External Data Selection for Data Mining in Direct Marketing

نویسندگان

  • Dirk Arndt
  • Wendy Gersten
چکیده

Today the purchase of external data is necessary for most direct marketing applications. No company can refer to the internal data alone, especially when targeting new customers. This paper discusses an integrated approach detailing how to select external data sources properly. For that, we try to standardize the selection process, to make it repeatable and to give practical hints in order to overcome handling issues. Therefore, we talk about tools, experiences and perspectives. We start with a detailed problem description and then develop a general process model. In subsequent sections, we discuss how to collect, measure and aggregate the selection criteria without loosing too much information quality.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Data Mining in Direct Marketing Databases

In direct marketing large amounts of customer data are collected that might have some complex, non linear relation to customer behavior. Data mining techniques can ooer insight in these relations. In this paper we give a basic introduction in the application of data mining to direct marketing. Best practices for data selection, algorithm selection and evaluation of results are described and ill...

متن کامل

Application of Data Mining Techniques for Direct Marketing

This paper presents a case study of data mining modeling techniques for direct marketing. It focuses to three stages of the CRISP-DM process for data mining projects: data preparation, modeling, and evaluation. We address some gaps in previous studies, namely: selection of model hyper-parameters and controlling the problem of under-fitting and over-fitting; dealing with randomness and 'lucky' s...

متن کامل

A Hybrid Multilayer Perceptron Neural Network for Direct Marketing

Data Mining is the use of algorithms to extract the information and patterns derived by the knowledge discovery in database process. It is often referred to as supervised learning because the classes are determined before examining the data. In many data mining applications that address classification problems, feature and model selection are considered as key tasks. That is, appropriate input ...

متن کامل

A Simplified Data Mining Framework to Plan Effective Direct Marketing Campaigns

The advancement in technology, competitive market environment and changing behaviour of customers has generated an increased interest in direct marketing method for marketing. Data mining technology can predict and detect the changes in customer behaviour which facilities the effective planning of direct marketing campaigns. The objective of this paper is to generate a simplified data mining fr...

متن کامل

Using Data Mining for Bank Direct Marketing: an Application of the Crisp-dm Methodology

The increasingly vast number of marketing campaigns over time has reduced its effect on the general public. Furthermore, economical pressures and competition has led marketing managers to invest on directed campaigns with a strict and rigorous selection of contacts. Such direct campaigns can be enhanced through the use of Business Intelligence (BI) and Data Mining (DM) techniques. This paper de...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001