Extent: | 1 online resource (252 pages) |
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Series: | |
Type of publication: | Book / Working Paper |
Language: | English |
Notes: | Description based on publisher supplied metadata and other sources. ""Series""; ""Titlepage""; ""Copyright""; ""Dedication""; ""Preface""; ""Acknowledgments""; ""Chapter 1 Big Data and Analytics""; ""Example Applications""; ""Basic Nomenclature""; ""Analytics Process Model""; ""Job Profiles Involved""; ""Analytics""; ""Analytical Model Requirements""; ""Notes""; ""Chapter 2 Data Collection, Sampling, and Preprocessing""; ""Types of Data Sources""; ""Sampling""; ""Types of Data Elements""; ""Visual Data Exploration and Exploratory Statistical Analysis""; ""Missing Values""; ""Outlier Detection and Treatment""; ""Standardizing Data""; ""Categorization"" ""Weights of Evidence Coding""""Variable Selection""; ""Segmentation""; ""Notes""; ""Chapter 3 Predictive Analytics""; ""Target Definition""; ""Linear Regression""; ""Logistic Regression""; ""Decision Trees""; ""Neural Networks""; ""Support Vector Machines""; ""Ensemble Methods""; ""Multiclass Classification Techniques""; ""Evaluating Predictive Models""; ""Notes""; ""Chapter 4 Descriptive Analytics""; ""Association Rules""; ""Sequence Rules""; ""Segmentation""; ""Notes""; ""Chapter 5 Survival Analysis""; ""Survival Analysis Measurements""; ""Kaplan Meier Analysis"" ""Parametric Survival Analysis""""Proportional Hazards Regression""; ""Extensions of Survival Analysis Models""; ""Evaluating Survival Analysis Models""; ""Notes""; ""Chapter 6 Social Network Analytics""; ""Social Network Definitions""; ""Social Network Metrics""; ""Social Network Learning""; ""Relational Neighbor Classifier""; ""Probabilistic Relational Neighbor Classifier""; ""Relational Logistic Regression""; ""Collective Inferencing""; ""Egonets""; ""Bigraphs""; ""Notes""; ""Chapter 7 Analytics: Putting It All to Work""; ""Backtesting Analytical Models""; ""Benchmarking"" ""Data Quality""""Software""; ""Privacy""; ""Model Design and Documentation""; ""Corporate Governance""; ""Notes""; ""Chapter 8 Example Applications""; ""Credit Risk Modeling""; ""Fraud Detection""; ""Net Lift Response Modeling""; ""Churn Prediction""; ""Recommender Systems""; ""Web Analytics""; ""Social Media Analytics""; ""Business Process Analytics""; ""Notes""; ""About the Author""; ""Index""; ""End User License Agreement"" |
ISBN: | 978-1-118-89271-8 ; 978-1-306-68503-0 ; 1-306-68503-6 ; 978-1-118-89270-1 |
Source: | ECONIS - Online Catalogue of the ZBW |
Persistent link: https://www.econbiz.de/10012686046