Market Basket Analysis in Business Analytics

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AbundantConnemara2736
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21 Questions

What is Market Basket Analysis primarily based upon?

The theory that certain group of items are more likely to be bought together

What is confidence used for in Market Basket Analysis?

To determine how likely it is for certain groups of items to be bought together

In what way does Cluster Analysis group objects?

In such a way that objects in the same group are more similar to each other than to those in other groups

How is Cross Sell utilized in Market Basket Analysis?

Grouping products that customers purchase frequently together in the store’s product placement

In what context is Cluster Analysis often used?

Grouping similar customer behavior for targeted marketing campaigns

How are Webstores utilizing Cluster Analysis?

Recommend associated products that are frequently bought together

What is the primary purpose of Marketing Promotions using Market Basket Analysis?

Target marketing campaigns to customers and entice them to purchase related products for items they purchased recently

How does Market Basket Analysis assist in marketing campaigns?

By identifying related products for targeted marketing promotions

What does confidence measure in Market Basket Analysis?

The likelihood of certain groups of items being bought together

How do Webstores use Cluster Analysis for product recommendations?

By recommending associated products that are frequently bought together

Which type of clustering algorithm constructs various partitions and then evaluates them by some criterion?

Partitioning algorithms

What is the main purpose of decision tree analysis?

To empower predictive models with high accuracy and ease of interpretation

In which industry would decision tree analysis be used for credit application process?

Banking

What does the k-means algorithm identify in clustering?

$k$ number of centroids

Which type of clustering algorithm is based on connectivity and density functions?

Density-based algorithms

What is the primary characteristic of a decision tree's internal node?

It represents a 'test' on an attribute

In which industry would decision tree analysis be used for fraudulent behavior analysis?

Insurance

What is the purpose of creating a hierarchical decomposition in hierarchy algorithms for clustering?

To identify areas of similar land use in an earth observation database

What do paths from root to leaf represent in a decision tree?

Classification rules

In which industry would decision tree analysis be used for product launch planning?

Consumer Goods

What is hypothesized for each cluster in model-based clustering algorithms?

A model

Test your knowledge of Market Basket Analysis, a modeling technique used in business analytics to identify patterns in customer purchasing behavior. Learn about cross-selling strategies and product recommendations for webstores.

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