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KN-131 Market Basket Analysis v05

[KNIME Nodes] KN-131 Market Basket Analysis
End of Workflow KNIME Nodes (KN-131) - Market Basket AnalysisDemonstrates how to perform Market Basket Analysis using Borgelt's AssociationRule Learner. Analyzes 10,000 Customer Baskets from a supermarket with 48Products across 10 Categories. Generates sub-Basket rules that can moreaccurately determine recommendations than simple Product-pairs. Selects thebest recommendations that maximize supermarket Revenue.ProductDetailsCalculate BasketAssociation RulesBasketsNewBasketFindMatching RulesBasket inColumn FormatBasketCollectionIf BasketThen RecommendationRule ConfidenceRule ConfidencePercentageIf BasketThen RecommendationIf-ThenConfidenceThen RecommendationRule ConfidenceRecommendedProduct PriceExpected Revenuefrom RecommendedProductsJoinMatching RulesTop ExpectedRevenueGroup TopRecommendationsTop ExpectedRevenueRecommendationsCheck RecommendationIs Not DuplicateRemoveDuplicates Table Reader Association RuleLearner (Borgelt) Table Reader Table Creator Subset Matcher Transpose Create CollectionColumn Column Filter Math Formula Column Rename Column Resorter Sorter Joiner Math Formula Joiner Sorter GroupBy Sorter Java Snippet Row Filter End of Workflow KNIME Nodes (KN-131) - Market Basket AnalysisDemonstrates how to perform Market Basket Analysis using Borgelt's AssociationRule Learner. Analyzes 10,000 Customer Baskets from a supermarket with 48Products across 10 Categories. Generates sub-Basket rules that can moreaccurately determine recommendations than simple Product-pairs. Selects thebest recommendations that maximize supermarket Revenue.ProductDetailsCalculate BasketAssociation RulesBasketsNewBasketFindMatching RulesBasket inColumn FormatBasketCollectionIf BasketThen RecommendationRule ConfidenceRule ConfidencePercentageIf BasketThen RecommendationIf-ThenConfidenceThen RecommendationRule ConfidenceRecommendedProduct PriceExpected Revenuefrom RecommendedProductsJoinMatching RulesTop ExpectedRevenueGroup TopRecommendationsTop ExpectedRevenueRecommendationsCheck RecommendationIs Not DuplicateRemoveDuplicates Table Reader Association RuleLearner (Borgelt) Table Reader Table Creator Subset Matcher Transpose Create CollectionColumn Column Filter Math Formula Column Rename Column Resorter Sorter Joiner Math Formula Joiner Sorter GroupBy Sorter Java Snippet Row Filter

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Created by: Berlin
Created at: 2020-03-19
On NodePit since: 2021-02-05
Last update: 2024-12-21
Created with KNIME version: v4.0.1

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