Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Tree visualization with tree-maps: 2-d space-filling approach
ACM Transactions on Graphics (TOG)
Approximate nearest neighbors: towards removing the curse of dimensionality
STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing
Content-based organization and visualization of music archives
Proceedings of the tenth ACM international conference on Multimedia
Computational Geometry: Algorithms and Applications
Computational Geometry: Algorithms and Applications
Exploring Music Collections in Virtual Landscapes
IEEE MultiMedia
Caliph & Emir: MPEG-7 photo annotation and retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Evaluation of adaptive SpringLens: a multi-focus interface for exploring multimedia collections
Proceedings of the 6th Nordic Conference on Human-Computer Interaction: Extending Boundaries
MusicGalaxy: a multi-focus zoomable interface for multi-facet exploration of music collections
CMMR'10 Proceedings of the 7th international conference on Exploring music contents
The MUSICtable: a map-based ubiquitous system for social interaction with a digital music collection
ICEC'05 Proceedings of the 4th international conference on Entertainment Computing
Adaptive user modeling for content-based music retrieval
AMR'08 Proceedings of the 6th international conference on Adaptive Multimedia Retrieval: identifying, Summarizing, and Recommending Image and Music
Towards user-adaptive structuring and organization of music collections
AMR'08 Proceedings of the 6th international conference on Adaptive Multimedia Retrieval: identifying, Summarizing, and Recommending Image and Music
Similarity adaptation in an exploratory retrieval scenario
AMR'10 Proceedings of the 8th international conference on Adaptive Multimedia Retrieval: context, exploration, and fusion
Evaluation of adaptive SpringLens: a multi-focus interface for exploring multimedia collections
Proceedings of the 6th Nordic Conference on Human-Computer Interaction: Extending Boundaries
MusicGalaxy: a multi-focus zoomable interface for multi-facet exploration of music collections
CMMR'10 Proceedings of the 7th international conference on Exploring music contents
Bisociative music discovery and recommendation
Bisociative Knowledge Discovery
Adaptive music retrieval---a state of the art
Multimedia Tools and Applications
Hi-index | 0.00 |
A common way to support exploratory music retrieval scenarios is to give an overview using a neighborhood-preserving projection of the collection onto two dimensions. However, neighborhood cannot always be preserved in the projection because of the inherent dimensionality reduction. Furthermore, there is usually more than one way to look at a music collection and therefore different projections might be required depending on the current task and the user's interests. We describe an adaptive zoomable interface for exploration that addresses both problems: It makes use of a complex non-linear multi-focal zoom lens that exploits the distorted neighborhood relations introduced by the projection. We further introduce the concept of facet distances representing different aspects of music similarity. User-specific weightings of these aspects allow an adaptation according to the user's way of exploring the collection. Following a user-centered design approach with focus on usability, a prototype system has been created by iteratively alternating between development and evaluation phases. The results of an extensive user study including gaze analysis using an eye-tracker prove that the proposed interface is helpful while at the same time being easy and intuitive to use.