Computational Discovery of Scientific Knowledge Introduction, Techniques, and Applications in Environmental and Life Sciences /

• Corporate Author: SpringerLink (Online service)
• Other Authors: Džeroski, Sašo (Editor), Todorovski, Ljupčo (Editor)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2007.
• Series: Lecture Notes in Computer Science, 4660
• Subjects: Culture > Study and teaching.; Library science.; Database management.; Data mining.; Information storage and retrieval.; Artificial intelligence.; Pattern recognition.; Cultural and Media Studies.; Library Science.; Artificial Intelligence (incl. Robotics).; Data Mining and Knowledge Discovery.; Database Management.; Information Storage and Retrieval.; Pattern Recognition.

Advances in technology have enabled the collection of data from scientific observations, simulations, and experiments at an ever-increasing pace. For the scientist and engineer to benefit from these enhanced data collecting capabilities, it is becoming clear that semi-automated data analysis techniq...

Table of Contents:

• 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.