5. (50) An owner would like to do a customer segmentation on his online shop based...
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5. (50) An owner would like to do a customer segmentation on his online shop based on the money (in $1,000) and time (in hour) the customers spent in a week. He applied a K-means clustering using Euclidean distance with k = 3 on these two variables. Each cluster is represented by a label. The centroid of each cluster is listed in the appendix.< ( a. (10) Can the owner apply classification method for the customer segmentation instead? Explain your answer briefly.< لع b. (5) Given that there is a new customer and his money spent and time spent are listed in the appendix. Assign him the label by the K-means clustering model. c. (15) An elbow plot is shown in the appendix. Is it reasonable to say that k = 3 for the K-means clustering model? Explain your answer briefly.< d. (10) He interprets that the three labels should be 'normal customer', 'loyal customer' and 'window shopper'. Match each of the three labels with the categories in the K-means clustering model and explain your answer briefly.< e. (10) If he also wants to study the behavior similarity between different customers based on the money and time they spent in a week. Should he apply hierarchical clustering instead of K-means clustering? Explain your answer briefly.< 5. Centroid of each cluster: Label = 0 Label = 1 Label = 2 Money spent Time spent 0.1 4.2 3.8 New customer:↓ New customer 1 Elbow Plot:< 3.2 1.2 0.8 Money spent Time spent 1 2 Within group Sum of Square 80000 70000 60000 50000 40000 30000 20000 10000 2 5 Elbow Plot Number of cluster k 7 8 9 10 ← 5. (50) An owner would like to do a customer segmentation on his online shop based on the money (in $1,000) and time (in hour) the customers spent in a week. He applied a K-means clustering using Euclidean distance with k = 3 on these two variables. Each cluster is represented by a label. The centroid of each cluster is listed in the appendix.< ( a. (10) Can the owner apply classification method for the customer segmentation instead? Explain your answer briefly.< لع b. (5) Given that there is a new customer and his money spent and time spent are listed in the appendix. Assign him the label by the K-means clustering model. c. (15) An elbow plot is shown in the appendix. Is it reasonable to say that k = 3 for the K-means clustering model? Explain your answer briefly.< d. (10) He interprets that the three labels should be 'normal customer', 'loyal customer' and 'window shopper'. Match each of the three labels with the categories in the K-means clustering model and explain your answer briefly.< e. (10) If he also wants to study the behavior similarity between different customers based on the money and time they spent in a week. Should he apply hierarchical clustering instead of K-means clustering? Explain your answer briefly.< 5. Centroid of each cluster: Label = 0 Label = 1 Label = 2 Money spent Time spent 0.1 4.2 3.8 New customer:↓ New customer 1 Elbow Plot:< 3.2 1.2 0.8 Money spent Time spent 1 2 Within group Sum of Square 80000 70000 60000 50000 40000 30000 20000 10000 2 5 Elbow Plot Number of cluster k 7 8 9 10 ←
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ANSWER a It is not appropriate to use classification method for customer segmentation as classification is used to predict class labels of new data po... View the full answer
Related Book For
An Introduction to Statistical Methods and Data Analysis
ISBN: 978-1305269477
7th edition
Authors: R. Lyman Ott, Micheal T. Longnecker
Posted Date:
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