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» Hierarchical exploration of large multivariate data sets
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CVPR
2007
IEEE
15 years 4 months ago
Hierarchical Structuring of Data on Manifolds
Manifold learning methods are promising data analysis tools. However, if we locate a new test sample on the manifold, we have to find its embedding by making use of the learned e...
Jun Li, Pengwei Hao
IV
2002
IEEE
104views Visualization» more  IV 2002»
15 years 2 months ago
An Environment for Studying the Impact of Spatialising Sonified Graphs on Data Comprehension
We describe AudioCave, an environment for exploring the impact of spatialising sonified graphs on a set of numerical data comprehension tasks. Its design builds on findings regard...
Rameshsharma Ramloll, Stephen A. Brewster
ICDM
2005
IEEE
163views Data Mining» more  ICDM 2005»
15 years 3 months ago
Balancing Exploration and Exploitation: A New Algorithm for Active Machine Learning
Active machine learning algorithms are used when large numbers of unlabeled examples are available and getting labels for them is costly (e.g. requiring consulting a human expert)...
Thomas Takeo Osugi, Kun Deng, Stephen D. Scott
PKDD
2010
Springer
122views Data Mining» more  PKDD 2010»
14 years 8 months ago
Exploration in Relational Worlds
Abstract. One of the key problems in model-based reinforcement learning is balancing exploration and exploitation. Another is learning and acting in large relational domains, in wh...
Tobias Lang, Marc Toussaint, Kristian Kersting
VIS
2008
IEEE
134views Visualization» more  VIS 2008»
15 years 11 months ago
Glyph-Based SPECT Visualization for the Diagnosis of Coronary Artery Disease
Myocardial perfusion imaging with single photon emission computed tomography (SPECT) is an established method for the detection and evaluation of coronary artery disease (CAD). Sta...
Jennis Meyer-Spradow, Lars Stegger, Christian D...