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Scientific Data Mining and Knowledge Discovery 2010

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Mohamed Medhat Gaber:
Scientific Data Mining and Knowledge Discovery - Principles and Foundations. Springer 2010, ISBN 978-3-642-02787-1
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Mohamed Medhat Gaber:
Introduction. 1-4

Part 1 / Background

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Achim G. Hoffmann, Ashesh Mahidadia:
Machine Learning. 7-52
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Shahjahan Khan:
Statistical Inference. 53-76
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Jon Williamson:
The Philosophy of Science and its relation to Machine Learning. 77-89
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Wei Peng, John S. Gero:
Concept Formation in Scientific Knowledge Discovery from a Constructivist View. 91-109
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Stephan Grimm:
Knowledge Representation and Ontologies. 111-137

Part 2 / Computational Science

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Nafaâ Jabeur, Nabil Sahli:
Spatial Techniques. 141-172
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Hassan Safouhi, Ahmed Bouferguene:
Computational Chemistry. 173-206
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Mohamed Abouelhoda, Moustafa Ghanem:
String Mining in Bioinformatics. 207-247

Part 3 / Data Mining and Knowledge Discovery

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Nabil Sahli, Nafaâ Jabeur:
Knowledge Discovery and Reasoning in Geospatial Applications. 251-268
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Wencong Lu:
Data Mining and Discovery of Chemical Knowledge. 269-317
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Ghazi Al-Naymat:
Data Mining and Discovery of Astronomical Knowledge. 319-341

Part 4 / Future Trends

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Steve Tanner, Cara Stein, Sara J. Graves:
On-board Data Mining. 345-376
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Charu C. Aggarwal:
Data Streams: An Overview and Scientific Applications. 377-397

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