-
1
-
-
0033570831
-
Combined 5 × 2 cv f test for comparing supervised classification learning algorithms
-
Alpaydin E. Combined 5 × 2 cv f test for comparing supervised classification learning algorithms Neural Computation 11 8 1999 1885 1892
-
(1999)
Neural Computation
, vol.11
, Issue.8
, pp. 1885-1892
-
-
Alpaydin, E.1
-
2
-
-
76049088642
-
Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks
-
Aral S., Muchnik L., and Sundararajan A. Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks Proceedings of the National Academy of Sciences 106 2009 21544 21549
-
(2009)
Proceedings of the National Academy of Sciences
, vol.106
, pp. 21544-21549
-
-
Aral, S.1
Muchnik, L.2
Sundararajan, A.3
-
3
-
-
80052775224
-
Creating social contagion through viral product design: A randomized trial of peer influence in networks
-
Aral S., and Walker D. Creating social contagion through viral product design: A randomized trial of peer influence in networks Management Science 57 9 2011 1623 1639
-
(2011)
Management Science
, vol.57
, Issue.9
, pp. 1623-1639
-
-
Aral, S.1
Walker, D.2
-
4
-
-
84878375765
-
Egocentric online social networks: Analysis of key features and prediction of tie strength in Facebook
-
Arnaboldi V., Guazzini A., and Passarella A. Egocentric online social networks: Analysis of key features and prediction of tie strength in Facebook Computer Communications 36 10-11 2013 1130 1144
-
(2013)
Computer Communications
, vol.36
, Issue.10-11
, pp. 1130-1144
-
-
Arnaboldi, V.1
Guazzini, A.2
Passarella, A.3
-
5
-
-
0345872225
-
A novel evolutionary data mining algorithm with applications to churn prediction
-
Au W.H., Chan K.C.C., and Yao X. A novel evolutionary data mining algorithm with applications to churn prediction IEEE Trans. Evol. Comput. 7 6 2003 532 545 10.1109/TEVC.2003.819264
-
(2003)
IEEE Trans. Evol. Comput.
, vol.7
, Issue.6
, pp. 532-545
-
-
Au, W.H.1
Chan, K.C.C.2
Yao, X.3
-
6
-
-
84882264139
-
Improving customer acquisition models by incorporating spatial autocorrelation at different levels of granularity
-
Baecke P., and Van den Poel D. Improving customer acquisition models by incorporating spatial autocorrelation at different levels of granularity Journal of Intelligent Information Systems 41 1 2013 73 90
-
(2013)
Journal of Intelligent Information Systems
, vol.41
, Issue.1
, pp. 73-90
-
-
Baecke, P.1
Van Den Poel, D.2
-
7
-
-
1442307841
-
Bayesian network classifiers for identifying the slope of the customer lifecycle of long-life customers
-
Baesens B., Verstraeten G., Van den Poel D., Egmont-Petersen M., Van Kenhove P., and Vanthienen J. Bayesian network classifiers for identifying the slope of the customer lifecycle of long-life customers European Journal of Operational Research 156 2 2004 508 523 10.1016/s0377-2217(03)00043-2
-
(2004)
European Journal of Operational Research
, vol.156
, Issue.2
, pp. 508-523
-
-
Baesens, B.1
Verstraeten, G.2
Van Den Poel, D.3
Egmont-Petersen, M.4
Van Kenhove, P.5
Vanthienen, J.6
-
9
-
-
84865244941
-
Customer event history for churn prediction: How long is long enough?
-
Ballings M., and Van den Poel D. Customer event history for churn prediction: How long is long enough? Expert Systems with Applications 39 18 2012 13517 13522
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.18
, pp. 13517-13522
-
-
Ballings, M.1
Van Den Poel, D.2
-
12
-
-
0032645080
-
An empirical comparison of voting classification algorithms: Bagging, boosting, and variants
-
Bauer E., and Kohavi R. An empirical comparison of voting classification algorithms: Bagging, boosting, and variants Machine Learning 36 1-2 1999 105 139 10.1023/A:1007515423169
-
(1999)
Machine Learning
, vol.36
, Issue.1-2
, pp. 105-139
-
-
Bauer, E.1
Kohavi, R.2
-
13
-
-
77952766987
-
A user's guide to support vector machines
-
Department of Computer Science Colorado State University
-
Ben-Hur A., and Weston J. A user's guide to support vector machines Methods in molecular biology 2010 Department of Computer Science Colorado State University 223 239
-
(2010)
Methods in Molecular Biology
, pp. 223-239
-
-
Ben-Hur, A.1
Weston, J.2
-
14
-
-
84861347296
-
Improving customer retention in financial services using kinship network information
-
Benoit D.F., and Van den Poel D. Improving customer retention in financial services using kinship network information Expert Systems with Applications 39 13 2012 11435 11442 10.1016/j.eswa.2012.04.016
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.13
, pp. 11435-11442
-
-
Benoit, D.F.1
Van Den Poel, D.2
-
17
-
-
0032220721
-
A dynamic model of the duration of the customer's relationship with a continuous service provider: The role of satisfaction
-
Bolton R.N. A dynamic model of the duration of the customer's relationship with a continuous service provider: The role of satisfaction Marketing Science 17 1 1998 45
-
(1998)
Marketing Science
, vol.17
, Issue.1
, pp. 45
-
-
Bolton, R.N.1
-
18
-
-
0035478854
-
Random forests
-
Breiman L. Random forests Machine Learning 45 1 2001 5 32
-
(2001)
Machine Learning
, vol.45
, Issue.1
, pp. 5-32
-
-
Breiman, L.1
-
19
-
-
10444274107
-
Customer base analysis: Partial defection of behaviourally loyal clients in a non-contractual FMCG retail setting
-
Buckinx W., and Van den Poel D. Customer base analysis: Partial defection of behaviourally loyal clients in a non-contractual FMCG retail setting European Journal of Operational Research 164 1 2005 252 268
-
(2005)
European Journal of Operational Research
, vol.164
, Issue.1
, pp. 252-268
-
-
Buckinx, W.1
Van Den Poel, D.2
-
20
-
-
33750429921
-
CRM at a pay-TV company: Using analytical models to reduce customer attrition by targeted marketing for subscription services
-
Burez J., and Van den Poel D. CRM at a pay-TV company: Using analytical models to reduce customer attrition by targeted marketing for subscription services Expert Systems with Applications 32 2 2007 277 288 10.1016/j.eswa.2005.11.037
-
(2007)
Expert Systems with Applications
, vol.32
, Issue.2
, pp. 277-288
-
-
Burez, J.1
Van Den Poel, D.2
-
21
-
-
44949150276
-
Separating financial from commercial customer churn: A modeling step towards resolving the conflict between the sales and credit department
-
Burez J., and Van den Poel D. Separating financial from commercial customer churn: A modeling step towards resolving the conflict between the sales and credit department Expert Systems with Applications 35 1-2 2008 497 514 10.1016/j.eswa.2007.07.036
-
(2008)
Expert Systems with Applications
, vol.35
, Issue.1-2
, pp. 497-514
-
-
Burez, J.1
Van Den Poel, D.2
-
22
-
-
58349098976
-
Handling class imbalance in customer churn prediction
-
Burez J., and Van den Poel D. Handling class imbalance in customer churn prediction Expert Systems with Applications 36 3 2009 4626 4636 10.1016/j.eswa.2008.05.027
-
(2009)
Expert Systems with Applications
, vol.36
, Issue.3
, pp. 4626-4636
-
-
Burez, J.1
Van Den Poel, D.2
-
23
-
-
84877656306
-
The effects of rewarding user engagement: The case of facebook apps
-
Claussen J., Kretschmer T., and Mayrhofer P. The effects of rewarding user engagement: The case of facebook apps Information Systems Research 24 1 2013 186 200 10.1287/isre.1120.0467
-
(2013)
Information Systems Research
, vol.24
, Issue.1
, pp. 186-200
-
-
Claussen, J.1
Kretschmer, T.2
Mayrhofer, P.3
-
24
-
-
84872474911
-
Loneliness, anxiousness, and substance use as predictors of Facebook use
-
Clayton R.B., Osborne R.E., Miller B.K., and Oberle C.D. Loneliness, anxiousness, and substance use as predictors of Facebook use Computers in Human Behavior 29 3 2013 687 693
-
(2013)
Computers in Human Behavior
, vol.29
, Issue.3
, pp. 687-693
-
-
Clayton, R.B.1
Osborne, R.E.2
Miller, B.K.3
Oberle, C.D.4
-
25
-
-
34249753618
-
Support-vector networks
-
Cortes C., and Vapnik V. Support-vector networks Machine Learning 20 3 1995 273 297 10.1023/A:1022627411411
-
(1995)
Machine Learning
, vol.20
, Issue.3
, pp. 273-297
-
-
Cortes, C.1
Vapnik, V.2
-
26
-
-
70449526531
-
Improved marketing decision making in a customer churn prediction context using generalized additive models
-
Coussement K., Benoit D.F., and Van den Poel D. Improved marketing decision making in a customer churn prediction context using generalized additive models Expert Systems with Applications 37 3 2010 2132 2143 10.1016/j.eswa.2009.07.029
-
(2010)
Expert Systems with Applications
, vol.37
, Issue.3
, pp. 2132-2143
-
-
Coussement, K.1
Benoit, D.F.2
Van Den Poel, D.3
-
27
-
-
34248524002
-
Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques
-
Coussement K., and Van den Poel D. Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques Expert Systems with Applications 34 1 2008 313 327
-
(2008)
Expert Systems with Applications
, vol.34
, Issue.1
, pp. 313-327
-
-
Coussement, K.1
Van Den Poel, D.2
-
28
-
-
58349110712
-
Improving customer attrition prediction by integrating emotions from client/company interaction emails and evaluating multiple classifiers
-
Coussement K., and Van den Poel D. Improving customer attrition prediction by integrating emotions from client/company interaction emails and evaluating multiple classifiers Expert Systems with Applications 36 3 2009 6127 6134 10.1016/j.eswa.2008.07.021
-
(2009)
Expert Systems with Applications
, vol.36
, Issue.3
, pp. 6127-6134
-
-
Coussement, K.1
Van Den Poel, D.2
-
30
-
-
0034457820
-
Automated cellular modeling and prediction on a large scale
-
Datta P., Masand B., Mani D.R., and Li B. Automated cellular modeling and prediction on a large scale Artificial Intelligence Review 14 6 2000 485 502 10.1023/A:1006643109702
-
(2000)
Artificial Intelligence Review
, vol.14
, Issue.6
, pp. 485-502
-
-
Datta, P.1
Masand, B.2
Mani, D.R.3
Li, B.4
-
31
-
-
79958004813
-
An empirical evaluation of rotation-based ensemble classifiers for customer churn prediction
-
De Bock K.W., and Van den Poel D. An empirical evaluation of rotation-based ensemble classifiers for customer churn prediction Expert Systems with Applications 38 10 2011 12293 12301 10.1016/j.eswa.2011.04.007
-
(2011)
Expert Systems with Applications
, vol.38
, Issue.10
, pp. 12293-12301
-
-
De Bock, K.W.1
Van Den Poel, D.2
-
32
-
-
84857651191
-
Reconciling performance and interpretability in customer churn prediction using ensemble learning based on generalized additive models
-
De Bock K.W., and Van den Poel D. Reconciling performance and interpretability in customer churn prediction using ensemble learning based on generalized additive models Expert Systems with Applications 39 8 2012 6816 6826
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.8
, pp. 6816-6826
-
-
De Bock, K.W.1
Van Den Poel, D.2
-
33
-
-
29644438050
-
Statistical comparisons of classifiers over multiple data sets
-
Demsar J. Statistical comparisons of classifiers over multiple data sets Journal of Machine Learning Research 7 2006 1 30
-
(2006)
Journal of Machine Learning Research
, vol.7
, pp. 1-30
-
-
Demsar, J.1
-
34
-
-
0000259511
-
Approximate statistical tests for comparing supervised classification learning algorithms
-
Dietterich T.G. Approximate statistical tests for comparing supervised classification learning algorithms Neural Computation 10 7 1998 1895 1923
-
(1998)
Neural Computation
, vol.10
, Issue.7
, pp. 1895-1923
-
-
Dietterich, T.G.1
-
35
-
-
0043126911
-
Logistic regression and artificial neural network classification models: A methodology review
-
Dreiseitl S., and Ohno-Machado L. Logistic regression and artificial neural network classification models: A methodology review Journal of Biomedical Informatics 35 5-6 2002 352 359 10.1016/S1532-0464(03)00034-0
-
(2002)
Journal of Biomedical Informatics
, vol.35
, Issue.5-6
, pp. 352-359
-
-
Dreiseitl, S.1
Ohno-Machado, L.2
-
36
-
-
57849158097
-
Genetic modelling of customer retention
-
Eiben, A. E., Koudijs, A. E. Slisser, F. (1998). Genetic modelling of customer retention. In Genetic programming. First European workshop, EuroGP'98 proceedings (pp. 178-186).
-
(1998)
Genetic Programming. First European Workshop, EuroGP'98 Proceedings
, pp. 178-186
-
-
Eiben, A.E.1
Koudijs, A.E.2
Slisser, F.3
-
37
-
-
34548285057
-
The benefits of facebook "friends": Social capital and college students' use of online social network sites
-
Ellison N.B., Steinfield C., and Lampe C. The benefits of facebook "friends": Social capital and college students' use of online social network sites Journal of Computer-Mediated Communication 12 4 2007 1
-
(2007)
Journal of Computer-Mediated Communication
, vol.12
, Issue.4
, pp. 1
-
-
Ellison, N.B.1
Steinfield, C.2
Lampe, C.3
-
38
-
-
84951118251
-
-
Facebook
-
Facebook (2013a). News feed FYI: A window into news feed. https://www. facebook.com/business/news/News-Feed-FYI-A-Window-Into-News-Feed/.
-
(2013)
News Feed FYI: A Window into News Feed
-
-
-
40
-
-
84924140381
-
-
Facebook
-
Facebook (2014). Newsroom - Key facts. http://newsroom.fb.com/Key-Facts.
-
(2014)
Newsroom - Key Facts
-
-
-
42
-
-
0035470889
-
Greedy function approximation: A gradient boosting machine
-
Friedman J.H. Greedy function approximation: A gradient boosting machine Annals of Statistics 29 5 2001 1189 1232
-
(2001)
Annals of Statistics
, vol.29
, Issue.5
, pp. 1189-1232
-
-
Friedman, J.H.1
-
44
-
-
77950537175
-
Regularization paths for generalized linear models via coordinate descent
-
Friedman J., Hastie T., and Tibshirani R. Regularization paths for generalized linear models via coordinate descent Journal of Statistical Software 33 1 2010 1 22
-
(2010)
Journal of Statistical Software
, vol.33
, Issue.1
, pp. 1-22
-
-
Friedman, J.1
Hastie, T.2
Tibshirani, R.3
-
47
-
-
84872105041
-
Modeling centrality measures in social network analysis using bi-criteria network flow optimization problems
-
Gómez D., Figueira J.R., and Eusébio A. Modeling centrality measures in social network analysis using bi-criteria network flow optimization problems European Journal of Operational Research 226 2 2013 354 365
-
(2013)
European Journal of Operational Research
, vol.226
, Issue.2
, pp. 354-365
-
-
Gómez, D.1
Figueira, J.R.2
Eusébio, A.3
-
48
-
-
0037202446
-
Generalized linear and generalized additive models in studies of species distributions: Setting the scene
-
Guisan A., Edwards T.C., and Hastie T. Generalized linear and generalized additive models in studies of species distributions: Setting the scene Ecological Modelling 157 2-3 2002 89 100 10.1016/S0304-3800(02)00204-1
-
(2002)
Ecological Modelling
, vol.157
, Issue.2-3
, pp. 89-100
-
-
Guisan, A.1
Edwards, T.C.2
Hastie, T.3
-
49
-
-
24144464528
-
Good practice in retail credit scorecard assessment
-
Hand D.J. Good practice in retail credit scorecard assessment Journal of the Operational Research Society 56 9 2005 1109 1117
-
(2005)
Journal of the Operational Research Society
, vol.56
, Issue.9
, pp. 1109-1117
-
-
Hand, D.J.1
-
50
-
-
0020083498
-
The meaning and use of the area under a receiver operating characteristic (roc) curve
-
Hanley J., and Mcneil B. The meaning and use of the area under a receiver operating characteristic (roc) curve Radiology 143 1 1982 29 36
-
(1982)
Radiology
, vol.143
, Issue.1
, pp. 29-36
-
-
Hanley, J.1
McNeil, B.2
-
51
-
-
54149117233
-
Modeling social interactions: Identification, empirical methods and policy implications
-
Hartmann W.R., Manchanda P., Nair H., Bothner M., Dodds P., and Godes D. Modeling social interactions: Identification, empirical methods and policy implications Marketing Letters 19 3-4 2008 287 304
-
(2008)
Marketing Letters
, vol.19
, Issue.3-4
, pp. 287-304
-
-
Hartmann, W.R.1
Manchanda, P.2
Nair, H.3
Bothner, M.4
Dodds, P.5
Godes, D.6
-
53
-
-
4944228528
-
A practical guide to support vector classification
-
Department of Computer Science and Information Engineering, National Taiwan University Taipei 106, Taiwan
-
Hsu C.-W., Chang C.-C., and Lin C.-J. A practical guide to support vector classification Technical Report 2010 Department of Computer Science and Information Engineering, National Taiwan University Taipei 106, Taiwan
-
(2010)
Technical Report
-
-
Hsu, C.-W.1
Chang, C.-C.2
Lin, C.-J.3
-
54
-
-
33744831465
-
Applying data mining to telecom churn management
-
Hung S.-Y., Yen D.C., and Wang H.-Y. Applying data mining to telecom churn management Expert Systems with Applications 31 3 2006 515 524 10.1016/j.eswa.2005.09.080
-
(2006)
Expert Systems with Applications
, vol.31
, Issue.3
, pp. 515-524
-
-
Hung, S.-Y.1
Yen, D.C.2
Wang, H.-Y.3
-
55
-
-
0347592341
-
An LTV model and customer segmentation based on customer value: A case study on the wireless telecommunication industry
-
Hwang H., Jung T., and Suh E. An LTV model and customer segmentation based on customer value: A case study on the wireless telecommunication industry Expert Systems with Applications 26 2 2004 181 188 10.1016/S0957-4174(03)00133-7
-
(2004)
Expert Systems with Applications
, vol.26
, Issue.2
, pp. 181-188
-
-
Hwang, H.1
Jung, T.2
Suh, E.3
-
56
-
-
84875818068
-
An AUC-based permutation variable importance measure for random forests
-
Janitza S., Strobl C., and Boulesteix A.-L. An AUC-based permutation variable importance measure for random forests BMC Bioinformatics 14 1 2013 119
-
(2013)
BMC Bioinformatics
, vol.14
, Issue.1
, pp. 119
-
-
Janitza, S.1
Strobl, C.2
Boulesteix, A.-L.3
-
57
-
-
29144445856
-
Toward a successful CRM: Variable selection, sampling, and ensemble
-
Kim Y. Toward a successful CRM: Variable selection, sampling, and ensemble Decision Support Systems 41 2 2006 542 553
-
(2006)
Decision Support Systems
, vol.41
, Issue.2
, pp. 542-553
-
-
Kim, Y.1
-
58
-
-
0029306995
-
Statlog - Comparison of classification algorithms on large real-world problems
-
King R., Feng C., and Sutherland A. Statlog - Comparison of classification algorithms on large real-world problems Applied Artificial Intelligence 9 3 1995 289 333
-
(1995)
Applied Artificial Intelligence
, vol.9
, Issue.3
, pp. 289-333
-
-
King, R.1
Feng, C.2
Sutherland, A.3
-
61
-
-
22144481002
-
Predicting customer retention and profitability by using random forests and regression forests techniques
-
Larivière B., and Van den Poel D. Predicting customer retention and profitability by using random forests and regression forests techniques Expert Systems with Applications 29 2 2005 472 484
-
(2005)
Expert Systems with Applications
, vol.29
, Issue.2
, pp. 472-484
-
-
Larivière, B.1
Van Den Poel, D.2
-
62
-
-
33744526493
-
Bagging and boosting classification trees to predict churn
-
Lemmens A., and Croux C. Bagging and boosting classification trees to predict churn Journal of Marketing Research (JMR) 43 2 2006 276 286
-
(2006)
Journal of Marketing Research (JMR)
, vol.43
, Issue.2
, pp. 276-286
-
-
Lemmens, A.1
Croux, C.2
-
63
-
-
0036001755
-
Dynamic customer relationship management: Incorporating future considerations into the service retention decision
-
Lemon K.N., White T.B., and Winer R.S. Dynamic customer relationship management: Incorporating future considerations into the service retention decision Journal of Marketing 66 1 2002 1 14
-
(2002)
Journal of Marketing
, vol.66
, Issue.1
, pp. 1-14
-
-
Lemon, K.N.1
White, T.B.2
Winer, R.S.3
-
64
-
-
52049120331
-
Tastes, ties, and time: A new social network dataset using facebook.com
-
Lewis K., Kaufman J., Gonzalez M., Wimmer A., and Christakis N. Tastes, ties, and time: A new social network dataset using facebook.com Social Networks 30 4 2008 330 342
-
(2008)
Social Networks
, vol.30
, Issue.4
, pp. 330-342
-
-
Lewis, K.1
Kaufman, J.2
Gonzalez, M.3
Wimmer, A.4
Christakis, N.5
-
65
-
-
0345040873
-
Classification and regression by randomForest
-
Liaw A., and Wiener M. Classification and regression by randomForest R News 2 3 2002 18 22
-
(2002)
R News
, vol.2
, Issue.3
, pp. 18-22
-
-
Liaw, A.1
Wiener, M.2
-
66
-
-
85016401039
-
RandomForest: Breiman and Cutler's random forests for classification and regression
-
Liaw, A. Wiener, M. (2012). randomForest: Breiman and Cutler's random forests for classification and regression. R package version 4.6-7.
-
(2012)
R Package Version 4.6-7
-
-
Liaw, A.1
Wiener, M.2
-
67
-
-
68149172842
-
Domain knowledge integration in data mining using decision tables: Case studies in churn prediction
-
Lima E., Mues C., and Baesens B. Domain knowledge integration in data mining using decision tables: Case studies in churn prediction Journal of the Operational Research Society 60 8 2009 1096 1106 10.1057/jors.2008.161
-
(2009)
Journal of the Operational Research Society
, vol.60
, Issue.8
, pp. 1096-1106
-
-
Lima, E.1
Mues, C.2
Baesens, B.3
-
71
-
-
51249194645
-
A logical calculus of the ideas immanent in nervous activity
-
McCulloch W., and Pitts W. A logical calculus of the ideas immanent in nervous activity Bulletin of Mathematical Biophysics 5 1943 115 133
-
(1943)
Bulletin of Mathematical Biophysics
, vol.5
, pp. 115-133
-
-
McCulloch, W.1
Pitts, W.2
-
72
-
-
84859549618
-
E1071: Misc functions of the department of statistics (e1071)
-
Meyer, D., Dimitriadou, E., Hornik, K., Weingessel, A. Leisch, F. (2012). e1071: Misc functions of the department of statistics (e1071). R package version 1.6-1.
-
(2012)
R Package Version 1.6-1
-
-
Meyer, D.1
Dimitriadou, E.2
Hornik, K.3
Weingessel, A.4
Leisch, F.5
-
73
-
-
84861199904
-
Modeling partial customer churn: On the value of first product-category purchase sequences
-
Migueis V., Van den Poel D., Camanho A., and Falcao e Cunha J. Modeling partial customer churn: On the value of first product-category purchase sequences Expert Systems with Applications 39 12 2012 11250 11256 10.1016/j.eswa.2012.03.073
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.12
, pp. 11250-11256
-
-
Migueis, V.1
Van Den Poel, D.2
Camanho, A.3
Falcao Cunha, E.J.4
-
74
-
-
84870472711
-
Predicting partial customer churn using Markov for discrimination for modeling first purchase sequences
-
Migueis V.L., Van den Poel D., Camanho A.S., and Cunha J.F.e. Predicting partial customer churn using Markov for discrimination for modeling first purchase sequences Advances in Data Analysis and Classification 6 4 2012 337 353 10.1007/s11634-012-0121-3
-
(2012)
Advances in Data Analysis and Classification
, vol.6
, Issue.4
, pp. 337-353
-
-
Migueis, V.L.1
Van Den Poel, D.2
Camanho, A.S.3
Cunha, J.F.E.4
-
75
-
-
0034187076
-
Predicting subscriber dissatisfaction and improving retention in the wireless telecommunications industry
-
Mozer M., Wolniewicz R., Grimes D., Johnson E., and Kaushansky H. Predicting subscriber dissatisfaction and improving retention in the wireless telecommunications industry IEEE Transactions on Neural Networks 11 3 2000 690 696 10.1109/72.846740
-
(2000)
IEEE Transactions on Neural Networks
, vol.11
, Issue.3
, pp. 690-696
-
-
Mozer, M.1
Wolniewicz, R.2
Grimes, D.3
Johnson, E.4
Kaushansky, H.5
-
77
-
-
33744509693
-
Defection detection: Measuring and understanding the predictive accuracy of customer churn models
-
Neslin S.A., Gupta S., Kamakura W., Junxiang L., and Mason C.H. Defection detection: Measuring and understanding the predictive accuracy of customer churn models Journal of Marketing Research (JMR) 43 2 2006 204 211
-
(2006)
Journal of Marketing Research (JMR)
, vol.43
, Issue.2
, pp. 204-211
-
-
Neslin, S.A.1
Gupta, S.2
Kamakura, W.3
Junxiang, L.4
Mason, C.H.5
-
78
-
-
56349094668
-
Application of data mining techniques in customer relationship management: A literature review and classification
-
Ngai E., Xiu L., and Chau D. Application of data mining techniques in customer relationship management: A literature review and classification Expert Systems with Applications 36 2 2009 2592 2602 10.1016/j.eswa.2008.02.021
-
(2009)
Expert Systems with Applications
, vol.36
, Issue.2
, pp. 2592-2602
-
-
Ngai, E.1
Xiu, L.2
Chau, D.3
-
79
-
-
0003243224
-
Probabilistic outputs for support vector machines and comparison to regularized likelihood methods
-
MIT Press Cambridge, MA
-
Platt J. Probabilistic outputs for support vector machines and comparison to regularized likelihood methods Advances in Large Margin Classifiers 2000 MIT Press Cambridge, MA
-
(2000)
Advances in Large Margin Classifiers
-
-
Platt, J.1
-
80
-
-
33749540373
-
Incorporating sequential information into traditional classification models by using an element/position-sensitive SAM
-
Prinzie A., and Van den Poel D. Incorporating sequential information into traditional classification models by using an element/position-sensitive SAM Decision Support Systems 42 2 2006 508 526 10.1016/j.dss.2005.02.004
-
(2006)
Decision Support Systems
, vol.42
, Issue.2
, pp. 508-526
-
-
Prinzie, A.1
Van Den Poel, D.2
-
81
-
-
37349073894
-
Random forests for multiclass classification: Random MultiNomial logit
-
Prinzie A., and Van den Poel D. Random forests for multiclass classification: Random MultiNomial logit Expert Systems with Applications 34 3 2008 1721 1732
-
(2008)
Expert Systems with Applications
, vol.34
, Issue.3
, pp. 1721-1732
-
-
Prinzie, A.1
Van Den Poel, D.2
-
82
-
-
79958862968
-
Modeling complex longitudinal consumer behavior with dynamic Bayesian networks: An acquisition pattern analysis application
-
Prinzie A., and Van den Poel D. Modeling complex longitudinal consumer behavior with dynamic Bayesian networks: An acquisition pattern analysis application Journal of Intelligent Information Systems 36 3 2011 283 304 10.1007/s10844-009-0106-7
-
(2011)
Journal of Intelligent Information Systems
, vol.36
, Issue.3
, pp. 283-304
-
-
Prinzie, A.1
Van Den Poel, D.2
-
83
-
-
0002900357
-
The case against accuracy estimation for comparing induction algorithms
-
J. Shavlik, Morgan Kaufmann Publishers Madison, WI, USA
-
Provost F., Fawcett T., and Kohavi R. The case against accuracy estimation for comparing induction algorithms J. Shavlik, Machine learning. proceedings of the fifteenth international conference on machine learning (ICML'98) 1998 Morgan Kaufmann Publishers Madison, WI, USA 445 453
-
(1998)
Machine Learning. Proceedings of the Fifteenth International Conference on Machine Learning (ICML'98)
, pp. 445-453
-
-
Provost, F.1
Fawcett, T.2
Kohavi, R.3
-
84
-
-
84930474007
-
Stats: R statistical functions
-
R Core Team Vienna, Austria, R package version 3.1.2
-
R Core Team (2013). stats: R statistical functions. R Foundation for Statistical Computing, Vienna, Austria, R package version 3.1.2.
-
(2013)
R Foundation for Statistical Computing
-
-
-
86
-
-
79960563575
-
NNET: Feed-forward neural networks and multinomial log-linear models
-
Ripley, B. (2013). NNET: Feed-forward neural networks and multinomial log-linear models. R package version 7.3-8.
-
(2013)
R Package Version 7.3-8
-
-
Ripley, B.1
-
87
-
-
0030299447
-
The value of purchase history data in target marketing
-
Rossi P.E., McCulloch R.E., and Allenby G.M. The value of purchase history data in target marketing Marketing Science 15 4 1996 321 340 10.1287/mksc.15.4.321
-
(1996)
Marketing Science
, vol.15
, Issue.4
, pp. 321-340
-
-
Rossi, P.E.1
McCulloch, R.E.2
Allenby, G.M.3
-
88
-
-
0033748604
-
An analysis of customer retention and insurance claim patterns using data mining: A case study
-
Smith K.A., Willis R.J., and Brooks M. An analysis of customer retention and insurance claim patterns using data mining: A case study Journal of the Operational Research Society 51 5 2000 532 541 10.1057/palgrave.jors.2600941
-
(2000)
Journal of the Operational Research Society
, vol.51
, Issue.5
, pp. 532-541
-
-
Smith, K.A.1
Willis, R.J.2
Brooks, M.3
-
89
-
-
0026396714
-
Maximum likelihood training of connectionist models: Comparison with least squares back-propagation and logistic regression
-
Spackman K.A. Maximum likelihood training of connectionist models: Comparison with least squares back-propagation and logistic regression Proceedings of the annual symposium on computer application in medical care 1991 285 289
-
(1991)
Proceedings of the Annual Symposium on Computer Application in Medical Care
, pp. 285-289
-
-
Spackman, K.A.1
-
90
-
-
84865034916
-
Predicting e-commerce company success by mining the text of its publicly-accessible website
-
Thorleuchter D., and Van den Poel D. Predicting e-commerce company success by mining the text of its publicly-accessible website Expert Systems with Applications 39 17 2012 13026 13034
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.17
, pp. 13026-13034
-
-
Thorleuchter, D.1
Van Den Poel, D.2
-
91
-
-
84864935139
-
Analyzing existing customers' websites to improve the customer acquisition process as well as the profitability prediction in b-to-b marketing
-
Thorleuchter D., Van den Poel D., and Prinzie A. Analyzing existing customers' websites to improve the customer acquisition process as well as the profitability prediction in b-to-b marketing Expert Systems with Applications 39 3 2012 2597 2605 10.1016/j.eswa.2011.08.115
-
(2012)
Expert Systems with Applications
, vol.39
, Issue.3
, pp. 2597-2605
-
-
Thorleuchter, D.1
Van Den Poel, D.2
Prinzie, A.3
-
93
-
-
1842478892
-
Customer attrition analysis for financial services using proportional hazard models
-
Van den Poel D., and Lariviere B. Customer attrition analysis for financial services using proportional hazard models European Journal of Operational Research 157 1 2004 196 217 10.1016/S0377-2217(03)00069-9
-
(2004)
European Journal of Operational Research
, vol.157
, Issue.1
, pp. 196-217
-
-
Van Den Poel, D.1
Lariviere, B.2
-
95
-
-
84883812239
-
Cash demand forecasting in ATMs by clustering and neural networks
-
Venkatesh K., Ravi V., Prinzie A., and Poel D.V.d. Cash demand forecasting in ATMs by clustering and neural networks European Journal of Operational Research 232 2 2014 383 392
-
(2014)
European Journal of Operational Research
, vol.232
, Issue.2
, pp. 383-392
-
-
Venkatesh, K.1
Ravi, V.2
Prinzie, A.3
Poel, D.V.D.4
-
96
-
-
78049530278
-
Building comprehensible customer churn prediction models with advanced rule induction techniques
-
Verbeke W., Martens D., Mues C., and Baesens B. Building comprehensible customer churn prediction models with advanced rule induction techniques Expert Systems with Applications 38 3 2011 2354 2364 10.1016/j.eswa.2010.08.023
-
(2011)
Expert Systems with Applications
, vol.38
, Issue.3
, pp. 2354-2364
-
-
Verbeke, W.1
Martens, D.2
Mues, C.3
Baesens, B.4
-
97
-
-
79551589464
-
Improving campaign success rate by tailoring donation requests along the donor lifecycle
-
Verhaert G.A., and Van den Poel D. Improving campaign success rate by tailoring donation requests along the donor lifecycle Journal of Interactive Marketing 25 1 2011 51 63 10.1016/j.intmar.2010.09.001
-
(2011)
Journal of Interactive Marketing
, vol.25
, Issue.1
, pp. 51-63
-
-
Verhaert, G.A.1
Van Den Poel, D.2
-
98
-
-
33644847339
-
A primer on kernel methods
-
B. Schölkopf, K. Tsuda, J.-P. Vert, Computational Molecular Biology MIT Press
-
Vert J.-P., Tsuda K., and Schölkopf B. A primer on kernel methods B. Schölkopf, K. Tsuda, J.-P. Vert, Kernel methods in computational biology Computational Molecular Biology 2004 MIT Press 35 70
-
(2004)
Kernel Methods in Computational Biology
, pp. 35-70
-
-
Vert, J.-P.1
Tsuda, K.2
Schölkopf, B.3
-
99
-
-
21844497348
-
Using survey data to predict adoption and switching for services
-
Weerahandi S., and Moitra S. Using survey data to predict adoption and switching for services Journal of Marketing Research 32 1 1995 85 96 10.2307/3152113
-
(1995)
Journal of Marketing Research
, vol.32
, Issue.1
, pp. 85-96
-
-
Weerahandi, S.1
Moitra, S.2
-
100
-
-
0036696364
-
Turning telecommunications call details to churn prediction: A data mining approach
-
Wei C.-P., and Chiu I.-T. Turning telecommunications call details to churn prediction: A data mining approach Expert Systems with Applications 23 2 2002 103 112 10.1016/S0957-4174(02)00030-1
-
(2002)
Expert Systems with Applications
, vol.23
, Issue.2
, pp. 103-112
-
-
Wei, C.-P.1
Chiu, I.-T.2
-
101
-
-
58349116623
-
Customer churn prediction using improved balanced random forests
-
Xie Y., Li X., Ngai E., and Ying W. Customer churn prediction using improved balanced random forests Expert Systems with Applications 36 3 2009 5445 5449 10.1016/j.eswa.2008.06.121
-
(2009)
Expert Systems with Applications
, vol.36
, Issue.3
, pp. 5445-5449
-
-
Xie, Y.1
Li, X.2
Ngai, E.3
Ying, W.4
|