Silhouettes: a graphical aid to the interpretation and validation of cluster analysis
Journal of Computational and Applied Mathematics
Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Personalized information delivery: an analysis of information filtering methods
Communications of the ACM - Special issue on information filtering
Large test collection experiments on an operational, interactive system: Okapi at TREC
TREC-2 Proceedings of the second conference on Text retrieval conference
Applied numerical linear algebra
Applied numerical linear algebra
ACM Computing Surveys (CSUR)
Experimentation as a way of life: Okapi at TREC
Information Processing and Management: an International Journal - The sixth text REtrieval conference (TREC-6)
Learning user interest dynamics with a three-descriptor representation
Journal of the American Society for Information Science and Technology
Modern Information Retrieval
Cluster validity methods: part I
ACM SIGMOD Record
Self-Adaptive User Profiles for Large-Scale Data Delivery
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
A knowledge engineering approach to knowledge management
Information Sciences: an International Journal
The uncovering of hidden structures by Latent Semantic Analysis
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Handbook of Data Visualization (Springer Handbooks of Computational Statistics)
Handbook of Data Visualization (Springer Handbooks of Computational Statistics)
Modeling user multiple interests by an improved GCS approach
Expert Systems with Applications: An International Journal
Ontology-based user modeling for knowledge management systems
UM'03 Proceedings of the 9th international conference on User modeling
Pairwise-adaptive dissimilarity measure for document clustering
Information Sciences: an International Journal
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
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This paper describes an algorithm to automatically construct expertise profiles for company employees, based on documents authored and read by them. A profile consists of a series of high dimensional vectors, each describing an expertise domain, and provides a hierarchy between these vectors, enabling a structured view on an employee's expertise. The algorithm is novel in providing this layered view, as well as in its high degree of automation and its generic approach ensuring applicability in an industrial setting. The profiles provide support for several knowledge management functionalities that are difficult or impossible to achieve using existing methods. This paper in particular presents the initialization of communities of practice, bringing together both experts and novices on a specific topic. An algorithm to automatically discover relationships between employees based on their profiles is described. These relationships can be used to initiate communities of practice. The algorithms are validated by means of a realistic dataset.