Computational Discovery of Scientific Knowledge

Introduction, Techniques, and Applications in Environmental and Life Sciences

AvSaso Dzeroski,Ljupco Todorovski

Häftad, Engelska, 2007

Del i serien Lecture Notes in Computer Science

528 kr

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Beskrivning

Computational scientific discovery methods can be used to this end: they focus on applying computational methods to automate scientific activities, such as finding laws from observational data.

Produktinformation

Utgivningsdatum:2007-08-07
Mått:155 x 235 x 18 mm
Vikt:528 g
Format:Häftad
Språk:Engelska
Serie:Lecture Notes in Computer Science
Antal sidor:327
Förlag:Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN:9783540739197

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Innehållsförteckning

Computational Discovery of Scientific Knowledge.- Computational Discovery of Scientific Knowledge.- I Equation Discovery and Dynamic Systems Identification.- Communicable Knowledge in Automated System Identification.- Incorporating Engineering Formalisms into Automated Model Builders.- Integrating Domain Knowledge in Equation Discovery.- Communicability Criteria of Law Equations Discovery.- Quantitative Revision of Scientific Models.- Discovering Communicable Models from Earth Science Data.- Structure Discovery from Massive Spatial Data Sets Using Intelligent Simulation Tools.- Computational Discovery in Pure Mathematics.- II Computational Scientific Discovery in Biomedicine.- Automatic Computational Discovery of Chemical Reaction Networks Using Genetic Programming.- Discovery of Genetic Networks Through Abduction and Qualitative Simulation.- Learning Qualitative Models of Physical and Biological Systems.- Logic and the Automatic Acquisition of Scientific Knowledge: An Application to Functional Genomics.- Drug Discovery as an Example of Literature-Based Discovery.- Literature Based Discovery Support System and Its Application to Disease Gene Identification.