Markus Zanker

Orcid: 0000-0002-4805-5516

According to our database1, Markus Zanker authored at least 160 papers between 2000 and 2023.

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Bibliography

2023
A Systematic Study on Reproducibility of Reinforcement Learning in Recommendation Systems.
Trans. Recomm. Syst., September, 2023

Analysis of Relevant Factors in Online Hotel Recommendation Through Causal Models.
Proceedings of the Workshop on Recommenders in Tourism co-located with the 17th ACM Conference on Recommender Systems (RecSys 2023), 2023

Workshop on Recommenders in Tourism (RecTour) 2023.
Proceedings of the 17th ACM Conference on Recommender Systems, 2023

Fifth Knowledge-aware and Conversational Recommender Systems Workshop (KaRS).
Proceedings of the 17th ACM Conference on Recommender Systems, 2023

Accurate and Safe Drug Recommendations based on Singular Value Decomposition.
Proceedings of the 36th IEEE International Symposium on Computer-Based Medical Systems, 2023

Safe and Effective Recommendation of Drug Combinations based on Matrix Co-Factorization.
Proceedings of the 36th IEEE International Symposium on Computer-Based Medical Systems, 2023

2022
Value and Impact of Recommender Systems.
Proceedings of the Recommender Systems Handbook, 2022

Safe, effective and explainable drug recommendation based on medical data integration.
User Model. User Adapt. Interact., 2022

JIIS preface for the special issue on advances in recommender systems.
J. Intell. Inf. Syst., 2022

Sequence-aware news recommendations by combining intra- with inter-session user information.
Inf. Retr. J., 2022

An evolutionary-based approach for providing accurate and novel recommendations.
Int. J. Bus. Intell. Data Min., 2022

Picture-based and conversational decision support to diagnose post-harvest apple diseases.
Expert Syst. Appl., 2022

RecoXplainer: A Library for Development and Offline Evaluation of Explainable Recommender Systems.
IEEE Comput. Intell. Mag., 2022

Recommender Systems: Trends and Frontiers.
AI Mag., 2022

Workshop on Recommenders in Tourism (RecTour).
Proceedings of the RecSys '22: Sixteenth ACM Conference on Recommender Systems, Seattle, WA, USA, September 18, 2022

An Online Experiment of a Price-Based Re-Rank Algorithm.
Proceedings of the Workshop on Recommenders in Tourism (RecTour 2022) co-located with the 16th ACM Conference on Recommender Systems (RecSys 2022), 2022

Fourth Knowledge-aware and Conversational Recommender Systems Workshop (KaRS).
Proceedings of the RecSys '22: Sixteenth ACM Conference on Recommender Systems, Seattle, WA, USA, September 18, 2022

Session-Based Recommendation Along with the Session Style of Explanation.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

An Analysis of User Click Behaviour in Online Hotel Search.
Proceedings of the 12th Italian Information Retrieval Workshop 2022, 2022

Deep Reinforcement Learning for Medicine Recommendation.
Proceedings of the 22nd IEEE International Conference on Bioinformatics and Bioengineering, 2022

2021
Report on the 3rd workshop of knowledge-aware and conversational recommender systems (KARS/ComplexRec) at RecSys 2021.
SIGIR Forum, 2021

Session-based news recommendations using SimRank on multi-modal graphs.
Expert Syst. Appl., 2021

Non Stationary Multi-Armed Bandit: Empirical Evaluation of a New Concept Drift-Aware Algorithm.
Entropy, 2021

Counterfactual Contextual Multi-Armed Bandit: a Real-World Application to Diagnose Apple Diseases.
CoRR, 2021

Recommender Systems: Past, Present, Future.
AI Mag., 2021

WebTour 2021 Workshop on Web Tourism.
Proceedings of the WSDM '21, 2021

Counterfactual Contextual Multi-Armed Bandit to Diagnose Post-Harvest Diseases of Apple.
Proceedings of the WI-IAT '21: IEEE/WIC/ACM International Conference on Web Intelligence, Melbourne VIC Australia, December 14, 2021

Case Study on the Development of a Recommender for Apple Disease Diagnosis with a Knowledge-based Bayesian Network (Long paper).
Proceedings of the Joint Workshop Proceedings of the 3rd Edition of Knowledge-aware and Conversational Recommender Systems (KaRS) and the 5th Edition of Recommendation in Complex Environments (ComplexRec) co-located with 15th ACM Conference on Recommender Systems (RecSys 2021), 2021

Workshop on Recommenders in Tourism (RecTour).
Proceedings of the RecSys '21: Fifteenth ACM Conference on Recommender Systems, Amsterdam, The Netherlands, 27 September 2021, 2021

Third Knowledge-aware and Conversational Recommender Systems Workshop (KaRS).
Proceedings of the RecSys '21: Fifteenth ACM Conference on Recommender Systems, Amsterdam, The Netherlands, 27 September 2021, 2021

News Recommendations by Combining Intra-session with Inter-session and Content-Based Probabilistic Modelling.
Proceedings of the Computational Collective Intelligence - 13th International Conference, 2021

Recommending What Drug to Prescribe Next for Accurate and Explainable Medical Decisions.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

Treatment Recommendations for COVID-19 Patients along with Robust Explanations.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

2020
Session-aware news recommendations using random walks on time-evolving heterogeneous information networks.
User Model. User Adapt. Interact., 2020

e-Tourism beyond COVID-19: a call for transformative research.
J. Inf. Technol. Tour., 2020

Choosing between hotels: impact of bimodal rating summary statistics and maximizing behavioral tendency.
J. Inf. Technol. Tour., 2020

Engagement in proactive recommendations.
J. Intell. Inf. Syst., 2020

Recommending the Video to Watch Next: An Offline and Online Evaluation at YOUTV.de.
Proceedings of the RecSys 2020: Fourteenth ACM Conference on Recommender Systems, 2020

Contextual multi-armed bandit strategies for diagnosing post-harvest diseases of apple.
Proceedings of the IUI '20: 25th International Conference on Intelligent User Interfaces, 2020

Exploiting Answer Set Programming for Building explainable Recommendations.
Proceedings of the Foundations of Intelligent Systems - 25th International Symposium, 2020

2019
Measuring the impact of online personalisation: Past, present and future.
Int. J. Hum. Comput. Stud., 2019

Improving Time-Aware Recommendations in Open Source Packages.
Int. J. Artif. Intell. Tools, 2019

Counteracting the filter bubble in recommender systems: Novelty-aware matrix factorization.
Intelligenza Artificiale, 2019

Personalised novel and explainable matrix factorisation.
Data Knowl. Eng., 2019

Session details: Doctoral Consortium.
Proceedings of the 27th ACM Conference on User Modeling, Adaptation and Personalization, 2019

RecTour 2019: workshop on recommenders in tourism.
Proceedings of the 13th ACM Conference on Recommender Systems, 2019

Knowledge Models for Diagnosing Postharvest Diseases of Apples.
Proceedings of the Joint Ontology Workshops 2019 Episode V: The Styrian Autumn of Ontology, 2019

Decision making strategies differ in the presence of collaborative explanations: two conjoint studies.
Proceedings of the 24th International Conference on Intelligent User Interfaces, 2019

Decision Making Based on Bimodal Rating Summary Statistics - An Eye-Tracking Study of Hotels.
Proceedings of the Information and Communication Technologies in Tourism 2019, 2019

2018
Recommending Based on Implicit Feedback.
Proceedings of the Social Information Access - Systems and Technologies, 2018

Decision Making of Maximizers and Satisficers Based on Collaborative Explanations.
CoRR, 2018

Session-based News Recommendations.
Proceedings of the Companion of the The Web Conference 2018 on The Web Conference 2018, 2018

Replicating and Improving Top-N Recommendations in Open Source Packages.
Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, 2018

Exploring Users' Perception of Collaborative Explanation Styles.
Proceedings of the 20th IEEE Conference on Business Informatics, 2018

Exploring Users' Perception of Rating Summary Statistics.
Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization, 2018

Picture-based navigation for diagnosing post-harvest diseases of apple.
Proceedings of the 12th ACM Conference on Recommender Systems, 2018

ACM recsys workshop on recommenders in tourism (rectour 2018).
Proceedings of the 12th ACM Conference on Recommender Systems, 2018

Knowledge-aware and conversational recommender systems.
Proceedings of the 12th ACM Conference on Recommender Systems, 2018

Novelty-Aware Matrix Factorization Based on Items' Popularity.
Proceedings of the AI*IA 2018 - Advances in Artificial Intelligence, 2018

Collaborative Filtering: Matrix Completion and Session-Based Recommendation Tasks.
Proceedings of the Collaborative Recommendations, 2018

2017
Towards a deep learning model for hybrid recommendation.
Proceedings of the International Conference on Web Intelligence, 2017

Visual Analysis of Recommendation Performance.
Proceedings of the Eleventh ACM Conference on Recommender Systems, 2017

Reproducing and Prototyping Recommender Systems in R.
Proceedings of the 8th Italian Information Retrieval Workshop, 2017

Replication and Reproduction in Recommender Systems Research - Evidence from a Case-Study with the rrecsys Library.
Proceedings of the Advances in Artificial Intelligence: From Theory to Practice, 2017

Researching Individual Satisfaction with Group Decisions in Tourism: Experimental Evidence.
Proceedings of the Information and Communication Technologies in Tourism 2017, 2017

A Framework for Comparing Interactive Route Planning Apps in Tourism.
Proceedings of the Second Workshop on Engineering Computer-Human Interaction in Recommender Systems co-located with the 9th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2017), 2017

2016
Analyzing user reviews in tourism with topic models.
J. Inf. Technol. Tour., 2016

Special section on generative smart tourism systems and management: Man-machine interaction.
Int. J. Inf. Manag., 2016

Recommender systems - : beyond matrix completion.
Commun. ACM, 2016

P2P Meta-Recommenders: Aggregated Diversity Maximization as a Bulwark against Attacks on Reviewers.
Proceedings of the 2016 IEEE/WIC/ACM International Conference on Web Intelligence, 2016

Contrasting Offline and Online Results when Evaluating Recommendation Algorithms.
Proceedings of the 10th ACM Conference on Recommender Systems, 2016

Observing Group Decision Making Processes.
Proceedings of the 10th ACM Conference on Recommender Systems, 2016

rrecsys: An R-package for Prototyping Recommendation Algorithms.
Proceedings of the Poster Track of the 10th ACM Conference on Recommender Systems (RecSys 2016), 2016

Persuasive recommender systems - Keynote.
Proceedings of the Workshop on Engineering Computer-Human Interaction in Recommender Systems co-located with the eight ACM SIGCHI Symposium on Engineering Interactive Computing Systems, 2016

2015
Source Factors in Recommender System Credibility Evaluation.
Proceedings of the Recommender Systems Handbook, 2015

Constraint-Based Recommender Systems.
Proceedings of the Recommender Systems Handbook, 2015

Future research issues in IT and tourism.
J. Inf. Technol. Tour., 2015

Investigating User's Information Needs and Attitudes Towards Proactivity in Mobile Tourist Guides.
Proceedings of the Information and Communication Technologies in Tourism 2015, 2015

Analysing User Reviews in Tourism with Topic Models.
Proceedings of the Information and Communication Technologies in Tourism 2015, 2015

2014
Leveraging multi-criteria customer feedback for satisfaction analysis and improved recommendations.
J. Inf. Technol. Tour., 2014

2013
Persuasive Recommender Systems - Conceptual Background and Implications
Springer Briefs in Electrical and Computer Engineering, Springer, ISBN: 978-1-4614-4702-3, 2013

Modeling and Solving Distributed Configuration Problems: A CSP-Based Approach.
IEEE Trans. Knowl. Data Eng., 2013

Time-of-Arrival Estimation in Mobile Tour Guides.
Proceedings of the Information and Communication Technologies in Tourism 2013, 2013

Towards Explaining Latent Factors with Topic Models in Collaborative Recommender Systems.
Proceedings of the 24th International Workshop on Database and Expert Systems Applications, 2013

2012
Harnessing geo-tagged resources for Web personalization.
Proceedings of the ACM Symposium on Applied Computing, 2012

The influence of knowledgeable explanations on users' perception of a recommender system.
Proceedings of the Sixth ACM Conference on Recommender Systems, 2012

Linked open data to support content-based recommender systems.
Proceedings of the I-SEMANTICS 2012 - 8th International Conference on Semantic Systems, 2012

Classification of Customer Reviews based on Sentiment Analysis.
Proceedings of the Information and Communication Technologies in Tourism 2012, 2012

Identification of Innovative Users for New Service Development in Tourism.
Proceedings of the Information and Communication Technologies in Tourism 2012, 2012

Recommender Systems in Computer Science and Information Systems - A Landscape of Research.
Proceedings of the E-Commerce and Web Technologies - 13th International Conference, 2012

Multi-criteria Ratings for Recommender Systems: An Empirical Analysis in the Tourism Domain.
Proceedings of the E-Commerce and Web Technologies - 13th International Conference, 2012

Individualized Hiking Time Estimation.
Proceedings of the 23rd International Workshop on Database and Expert Systems Applications, 2012

Unifying Software, Product Configuration: A Research Roadmap.
Proceedings of the Workshop on Configuration at ECAI 2012, 2012

2011
Developing Constraint-based Recommenders.
Proceedings of the Recommender Systems Handbook, 2011

A Taxonomy for Generating Explanations in Recommender Systems.
AI Mag., 2011

An Empirical Study of Extracting Multidimensional Sequential Rules for Personalization and Recommendation in Online Commerce.
Proceedings of the 10. Internationale Tagung Wirtschaftsinformatik, 2011

Exploiting Feedback from Users of innsbruck.mobile for Personalization.
Proceedings of the Information and Communication Technologies in Tourism 2011, 2011

2010
Context-Based Adaptation of Mobile Applications in Tourism.
J. Inf. Technol. Tour., 2010

Measuring the impact of personalization and recommendation on user behaviour.
Int. J. Hum. Comput. Stud., 2010

Preference reasoning with soft constraints in constraint-based recommender systems.
Constraints An Int. J., 2010

Knowledgeable Explanations for Recommender Systems.
Proceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence, 2010

Insights from Applying Sequential Pattern Mining to E-commerce Click Stream Data.
Proceedings of the ICDMW 2010, 2010

Web Usage Mining in Tourism - A Query Term Analysis and Clustering Approach.
Proceedings of the Information and Communication Technologies in Tourism, 2010

Recommender Systems - An Introduction.
Cambridge University Press, ISBN: 978-0-521-49336-9, 2010

2009
Case-studies on exploiting explicit customer requirements in recommender systems.
User Model. User Adapt. Interact., 2009

Automated Semantic Annotations of Tourism Resources Based on Geospatial Data.
J. Inf. Technol. Tour., 2009

Constraint-Based Recommendation in Tourism: A Multiperspective Case Study.
J. Inf. Technol. Tour., 2009

Recommender Systems in the Web 2.0 Sphere.
IEEE Intell. Informatics Bull., 2009

Collaborative Feature-Combination Recommender Exploiting Explicit and Implicit User Feedback.
Proceedings of the 2009 IEEE Conference on Commerce and Enterprise Computing, 2009

A Generic User Modeling Component for Hybrid Recommendation Strategies.
Proceedings of the 2009 IEEE Conference on Commerce and Enterprise Computing, 2009

Cost-Efficient Development of Virtual Sales Assistants.
Proceedings of the New Directions in Intelligent Interactive Multimedia Systems and Services, 2009

Recommending Effort Estimation Methods for Software Project Management.
Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology, 2009

An Automated Approach for Deriving Semantic Annotations of Tourism Products based on Geospatial Information.
Proceedings of the Information and Communication Technologies in Tourism, 2009

ISeller: A Flexible Personalization Infrastructure for e-Commerce Applications.
Proceedings of the E-Commerce and Web Technologies, 10th International Conference, 2009

2008
ECAI 2008 Workshops on Configuration and Recommender Systems: Two Converging Research Fields.
IEEE Intell. Informatics Bull., 2008

Special issue on Recommender Systems.
AI Commun., 2008

A collaborative constraint-based meta-level recommender.
Proceedings of the 2008 ACM Conference on Recommender Systems, 2008

Towards Virtual Sales Assistants: State-of-the-Art and Research Challenges.
Proceedings of the Information Systems and e-Business Technologies, 2008

Distributed Private Constraint Optimization.
Proceedings of the 2008 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2008

Evaluating Recommender Systems in Tourism - A Case Study from Austria.
Proceedings of the Information and Communication Technologies in Tourism, 2008

A Distributed Generative CSP Framework for Multi-site Product Configuration.
Proceedings of the Cooperative Information Agents XII, 12th International Workshop, 2008

2007
Comparing Recommendation Strategies in a Commercial Context.
IEEE Intell. Syst., 2007

Development of a Collaborative and Constraint-Based Web Configuration System for Personalized Bundling of Products and Services.
Proceedings of the Web Information Systems Engineering, 2007

Time Filtering for Better Recommendations with Small and Sparse Rating Matrices.
Proceedings of the Web Information Systems Engineering, 2007

Developing a Conversational Travel Advisor with ADVISOR SUITE.
Proceedings of the Information and Communication Technologies in Tourism, 2007

Iseller - A Generic and Hybrid Recommendation System for Interactive Selling Scenarios.
Proceedings of the Fifteenth European Conference on Information Systems, 2007

2006
An Integrated Environment for the Development of Knowledge-Based Recommender Applications.
Int. J. Electron. Commer., 2006

Private and Efficient Stable Marriages (Matching).
IACR Cryptol. ePrint Arch., 2006

Measuring, monitoring and controlling software maintenance efforts.
Proceedings of the 13th International Symposium on Temporal Representation and Reasoning (TIME 2006), 2006

Recommendation-based browsing assistance for corporate knowledge portals.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

Building maintenance charts and early warning about scheduling problems in software projects.
Proceedings of the ICSOFT 2006, 2006

Knowledge-Based Sales Advisory: Experiences and Future Directions.
Proceedings of the ICE-B 2006, 2006

Intelligent Browsing Assistance for Corporate Knowledge Portals.
Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference, 2006

etPlanner: An IT Framework for Comprehensive and Integrative Travel Guidance.
Proceedings of the Information and Communication Technologies in Tourism, 2006

A Hybrid Similarity Concept for Browsing Semi-structured Product Items.
Proceedings of the E-Commerce and Web Technologies, 7th International Conference, 2006

Persuasive Online-Selling in Quality and Taste Domains.
Proceedings of the E-Commerce and Web Technologies, 7th International Conference, 2006

2005
Desk-Mates (Stable Matching) with Privacy of Preferences, and a New Distributed CSP Framework.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Supporting debates over citizen initiatives.
Proceedings of the 2005 National Conference on Digital Government Research, 2005

2003
A Framework for the Development of Personalized, Distributed Web-Based Configuration Systems.
AI Mag., 2003

Configuration knowledge representations for Semantic Web applications.
Artif. Intell. Eng. Des. Anal. Manuf., 2003

Developing Constraint-Based Applications with Spreadsheets.
Proceedings of the Developments in Applied Artificial Intelligence, 2003

Transforming UML Domain Descriptions into Configuration Knowledge Bases.
Proceedings of the Knowledge Transformation for the Semantic Web, 2003

2002
Configuration Knowledge Representation Using UML/OCL.
Proceedings of the UML 2002 - The Unified Modeling Language, 5th International Conference, Dresden, Germany, September 30, 2002

Semantic Configuration Web Services in the CAWICOMS Project.
Proceedings of the Semantic Web, 2002

UML as knowledge acquisition frontend for Semantic Web configuration knowledge bases.
Proceedings of the RuleML 2002, 2002

Acquiring Configuration Knowledge Bases in the Semantic Web Using UML.
Proceedings of the Knowledge Engineering and Knowledge Management. Ontologies and the Semantic Web, 2002

A Framework for Rapid Development of Advanced Web-based Configurator Applications.
Proceedings of the 15th European Conference on Artificial Intelligence, 2002

Personalising On-Line Configuration of Products and Services.
Proceedings of the 15th European Conference on Artificial Intelligence, 2002

Web-Based Configuration of Virtual Private Networks with Multiple Suppliers.
Proceedings of the Artificial Intelligence in Design '02, 2002

2001
Intelligent Interfaces for Distributed Web-Based Product and Service Configuration.
Proceedings of the Web Intelligence: Research and Development, 2001

Web-based Commerce of Complex Products and Services with Multiple Suppliers.
Proceedings of the KI-2001 Workshop AI in Planning, 2001

Towards Distributed Configuration.
Proceedings of the KI 2001: Advances in Artificial Intelligence, 2001

Hierarchical Diagnosis of Large Configurator Knowledge Bases.
Proceedings of the KI 2001: Advances in Artificial Intelligence, 2001

Intelligent Support for Interactive Configuration of Mass-Customized Products.
Proceedings of the Engineering of Intelligent Systems, 2001

Distributed Configuration as Distributed Dynamic Constraint Satisfaction.
Proceedings of the Engineering of Intelligent Systems, 2001

2000
Contextual Diagrams as Structuring Mechanisms for Designing Configuration Knowledge Bases in UML.
Proceedings of the «UML» 2000, 2000

A Framework for the Development of Cooperative Configuration Agents.
Proceedings of the Intelligent Problem Solving, 2000

Cooperating Configuration Agents Supporting Supply Chain Integration of Customizable Products.
Proceedings of the 4th International Conference on Multi-Agent Systems, 2000

Integrating Knowledge-Based Configuration Systems by Sharing Functional Architectures.
Proceedings of the Knowledge Acquisition, 2000

Diagrammatic Acquisition of Functional Knowledge for Product Configuration Systems with the Unified Modeling Language.
Proceedings of the Theory and Application of Diagrams, First International Conference, 2000


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