Predicting Online Item-Choice Behavior: A Shape-Restricted Regression Approach

This paper examines the relationship between user pageview (PV) histories and their itemchoice behavior on an e-commerce website. We focus on PV sequences, which represent time series of the number of PVs for each user–item pair. We propose a shape-restricted optimization model that accurately estim...

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Bibliographic Details
Main Authors: Naoki Nishimura, Noriyoshi Sukegawa, Yuichi Takano, Jiro Iwanaga
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/16/9/415