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Product Selection Problem: Improve Market Share by Learning Consumer Behavior
Published on Oct 07, 20143605 Views
It is often crucial for manufacturers to decide what products to produce so that they can increase their market share in an increasingly fierce market. To decide which products to produce, manufacture
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Chapter list
Product Selection Problem: Improve Market Share by Learning Consumer Behavior00:00
What is “Product Selection” ? - 100:16
What is “Product Selection” ? - 200:38
What is “Product Selection” ? - 300:41
What is “Product Selection” ? - 400:52
3 Questions to Answer01:06
How to describe consumers and products ?01:20
Market Model - 101:25
Market Model - 201:40
Description of products and consumers - 102:00
Description of products and consumers - 202:21
Description of products and consumers - 302:36
Product Satisfiability 03:25
How to model consumer behavior ? - 103:36
How to model consumer behavior ? - 203:40
Product Adoption Model04:17
Problem Formulation05:11
Algorithms - How to select products?05:53
Algorithm for 1-MMP06:00
Algorithm for k-MMP06:32
Speedup06:51
Accuracy07:36
How to Select Distance Metrics? - 108:42
How to Select Distance Metrics? - 208:48
Distance Metric Learning - 109:23
Distance Metric Learning - 209:51
Experiments using Real-world Data10:20
Accuracy of Distance Metric Learning11:23
Improve Market Share ! - 112:18
Improve Market Share ! - 213:01
Conclusions - 113:31
Conclusions - 213:32