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Market Basket Analysis: Apply Association Rules

This workflow takes pre-built association rules and applies them to a new set of data


1. Read Association Rules and Product data
2. Read content of current basket
3. Calculate total price of basket content
4. In rule Antecedents find closest match to current basket content
5. Find top matching rules in terms of:
- highest support,
- highest confidence,
- highest revenue
6. Export recommendation and basket price to report

How to open the report
In order to see the report execute the entire workflow and then click "Open the report" button in the toolbar.

URL: Market Basket Analysis and Recommandation Engines https://www.knime.org/knime-applications/market-basket-analysis-and-recommendation-engines
URL: Market Basket Analysis and Recommandation Engines https://www.knime.org/blog/market-basket-analysis-and-recommendation-engines

2. Market Basket Analysis: Apply Association RulesThis workflow takes pre-built association rules and applies them to a new set of data read association rulesread product infosRecommendationsfind best match for yourcurrent shop cartRecommendations 2through a TableCreator nodecalculate total price of current basketfind top 2 rulesby: support, confidence, revenueAppend price ofcurrent basketand split the tworecommendations Product Infos /Association Rules Data to Report Subset Matcher Data to Report Read CurrentBasket Data Total Price ofcurrent Basket Top 2 Rules Refine 2. Market Basket Analysis: Apply Association RulesThis workflow takes pre-built association rules and applies them to a new set of data read association rulesread product infosRecommendationsfind best match for yourcurrent shop cartRecommendations 2through a TableCreator nodecalculate total price of current basketfind top 2 rulesby: support, confidence, revenueAppend price ofcurrent basketand split the tworecommendationsProduct Infos /Association Rules Data to Report Subset Matcher Data to Report Read CurrentBasket Data Total Price ofcurrent Basket Top 2 Rules Refine

Nodes

Extensions

Links

Download

To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
Created by: rosy
Created at: 2015-03-23
On NodePit since: 2025-05-15
Last update: 2025-05-25
Created with KNIME version: v5.4.4
Tags: retailassociation rulesrecommandation enginemarket basket analysisMBAApriori algorithmBorgeltdata collectionQuickformdeploymentsupply chainPracticing Data Science

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