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Introduction to Data Mining for the Life Sciences Rob Sullivan

Introduction to Data Mining for the Life Sciences By Rob Sullivan

Introduction to Data Mining for the Life Sciences by Rob Sullivan


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Summary

Data mining provides a set of new techniques to integrate, synthesize, and analyze tdata, uncovering the hidden patterns that exist within.

Introduction to Data Mining for the Life Sciences Summary

Introduction to Data Mining for the Life Sciences by Rob Sullivan

Data mining provides a set of new techniques to integrate, synthesize, and analyze tdata, uncovering the hidden patterns that exist within. Traditionally, techniques such as kernel learning methods, pattern recognition, and data mining, have been the domain of researchers in areas such as artificial intelligence, but leveraging these tools, techniques, and concepts against your data asset to identify problems early, understand interactions that exist and highlight previously unrealized relationships through the combination of these different disciplines can provide significant value for the investigator and her organization.

Table of Contents

Introduction.- Fundamental Concepts.- Data Architecture and Data Modeling.- Representing Data Mining Results.- The Input Side of the Equation.- Statistical Methods.- Bayesian Statistics.- Machine Learning Techniques.- Classification and Prediction.- Informatics.- Systems Biology.- Lets Call it a Day.- Appendix A.- Appendix B.- Appendix C. Appendix D.- Index.

Additional information

NPB9781588299420
9781588299420
1588299422
Introduction to Data Mining for the Life Sciences by Rob Sullivan
New
Hardback
Humana Press Inc.
2011-12-26
638
N/A
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