[HTML][HTML] Hyperparameter optimization and combined data sampling techniques in machine learning for customer churn prediction: a comparative analysis
M Imani, HR Arabnia - Technologies, 2023 - mdpi.com
This paper explores the application of various machine learning techniques for predicting
customer churn in the telecommunications sector. We utilized a publicly accessible dataset …
customer churn in the telecommunications sector. We utilized a publicly accessible dataset …
[HTML][HTML] Big data analytics in telecommunications: Governance, architecture and use cases
MZ Kastouni, AA Lahcen - Journal of King Saud University-Computer and …, 2022 - Elsevier
With the upsurge of data traffic due to the change in customer behavior towards the use of
telecommunications services, fostered by the current global health situation (mainly due to …
telecommunications services, fostered by the current global health situation (mainly due to …
Customer churn prediction system: a machine learning approach
The customer churn prediction (CCP) is one of the challenging problems in the telecom
industry. With the advancement in the field of machine learning and artificial intelligence, the …
industry. With the advancement in the field of machine learning and artificial intelligence, the …
Extreme gradient boosting trees with efficient Bayesian optimization for profit-driven customer churn prediction
Z Liu, P Jiang, KW De Bock, J Wang, L Zhang… - … Forecasting and Social …, 2024 - Elsevier
Customer retention campaigns increasingly rely on predictive analytics to identify potential
churners in a customer base. Traditionally, customer churn prediction was dependent on …
churners in a customer base. Traditionally, customer churn prediction was dependent on …
[HTML][HTML] Analysis and classification of heart diseases using heartbeat features and machine learning algorithms
FI Alarsan, M Younes - Journal of big data, 2019 - Springer
This study proposed an ECG (Electrocardiogram) classification approach using machine
learning based on several ECG features. An electrocardiogram (ECG) is a signal that …
learning based on several ECG features. An electrocardiogram (ECG) is a signal that …
[PDF][PDF] Customer churn prediction in telecommunication industry using deep learning
SW Fujo, S Subramanian… - Information Sciences …, 2022 - digitalcommons.aaru.edu.jo
Without proper analysis and forecasting, industries will find themselves repeatedly churning
customers, which the telecom industry in particular cannot afford. A predictable model for …
customers, which the telecom industry in particular cannot afford. A predictable model for …
Dynamic behavior based churn prediction in mobile telecom
N Alboukaey, A Joukhadar, N Ghneim - Expert Systems with Applications, 2020 - Elsevier
Customer churn is one of the most challenging problems that affects revenue and customer
base in mobile telecom operators. The success of retention campaigns depends not only on …
base in mobile telecom operators. The success of retention campaigns depends not only on …
An adaptive learning approach for customer churn prediction in the telecommunication industry using evolutionary computation and Naïve Bayes
Customer churn is a complex challenge for burgeoning competitive organizations,
especially in telecommunication. It refers to customers that swiftly leave a company for a …
especially in telecommunication. It refers to customers that swiftly leave a company for a …
[HTML][HTML] Deep churn prediction method for telecommunication industry
Being able to predict the churn rate is the key to success for the telecommunication industry.
It is also important for the telecommunication industry to obtain a high profit. Thus, the …
It is also important for the telecommunication industry to obtain a high profit. Thus, the …
[HTML][HTML] Customer churning analysis using machine learning algorithms
B Prabadevi, R Shalini, BR Kavitha - International Journal of Intelligent …, 2023 - Elsevier
Businesses must compete fiercely to win over new consumers from suppliers. Since it
directly affects a company's revenue, client retention is a hot topic for analysis, and early …
directly affects a company's revenue, client retention is a hot topic for analysis, and early …