A combined mining-based framework for predicting telecommunications customer payment behaviors
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Abstract—A combined mining-based framework for predicting telecommunications customer payment behaviors. Recommender systems are mostly well known for their applications in e-commerce sites and are mostly static models. Classical personalized recommender algorithm include collaborative filtering method applied in Amazon, matrix factorization algorithm from Netflix, < Final Year Projects > etc. In this article, we hope to combine traditional model with behavior pattern extraction method. We use desensitized mobile transaction record provided by T-mall, Alibaba to build a hybrid dynamic recommender system. The sequential pattern mining aims to find frequent sequential pattern in sequence database and is applied in this hybrid model to predict customers’ payment behavior thus contributing to the accuracy of the model.
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