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In subscription-based businesses, the churn rate refers to the percentage of customers who discontinue their subscriptions within a given time period. Particularly, in the mobile games industry, the churn rate is often pronounced due to the…

Machine Learning · Computer Science 2021-04-13 Kihoon Jang , Junwhan Kim , Byunggu Yu

Customer churn describes terminating a relationship with a business or reducing customer engagement over a specific period. Two main business marketing strategies play vital roles to increase market share dollar-value: gaining new and…

Machine Learning · Computer Science 2023-04-24 David Hason Rudd , Huan Huo , Guandong Xu

User churn, characterized by customers ending their relationship with a business, has profound economic consequences across various Business-to-Customer scenarios. For numerous system-to-user actions, such as promotional discounts and…

Machine Learning · Computer Science 2023-09-27 Shamik Bhattacharjee , Utkarsh Thukral , Nilesh Patil

Marketing literature states that it is more costly to engage a new customer than to retain an existing loyal customer. Churn prediction models are developed by academics and practitioners to effectively manage and control customer churn in…

Neural and Evolutionary Computing · Computer Science 2013-09-17 Anuj Sharma , Dr. Prabin Kumar Panigrahi

We present the first empirical study on customer churn prediction in the scholarly publishing industry. The study examines our proposed method for prediction on a customer subscription data over a period of 6.5 years, which was provided by…

Machine Learning · Computer Science 2022-11-21 Michael Roberts , J. Ignacio Deza , Hisham Ihshaish , Yanhui Zhu

Churn prediction, or the task of identifying customers who are likely to discontinue use of a service, is an important and lucrative concern of firms in many different industries. As these firms collect an increasing amount of large-scale,…

Machine Learning · Computer Science 2015-12-22 Muhammad R. Khan , Johua Manoj , Anikate Singh , Joshua Blumenstock

Considering the level of competition prevailing in Business-to-Consumer (B2C) E-Commerce domain and the huge investments required to attract new customers, firms are now giving more focus to reduce their customer churn rate. Churn rate is…

Information Retrieval · Computer Science 2021-12-20 Shini Renjith

Using big data to analyze consumer behavior can provide effective decision-making tools for preventing customer attrition (churn) in customer relationship management (CRM). Focusing on a CRM dataset with several different categories of…

Machine Learning · Statistics 2021-07-14 Petra Posedel Šimović , Davor Horvatic , Edward W. Sun

It becomes a significant challenge to predict customer behavior and retain an existing customer with the rapid growth of digitization which opens up more opportunities for customers to choose from subscription-based products and services…

Machine Learning · Computer Science 2023-03-03 Jitendra Maan , Harsh Maan

A practical churn customer prediction model is critical to retain customers for telecom companies in the saturated and competitive market. Previous studies focus on predicting churn customers in current or next month, in which telecom…

Information Retrieval · Computer Science 2019-11-05 Lingling Yang , Dongyang Li , Yao Lu

As companies increase their efforts in retaining customers, being able to predict accurately ahead of time, whether a customer will churn in the foreseeable future is an extremely powerful tool for any marketing team. The paper describes in…

Machine Learning · Computer Science 2017-03-14 Philip Spanoudes , Thomson Nguyen

In the e-commerce space, accurate prediction of delivery dates plays a major role in customer experience as well as in optimizing the supply chain operations. Predicting a date later than the actual delivery date might sometimes result in…

Machine Learning · Computer Science 2021-05-04 Preethi V , Nachiappan Sundaram , Ravindra Babu Tallamraju

Customer churn describes terminating a relationship with a business or reducing customer engagement over a specific period. Customer acquisition cost can be five to six times that of customer retention, hence investing in customers with…

Machine Learning · Computer Science 2023-04-25 David Hason Rudd , Huan Huo , Guandong Xu

Customer churn prediction in the telecommunications sector represents a critical business intelligence task that has evolved from subjective human assessment to sophisticated algorithmic approaches. In this work, we present a comprehensive…

Applications · Statistics 2025-09-30 Xuhang Chen , Bo Lv , Mengqian Wang , Xunwen Xiang , Shiting Wu , Shenghong Luo , Wenjun Zhang

In this paper, I present churn prediction techniques that have been released so far. Churn prediction is used in the fields of Internet services, games, insurance, and management. However, since it has been used intensively to increase the…

Machine Learning · Computer Science 2020-12-03 Jaehuyn Ahn

As video games attract more and more players, the major challenge for game studios is to retain them. We present a deep behavioral analysis of churn (game abandonment) and what we called "purchase churn" (the transition from paying to…

Machine Learning · Statistics 2020-03-10 Anna Guitart , Ana Fernández del Río , África Periáñez

In business retention, churn prevention has always been a major concern. This work contributes to this domain by formalizing the problem of churn prediction in the context of online gambling as a binary classification task. We also propose…

Machine Learning · Computer Science 2022-01-10 Florian Merchie , Damien Ernst

In this paper we present an analytical study of dynamic membership (aka churn) in structured peer-to-peer networks. We use a fluid model approach to describe steady-state or transient phenomena, and apply it to the Chord system. For any…

Networking and Internet Architecture · Computer Science 2016-11-17 Supriya Krishnamurthy , Sameh El-Ansary , Erik Aurell , Seif Haridi

User churn is an important issue in online services that threatens the health and profitability of services. Most of the previous works on churn prediction convert the problem into a binary classification task where the users are labeled as…

Machine Learning · Computer Science 2019-09-17 Ali Khodadadi , Seyed Abbas Hosseini , Ehsan Pajouheshgar , Farnam Mansouri , Hamid R. Rabiee

With the growing competition in banking industry, banks are required to follow customer retention strategies while they are trying to increase their market share by acquiring new customers. This study compares the performance of six…

Machine Learning · Statistics 2023-01-31 Sina Esmaeilpour Charandabi
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