Introduction to Data Mining for the Life Sciences

Type Book

Rate 0.0 /5

Data mining involves uncovering the patterns inherent within the data Provides a set of techniques that can help the life scientist leverage the valuable data asset With each set of techniques are tangible examples to support them.

Details

Files

Reviews

Download

Title Statements

Full title :Introduction to Data Mining for the Life Sciences.

Summary

Edition Statements

Publication Date:2012.

Publication Statements

Publisher(s):Humana Press
Place of Publication:Totowa, NJ
Language:eng
Publication Date:2012.

Notes

""3.19 Conclusion""

The Physical Object

Description:1 online resource (643 pages)

Edition Identifiers

ISBN:1588299422, 9781588299420, 1627039481, 9781627039482
DOI:10.1007/978-1-59745-290-8
oclc:ocn990399504
LC Classification:QA76.9.D343 S85 2012
Dewey Decimal:006.3/12

""Introduction to Data Mining for the Life Sciences ""; ""Preface""; ""Contents""; ""Chapter 1: Introduction""; ""1.1 Context""; ""1.2 New Scientific Techniques, New Data Challenges in Life Sciences""; ""1.3 The Ethics of Data Mining""; ""1.4 Data Mining: Problems and Issues""; ""1.5 From Data to Information: The Process""; ""1.5.1 CRISP-DM""; ""1.5.1.1 Business Understanding""; ""1.5.1.2 Data Understanding""; ""1.5.1.3 Data Preparation""; ""1.5.1.4 Modeling""; ""1.5.1.5 Evaluation Phase""; ""1.5.1.6 Deployment""; ""1.6 What Can Be Mined?""; ""1.7 Standards and Terminologies""

""1.8 Interestingness""""1.9 How Good Is Good Enough?""; ""1.10 The Datasets Used in This Book""; ""1.11 The Rest of the Story""; ""1.12 What Have We Missed in the Introduction?""; ""References""; ""Chapter 2: Fundamental Concepts""; ""2.1 Introduction""; ""2.2 Data Mining Activities""; ""2.3 Models""; ""2.4 Input Representation""; ""2.5 Missing Data""; ""2.6 Does Data Expire?""; ""2.7 Frequent Patterns""; ""2.8 Bias""; ""2.9 Generalization""; ""2.10 Data Characterization and Discrimination""; ""2.11 Association Analysis""; ""2.12 Classification and Prediction""; ""2.12.1 Relevance Analysis""

""2.13 Cluste…