVITE) - Research approaches and results
Ziegler, J. (2001). International Status Conference Lead Projects Human-Computer Interaction Saarbrücken Oct. 26-27, 2001.
Entwicklungstrends im Bereich Human-Computer Interaction
Bullinger, H. J., Rathke, C., & Ziegler, J. (2000). In R. Reichwald & M. Kreis (Eds.), Anwenderfreundliche Kommunikationssysteme : Referate des Kongresses Anwenderfreundliche Kommunikationssysteme vom 16. und 17. Juni 1999; Anwenderfreundliche Kommunikationssysteme : Referate des Kongresses Anwenderfreundliche Kommunikationssysteme vom. Hüthig.
Human-Computer Interaction: Communication, Cooperation, and Application Design
Bullinger, H.-J., & Ziegler, J. (1999). Vol. 1 of the Proceedings of the 8th International Conference on Human-Computer Interaction (HCI International ’99) Munich, Germany August 22-26, 1999; Vol. 1 of the Proceedings of the 8th International Conference on Human-Computer Interaction (HCI I.

Psychological User Characteristics and Meta-Intents in a Conversational Product Advisor
Ma, Y., Kleemann, T., & Ziegler, J. (2022). Proceedings of the 9th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, 3222, 18–32.
Explaining Recommendations by Means of Aspect-Based Transparent Memories
Donkers, T., Kleemann, T., & Ziegler, J. (2020). In F. Paternò & N. Oliver (Eds.), Proceedings of the 25th International Conference on Intelligent User Interfaces (pp. 166–176). The Association for Computing Machinery.

Interactive Recommending with Tag-Enhanced Matrix Factorization (TagMF)
Loepp, B., Donkers, T., Kleemann, T., & Ziegler, J. (2019). International Journal of Human Computer Studies, 121, 21–41.