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Business analytics : data analysis and decision making / S. Christian Albright, Wayne L. Winston.
Livre
The emphasis of the text is on data analysis, modelling, and spreadsheet use in statistics and management science. It has been designed to be very example-based and practical to aid learning.
1. Introduction to Business Analytics. -- Part 1: DATA ANALYSIS. -- 2. Describing the Distribution of a Variable. -- 3. Finding Relationships among Variables. -- 4. Business Intelligence (BI) Tools for Data Analysis: Power Query. -- 5. Business Intelligence (BI) Tools for Data Analysis: Power Pivot. -- Part 2: PROBABILITY AND DECISION MAKING UNDER UNCERTAINTY. -- 6. Probability and Probability Distributions. -- 7. Decision Making under Uncertainty. -- Part 3: STATISTICAL INFERENCE, REGRESSION ANALYSIS, and TIME SERIES FORECASTING. -- 8. Statistical Inference. -- 9. Regression Analysis: Estimating Relationships. -- 10. Regression Analysis: Statistical Inference. -- 11. Time Series Analysis and Forecasting. -- Part 4: OPTIMIZATION AND SIMULATION MODELING. -- 12. Introduction to Optimization Modeling. -- 13. Optimization Models. -- 14. Introduction to Simulation Modeling. -- 15. Simulation Models. -- Part 5: ADVANCED DATA ANALYSIS. -- 16. Data Mining: Classification. -- 17. Data Mining: Clustering and Market Basket Analysis. -- Part 7: BONUS ONLINE MATERIAL. -- 18. Analysis of Variance and Experimental Design. -- 19. Statistical Process Control. -- Appendix A: Statistical Reporting..
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