Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
PANGAEA: an information system for environmental sciences
Computers & Geosciences
The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations
VL '96 Proceedings of the 1996 IEEE Symposium on Visual Languages
On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration
Data Mining and Knowledge Discovery
The Journal of Machine Learning Research
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
HOT SAX: Efficiently Finding the Most Unusual Time Series Subsequence
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Evaluating bag-of-visual-words representations in scene classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Proceedings of the VLDB Endowment
Exploratory Search
Search User Interfaces
Improving Bag-of-Features for Large Scale Image Search
International Journal of Computer Vision
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
TPDL'11 Proceedings of the 15th international conference on Theory and practice of digital libraries: research and advanced technology for digital libraries
A visual digital library approach for time-oriented scientific primary data
International Journal on Digital Libraries - Focused Issue on ECDL 2010
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Content-based layouts for exploratory metadata search in scientific research data
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Survey of clustering algorithms
IEEE Transactions on Neural Networks
Rotation-invariant similarity in time series using bag-of-patterns representation
Journal of Intelligent Information Systems
What would 'google' do? users' mental models of a digital library search engine
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
A ground truth bleed-through document image database
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
A benchmark for content-based retrieval in bivariate data collections
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Catching the drift --- indexing implicit knowledge in chemical digital libraries
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
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Large amounts of multivariate data are collected in different areas of scientific research and industrial production. These data are collected, archived and made publicly available by research data repositories. In addition to meta-data based access, content-based approaches are highly desirable to effectively retrieve, discover and analyze data sets of interest. Several such methods, that allow users to search for particular curve progressions, have been proposed. However, a major challenge when providing content-based access -- interactive feedback during query formulation -- has not received much attention yet. This is important because it can substantially improve the user's search effectiveness. In this paper, we present a novel interactive feedback approach for content-based access to multivariate research data. Thereby, we enable query modalities that were not available for multivariate data before. We provide instant search results and highlight query patterns in the result set. Real-time search suggestions give an overview of important patterns to look for in the data repository. For this purpose, we develop a bag-of-words index for multivariate data as the back-end of our approach. We apply our method to a large repository of multivariate data from the climate research domain. We describe a use-case for the discovery of interesting patterns in maritime climate research using our new visual-interactive query tools.