Study on Customer Loyalty Prediction Based on RF Algorithm
نویسندگان
چکیده
In the fierce electronic commerce competition, how to utilize the existing resources to improve customer loyalty has became an important factor for enterprises to guarantee their sustained growth. Through investigation into the customer statics, dynamic and enterprise service attributes, this paper, in order to guarantee higher customer loyalty of enterprises, has used random forest algorithm to improve the accuracy of the prediction to customer loyalty, and take the appropriate measures to avoid loss of customers.
منابع مشابه
Investigation of indirect role of prediction of customer value, customer satisfaction, and direct role of customer value creation and loyalty on organization position in competition market: experimental study (under study: Iranian civil companies)
Organizations in addition to creating and delivering value to their customers, so that while they satisfy their customers, they can also make profit from it. Many researches have been conducted about predicting the customer value and in some of them, the customer lifespan and the customer value have been discussed, though the combination of these two is a new work. The main purpose of this rese...
متن کاملPredicting Customer Loyalty Using Data Mining Techniques
This research aimed on prediction of customer loyalty (Non loyal or Loyal) using the application of data mining in microfinance that helps to build a classification model which supports during loan decision making in the organization. In this study a classification model is built based on the loan data obtained from Joshua Multi Purpose Limited Liability Cooperative (JMPLLC). Experiments using ...
متن کاملCustomer loyalty program based on quality function deployment with fuzzy linguistic preference relation
The competition among shopping malls is getting increasingly more intense.In order to enhance corporate competitiveness and profitability, how toretain key loyal customers has become an important issue for the managers ofshopping malls. Customer loyalty programs are a universal practice. Thisstudy proposes an analytical model for developing the strategic management...
متن کاملCustomer Retention Based on the Number of Purchase: A Data Mining Approach
Purpose: this study wants to find any relationship between the numbers of purchase and the income the customer brings to the company. The attempt is to find those customers who buy more than one life insurance policy and represent the signs of good payments at the same time by the help of data mining tools. Design/ methodology/ approach: the approach of this research is to use data mining tools...
متن کاملSatisfaction towards Customer Loyalty in Auto-Mobile Industry of Pakistan
This study investigates the factors affecting the brand loyalty of the customers of Auto-mobile industry in region of Pakistan with the use of ECSI model. A well-organized structured questionnaire was distributed among the customers of Auto-mobile industry. The questionnaire was based on 5 Point likert-type scale. Results show that the customer expectations have a direct positive impact on perc...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- JCP
دوره 8 شماره
صفحات -
تاریخ انتشار 2013