Search Results - "D. Van den Poel"
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Neural Network Survival Analysis for Personal Loan Data
Published in The Journal of the Operational Research Society (01-09-2005)“…Traditionally, credit scoring aimed at distinguishing good payers from bad payers at the time of the application. The timing when customers default is also…”
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2
A compared R&D-based and patent-based cross impact analysis for identifying relationships between technologies
Published in Technological forecasting & social change (01-09-2010)“…The planning of technological research and development (R&D) is demanding in areas with many relationships between technologies. To support decision makers of…”
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3
Handling class imbalance in customer churn prediction
Published in Expert systems with applications (01-04-2009)“…Customer churn is often a rare event in service industries, but of great interest and great value. Until recently, however, class imbalance has not received…”
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4
Idea mining for web-based weak signal detection
Published in Futures : the journal of policy, planning and futures studies (01-02-2015)“…•Use idea mining to improve weak signal analysis.•Identify weak and strong signals in self-sufficient energy supply.•Improve strategic decision making. We…”
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5
Identification of interdisciplinary ideas
Published in Information processing & management (01-11-2016)“…•Combine idea mining, semantic clustering, and classification.•Identify ideas of an interdisciplinary nature.•Improve decision making in innovation management…”
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Web mining based extraction of problem solution ideas
Published in Expert systems with applications (01-08-2013)“…► Use web mining to extract relevant text patterns from the internet. ► Use assignment of extracted text patterns to domains. ► Identify idea characteristics…”
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Integrating expert knowledge and multilingual web crawling data in a lead qualification system
Published in Decision Support Systems (01-02-2016)“…Qualifying prospects as leads to contact is a complex exercise. Sales representatives often do not have the time or resources to rationally select the best…”
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The impact of sample bias on consumer credit scoring performance and profitability
Published in The Journal of the Operational Research Society (01-08-2005)“…This article seeks to gain insight into the influence of sample bias in a consumer credit scoring model. In earlier research, sample bias has been suggested to…”
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9
Enhanced decision support in credit scoring using Bayesian binary quantile regression
Published in The Journal of the Operational Research Society (01-09-2013)“…Fierce competition as well as the recent financial crisis in financial and banking industries made credit scoring gain importance. An accurate estimation of…”
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10
Knowledge discovery in a direct marketing case using least squares support vector machines
Published in International journal of intelligent systems (01-09-2001)“…We study the problem of repeat‐purchase modeling in a direct marketing setting using Belgian data. More specifically, we investigate the detection and…”
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11
Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques
Published in Expert systems with applications (2008)“…CRM gains increasing importance due to intensive competition and saturated markets. With the purpose of retaining customers, academics as well as practitioners…”
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12
Weak signal identification with semantic web mining
Published in Expert systems with applications (15-09-2013)“…•Use web mining for an environmental scanning.•Use latent semantic indexing to identify semantic textual patterns.•Use weak signal maximization approach to…”
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13
An empirical evaluation of rotation-based ensemble classifiers for customer churn prediction
Published in Expert systems with applications (15-09-2011)“…► In this article, two rotation-based ensemble classifiers (Rotation Forest and RotBoost) are applied to customer churn prediction. ► Several variations of…”
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14
Predicting customer retention and profitability by using random forests and regression forests techniques
Published in Expert systems with applications (01-08-2005)“…In an era of strong customer relationship management (CRM) emphasis, firms strive to build valuable relationships with their existing customer base. In this…”
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15
Improving customer attrition prediction by integrating emotions from client/company interaction emails and evaluating multiple classifiers
Published in Expert systems with applications (01-04-2009)“…Predicting customer churn with the purpose of retaining customers is a hot topic in academy as well as in today’s business environment. Targeting the right…”
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16
Predicting online-purchasing behaviour
Published in European journal of operational research (16-10-2005)“…This empirical study investigates the contribution of different types of predictors to the purchasing behaviour at an online store. We use logit modelling to…”
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17
Integrating the voice of customers through call center emails into a decision support system for churn prediction
Published in Information & management (01-04-2008)“…We studied the problem of optimizing the performance of a DSS for churn prediction. In particular, we investigated the beneficial effect of adding the voice of…”
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18
Customer base analysis: partial defection of behaviourally loyal clients in a non-contractual FMCG retail setting
Published in European journal of operational research (01-07-2005)“…Customer relationship management (CRM) enjoys increasing attention as a countermeasure to switching behaviour of customers. Because foregone profits of…”
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Customer attrition analysis for financial services using proportional hazard models
Published in European journal of operational research (16-08-2004)“…This paper studies the topic of customer attrition in the context of a European financial services company. More specifically, we investigate predictors of…”
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Quantitative cross impact analysis with latent semantic indexing
Published in Expert systems with applications (01-02-2014)“…•Use latent semantic indexing to identify semantic textual patterns.•Use semantic textual patterns to identify events.•Use events for cross-impact…”
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