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Supporting Environmental Information Systems and Services Realization with the Geo-Spatial and Streaming Dimensions of the Semantic Web
Sun, Oct 31 2010 11:51 AM
Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming
Wed, Oct 13 2010 5:40 PM
The Affinity Propagation (AP) clustering algorithm proposed by Frey and Dueck (2007) provides an understandable, nearly optimal summary of a dataset, albeit with quadratic computational complexity. This paper, motivated by Autonomic Computing, extends AP to the data streaming framework. Firstly ...
Issues in Evaluation of Stream Learning Algorithms
Wed, Oct 13 2010 5:18 PM
Learning from data streams is a research area of increasing importance. Nowadays, several stream learning algorithms have been developed. Most of them learn decision models that continuously evolve over time, run in resource-aware environments, detect and react to changes in the environment gene...
Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams
Tue, Oct 12 2010 4:18 PM
In a typical data stream classification task, it is assumed that the total number of classes are fixed. This assumption may not be valid in a real streaming environment, where new classes may evolve. Traditional data stream classification techniques are not capable of recognizing novel class ins...
Parallel streaming decision trees
Tue, Oct 12 2010 3:55 PM
A new algorithm for building decision tree classifiers is proposed. The algorithm is executed in a distributed environment and is especially designed for classifying large datasets and streaming data. It is empirically shown to be as accurate as standard decision tree classifiers, while being sc...
Adaptive XML Tree Classification on Evolving Data Streams
Tue, Oct 12 2010 2:27 PM
We propose a new method to classify patterns, using closed and maximal frequent patterns as features. Generally, classification requires a previous mapping from the patterns to classify to vectors of features, and frequent patterns have been used as features in the past. Closed patterns maintain...
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