Modeling Dynamic User Interests: A Neural Matrix Factorization Approach

Mark. Sci. Pub Date : 2021-02-12 DOI:10.1287/mksc.2021.1293
Paramveer S. Dhillon, Sinan Aral
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引用次数: 12

Abstract

We propose an interpretable model that combines the simplicity of matrix factorization with the flexibility of neural networks to model evolving user interests by efficiently extracting nonlinear patterns from massive text data collections.
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动态用户兴趣建模:神经矩阵分解方法
我们提出了一个可解释的模型,该模型结合了矩阵分解的简单性和神经网络的灵活性,通过有效地从大量文本数据集合中提取非线性模式来模拟不断变化的用户兴趣。
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