基于点击模式的电子商务购买行为神经模型

Zhenzhou Wu, Bao Hong Tan, Rubing Duan, Yong Liu, R. Goh
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引用次数: 26

摘要

在我们的研究中,我们调查了不同模型对youchoose网站购买行为的有效性。本文提供了一种直接的方法,通过简单地使用点击的时间戳来建模点击会话中的购买模式,并表明其结果可与使用更大规模的特征工程进行会话汇总相媲美。我们提出的方法需要更少的特征工程和更自然的对电子商务中典型购买会话中的点击事件的直接建模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neural Modeling of Buying Behaviour for E-Commerce from Clicking Patterns
In our study, we investigate the effectiveness of different models to the purchasing behaviour at YOOCHOOSE website. This paper provide a direct method in modeling the buying pattern in a clicking session by simply using the time-stamp of the clicks and show that the result is comparable to using more massive feature engineering that requires session summarizing. Our proposed method requires much lesser feature engineering and more natural modeling of the click events directly in a typical purchasing session in e-commerce.
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