Calibrating probability with undersampling for unbalanced classification A Dal Pozzolo, O Caelen, RA Johnson, G Bontempi 2015 IEEE symposium series on computational intelligence, 159-166, 2015 | 639 | 2015 |
Credit card fraud detection: a realistic modeling and a novel learning strategy A Dal Pozzolo, G Boracchi, O Caelen, C Alippi, G Bontempi IEEE transactions on neural networks and learning systems 29 (8), 3784-3797, 2017 | 544 | 2017 |
Learned lessons in credit card fraud detection from a practitioner perspective A Dal Pozzolo, O Caelen, YA Le Borgne, S Waterschoot, G Bontempi Expert systems with applications 41 (10), 4915-4928, 2014 | 541 | 2014 |
APATE: A novel approach for automated credit card transaction fraud detection using network-based extensions V Van Vlasselaer, C Bravo, O Caelen, T Eliassi-Rad, L Akoglu, M Snoeck, ... Decision support systems 75, 38-48, 2015 | 507 | 2015 |
Sequence classification for credit-card fraud detection J Jurgovsky, M Granitzer, K Ziegler, S Calabretto, PE Portier, ... Expert systems with applications 100, 234-245, 2018 | 385 | 2018 |
Combining unsupervised and supervised learning in credit card fraud detection F Carcillo, YA Le Borgne, O Caelen, Y Kessaci, F Oblé, G Bontempi Information sciences 557, 317-331, 2021 | 379 | 2021 |
Scarff: a scalable framework for streaming credit card fraud detection with spark F Carcillo, A Dal Pozzolo, YA Le Borgne, O Caelen, Y Mazzer, ... Information fusion 41, 182-194, 2018 | 240 | 2018 |
A Bayesian interpretation of the confusion matrix O Caelen Annals of Mathematics and Artificial Intelligence 81 (3), 429-450, 2017 | 209 | 2017 |
When is undersampling effective in unbalanced classification tasks? A Dal Pozzolo, O Caelen, G Bontempi Machine Learning and Knowledge Discovery in Databases: European Conference …, 2015 | 148 | 2015 |
Credit card fraud detection and concept-drift adaptation with delayed supervised information A Dal Pozzolo, G Boracchi, O Caelen, C Alippi, G Bontempi 2015 international joint conference on Neural networks (IJCNN), 1-8, 2015 | 141 | 2015 |
A socio-technical approach to preventing, mitigating, and recovering from ransomware attacks DF Sittig, H Singh Applied clinical informatics 7 (02), 624-632, 2016 | 138 | 2016 |
Towards automated feature engineering for credit card fraud detection using multi-perspective HMMs Y Lucas, PE Portier, L Laporte, L He-Guelton, O Caelen, M Granitzer, ... Future Generation Computer Systems 102, 393-402, 2020 | 133 | 2020 |
Streaming active learning strategies for real-life credit card fraud detection: assessment and visualization F Carcillo, YA Le Borgne, O Caelen, G Bontempi International Journal of Data Science and Analytics 5, 285-300, 2018 | 122 | 2018 |
Racing for unbalanced methods selection A Dal Pozzolo, O Caelen, S Waterschoot, G Bontempi Intelligent Data Engineering and Automated Learning–IDEAL 2013: 14th …, 2013 | 67 | 2013 |
Efficient top rank optimization with gradient boosting for supervised anomaly detection J Frery, A Habrard, M Sebban, O Caelen, L He-Guelton Machine Learning and Knowledge Discovery in Databases: European Conference …, 2017 | 64 | 2017 |
A graph-based, semi-supervised, credit card fraud detection system B Lebichot, F Braun, O Caelen, M Saerens International Workshop on Complex Networks and their Applications, 721-733, 2016 | 62 | 2016 |
Managing a pool of rules for credit card fraud detection by a Game Theory based approach G Gianini, LG Fossi, C Mio, O Caelen, L Brunie, E Damiani Future Generation Computer Systems 102, 549-561, 2020 | 49 | 2020 |
Multiple perspectives HMM-based feature engineering for credit card fraud detection Y Lucas, PE Portier, L Laporte, S Calabretto, O Caelen, L He-Guelton, ... Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing, 1359-1361, 2019 | 40 | 2019 |
Improving the exploration strategy in bandit algorithms O Caelen, G Bontempi International Conference on Learning and Intelligent Optimization, 56-68, 2007 | 32 | 2007 |
Using HDDT to avoid instances propagation in unbalanced and evolving data streams A Dal Pozzolo, R Johnson, O Caelen, S Waterschoot, NV Chawla, ... 2014 International joint conference on neural networks (IJCNN), 588-594, 2014 | 30 | 2014 |