DAMEWARE - Data Mining & Exploration Web Application Resource

Astronomy is undergoing through a methodological revolution triggered by an unprecedented wealth of complex and accurate data. DAMEWARE (DAta Mining & Exploration Web Application and REsource) is a general purpose, Web-based, Virtual Observatory compliant, distributed data mining framework speci...

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Bibliographic Details
Published in:arXiv.org 2016-03
Main Authors: Brescia, Massimo, Cavuoti, Stefano, Esposito, Francesco, Fiore, Michelangelo, Garofalo, Mauro, Guglielmo, Marisa, Longo, Giuseppe, Manna, Francesco, Nocella, Alfonso, Vellucci, Civita
Format: Article
Language:English
Subjects:
Algorithms
Applications programs
Astronomy
Clustering
Data analysis
Data mining
Datasets
Exploration
Feature extraction
Machine learning
Massive data points
Regression analysis
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Summary:Astronomy is undergoing through a methodological revolution triggered by an unprecedented wealth of complex and accurate data. DAMEWARE (DAta Mining & Exploration Web Application and REsource) is a general purpose, Web-based, Virtual Observatory compliant, distributed data mining framework specialized in massive data sets exploration with machine learning methods. We present the DAMEWARE (DAta Mining & Exploration Web Application REsource) which allows the scientific community to perform data mining and exploratory experiments on massive data sets, by using a simple web browser. DAMEWARE offers several tools which can be seen as working environments where to choose data analysis functionalities such as clustering, classification, regression, feature extraction etc., together with models and algorithms.
ISSN:2331-8422