Concept explainers
Consider Figure 5.16, the decile-wise lift chart for the transaction data model, applied to new data.
a. Interpret the meaning of the first and second bars from the left.
b. Explain how you might use this information in practise.
c. Another analyst comments that you could improve the accuracy of the model by classifying everything as nonfraudulent. If you do that, what is the error rate?
d. Comment on the usefulness, in this situation, of these two metrics of model performance (error rate and lift).
Trending nowThis is a popular solution!
Chapter 5 Solutions
Data Mining for Business Analytics: Concepts, Techniques, and Applications with XLMiner
Additional Engineering Textbook Solutions
Starting Out with Python (4th Edition)
C How to Program (8th Edition)
Programming in C
Software Engineering (10th Edition)
Problem Solving with C++ (10th Edition)
Concepts Of Programming Languages
- In what scenarios might a denormalized data model be preferred over a normalized one?arrow_forwardDescribe the concept of normalization in the context of data modeling. Why is it essential, and what are the normal forms?arrow_forwardWhat's the difference between data independence and structural independence, exactly?arrow_forward
- The ______________ model is a simple but highly useful way to organize data into collections of two-dimensional tables called relations.arrow_forwardYou can only evaluate a model based on how well it performs on real-world data. what do you want to discuss in depth, expound on? Explain?arrow_forwardWhen thinking about the value of data modeling, why is it so crucial to consider the following?arrow_forward
- S. In basket analysis, we want to find the dependence between two items X and Y. Given a database of customer transactions, how can we find these dependencies? How would we generalize this to more than two items?arrow_forwardHow can a harmonious equilibrium be achieved among the Data Flow Diagrams (DFDs)?arrow_forwardWhy is it important to identify potential null values during data modeling?arrow_forward
- 1) The manager of an international company would like to know the quantity sold for each product and foreach store by day, week, month, and year. For each store, the manager would like to know its correspondingcity and country.You have to design a star schema to achieve the goal of this manager.2) If you think that some of your proposed dimension tables in Q1, are not normalized, you have to convertyour star schema into snowflake schema to normalize these dimension tables.arrow_forwardDescribe the concept of normalization in data modeling. Why is it necessary?arrow_forwardThe purpose of the assignment is to facilitate the learning of data modeling concepts through models developed by individuals. Things to be considered in the applications to be developed: Creating a model with at least 15 tables for vaccination tracking system. The characteristics and relationships of the tables are in the model. Step by step analysis of the normalization steps for a table with multiple relationships in the model. It will briefly be stated which entity-tables will be used for what purpose. Only special rules will be added in the relational data model that cannot be directly specified.arrow_forward
- Database Systems: Design, Implementation, & Manag...Computer ScienceISBN:9781305627482Author:Carlos Coronel, Steven MorrisPublisher:Cengage LearningPrinciples of Information Systems (MindTap Course...Computer ScienceISBN:9781305971776Author:Ralph Stair, George ReynoldsPublisher:Cengage Learning