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Principal Component

1 post

#Bootstrap #Principal Component #Clustering #Customer Segmentation

Steps and considerations to run a successful segmentation with K-means, Principal Components Analysis and Bootstrap Evaluation

Clustering is one of my favourite analytic methods: it resonates well with clients as I’ve found from my consulting experience, and is a relatively straightforward concept to explain non technical audiences. Earlier this year I’ve used the popular K-Means clustering algorithm to segment customers based on their response to a series of marketing campaigns. For that post I’ve deliberately used a basic dataset to show that it is not only a relatively easy analysis to carry out but can also help unearthing interesting patterns of behaviour in your customer base even when using few customer attributes. ...

Author Diego Usai
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Diego Usai © 2019
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