The vocabulary problem in human-system communication
Communications of the ACM
Errors in computerized office work: differences between novice and expert users
ACM SIGCHI Bulletin
A user-centred evaluation of ranking algorithms for interactive query expansion
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Free choice Petri nets
Information system behavior specification by high level Petri nets
ACM Transactions on Information Systems (TOIS)
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Machine Learning
Modern Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
ICATPN '97 Proceedings of the 18th International Conference on Application and Theory of Petri Nets
A Recommendation System for Software Function Discovery
APSEC '02 Proceedings of the Ninth Asia-Pacific Software Engineering Conference
Fifteen years of psychology in software engineering: Individual differences and cognitive science
ICSE '84 Proceedings of the 7th international conference on Software engineering
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Toward High-Precision Service Retrieval
IEEE Internet Computing
A case-based reasoning framework for workflow model management
Data & Knowledge Engineering - Special issue: Advances in business process management
ACM SIGCHI Bulletin
A framework for semantic web services discovery
Proceedings of the 7th annual ACM international workshop on Web information and data management
Improved annotation of the blogosphere via autotagging and hierarchical clustering
Proceedings of the 15th international conference on World Wide Web
Improving web search ranking by incorporating user behavior information
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
YAWL: yet another workflow language
Information Systems
Optimizing web search using social annotations
Proceedings of the 16th international conference on World Wide Web
P-TAG: large scale automatic generation of personalized annotation tags for the web
Proceedings of the 16th international conference on World Wide Web
Measuring similarity between semantic business process models
APCCM '07 Proceedings of the fourth Asia-Pacific conference on Comceptual modelling - Volume 67
A semantic approach to approximate service retrieval
ACM Transactions on Internet Technology (TOIT)
Can social bookmarking improve web search?
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Tagging and searching: Search retrieval effectiveness of folksonomies on the World Wide Web
Information Processing and Management: an International Journal
Autotagging to improve text search for 3d models
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
Evolutionary bases of human cognitive architecture: implications for computing education
ICER '08 Proceedings of the Fourth international Workshop on Computing Education Research
Using students as subjects - an empirical evaluation
Proceedings of the Second ACM-IEEE international symposium on Empirical software engineering and measurement
Analysis of QoS in cooperative services for real time applications
Data & Knowledge Engineering
Applying Patterns during Business Process Modeling
BPM '08 Proceedings of the 6th International Conference on Business Process Management
Supporting Flexible Processes through Recommendations Based on History
BPM '08 Proceedings of the 6th International Conference on Business Process Management
Recommendation Based Process Modeling Support: Method and User Experience
ER '08 Proceedings of the 27th International Conference on Conceptual Modeling
Semantically driven snippet selection for supporting focused web searches
Data & Knowledge Engineering
URBE: Web Service Retrieval Based on Similarity Evaluation
IEEE Transactions on Knowledge and Data Engineering
Requirements for QoS-Based Web Service Description and Discovery
IEEE Transactions on Services Computing
Business Process Models as a Showcase for Syntax-Based Assistance in Diagram Editors
MODELS '09 Proceedings of the 12th International Conference on Model Driven Engineering Languages and Systems
Formalizing Linguistic Conventions for Conceptual Models
ER '09 Proceedings of the 28th International Conference on Conceptual Modeling
Context-similarity based hotlinks assignment: Model, metrics and algorithm
Data & Knowledge Engineering
A framework for querying graph-based business process models
Proceedings of the 19th international conference on World wide web
Collaborative tagging in recommender systems
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Towards a formal framework for reuse in business process modeling
BPM'07 Proceedings of the 2007 international conference on Business process management
Verity: a QoS metric for selecting Web services and providers
WISEW'03 Proceedings of the Fourth international conference on Web information systems engineering workshops
Machine-assisted design of business process models using descriptor space analysis
BPM'10 Proceedings of the 8th international conference on Business process management
Similarity of business process models: Metrics and evaluation
Information Systems
Meronymy-based aggregation of activities in business process models
ER'10 Proceedings of the 29th international conference on Conceptual modeling
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Towards amplifying business process reuse
ER'05 Proceedings of the 24th international conference on Perspectives in Conceptual Modeling
Expertise ranking using activity and contextual link measures
Data & Knowledge Engineering
Arbitrarily distributed data-based recommendations with privacy
Data & Knowledge Engineering
Action patterns in business process model repositories
Computers in Industry
Simulation based process design: Modeling and applications
Advanced Engineering Informatics
Detection of naming convention violations in process models for different languages
Decision Support Systems
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To ensure proper and efficient modeling of business processes, it is important to support users of process editors adequately. With only minimal modeling support, the productivity of novice business process modelers may be low when starting process modeling. In this article, we present a theoretically sound and empirically validated recommendation-based modeling support system, which covers different aspects of business process modeling. We consider basic functionality, such as an intuitive search interface, as well as advanced concepts like patterns observed in other users' preferences. Additionally, we propose a multitude of interaction possibilities with the recommendation system, e.g., different metrics that can be used in isolation or an overall recommender component that combines several sub metrics into one comprehensive score. We validate a prototype implementation of the recommendation system with exhaustive user experiments based on real-life process models. To our knowledge, this is the only comprehensive recommendation system for business process modeling that is available.