The visual display of quantitative information
The visual display of quantitative information
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Bead: explorations in information visualization
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Information visualization using 3D interactive animation
Communications of the ACM - Special issue on graphical user interfaces
An interface for navigating clustered document sets returned by queries
COCS '93 Proceedings of the conference on Organizational computing systems
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Exploration of text collections with hierarchical feature maps
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Metadata for digital libraries: architecture and design rationale
DL '97 Proceedings of the second ACM international conference on Digital libraries
Interoperability for digital libraries worldwide
Communications of the ACM
Experimenting a 3D interface for the access to a digital library
Proceedings of the third ACM conference on Digital libraries
Efficient searching in distributed digital libraries
Proceedings of the third ACM conference on Digital libraries
Information forage through adaptive visualization
Proceedings of the third ACM conference on Digital libraries
Self-Organizing Maps
Hierarchically Classifying Documents Using Very Few Words
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Automatic Labeling of Self-Organizing Maps: Making a Treasure-Map Reveal Its Secrets
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Visualizing Document Classification: A Search Aid for the Digital Library
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
Interacting With IDL: The Adaptive Visual Interface
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
DEXA '98 Proceedings of the 9th International Conference on Database and Expert Systems Applications
BiblioMapper: A Cluster-Based Information Visualization Technique
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Applying Data Mining Techniques for Descriptive Phrase Extraction in Digital Document Collections
ADL '98 Proceedings of the Advances in Digital Libraries Conference
DEXA '99 Proceedings of the 10th International Workshop on Database & Expert Systems Applications
Self-Organization of Distributed Document Archives
IDEAS '99 Proceedings of the 1999 International Symposium on Database Engineering & Applications
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Automatically Analyzing and Organizing Music Archives
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
DEXA '01 Proceedings of the 12th International Conference on Database and Expert Systems Applications
Identification of Similar Documents Using Coherent Chunks
DAARC '09 Proceedings of the 7th Discourse Anaphora and Anaphor Resolution Colloquium on Anaphora Processing and Applications
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
An interface for opportunistic discovery of information for young people
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: users and applications - Volume Part IV
Adding SOMLib capabilities to the greenstone digital library system
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
Supporting information management in digital libraries with map-based interfaces
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
| Hi-index | 0.00 |
Digital Libraries have gained tremendous interest with several research projects addressing the wealth of challenges in this field. While computational intelligence systems are being used for specific tasks in this arena, the majority of projects relies on conventional techniques for the basic structure of the library itself. With the SOMLib project we created a digital library system that uses a neural network-based core for the representation of the library. The self-organizing map, a popular unsupervised neural network model, is used to topically structure a document collection similar to the organization of real-world libraries. Based on this core, additional modules provide information retrieval features, integrate distributed libraries, and automatically label the various topical sections in the document collection. A metaphor graphics based interface further assists the user in intuitively understanding the library providing an instant overview.