Recommenders in Banking: An End-to-end Personalization Pipeline within ING

被引:1
|
作者
Vaquero-Patricio, Carlos [1 ]
van Ommeren, Nikki [1 ]
Gil-Begue, Santiago [1 ]
机构
[1] ING Bank, Amsterdam, Netherlands
来源
15TH ACM CONFERENCE ON RECOMMENDER SYSTEMS (RECSYS 2021) | 2021年
关键词
recommender design; hybrid recommenders; practical challenges; online evaluation;
D O I
10.1145/3460231.3474612
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Retail services in corporate international banks are often constrained by the compliance and infrastructure specificities of the countries in which they operate. In addition, the business model and customers interactions through a banking app differ greatly from other major retail services in sectors like digital streaming or e-commerce platforms. We introduce ING's Bank retail recommender system, elaborating on how we account for the global vs. local requirements, and how can we benefit from such an approach for our model selection as well as products serving.
引用
收藏
页码:587 / 589
页数:3
相关论文
共 50 条
  • [1] PERSONALIZATION STRATEGIES FOR END-TO-END SPEECH RECOGNITION SYSTEMS
    Gourav, Aditya
    Liu, Linda
    Gandhe, Ankur
    Gu, Yile
    Lan, Guitang
    Huang, Xiangyang
    Kalmane, Shashank
    Tiwari, Gautam
    Filimonov, Denis
    Rastrow, Ariya
    Stolcke, Andreas
    Bulyko, Ivan
    Alexa, Amazon
    2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 7348 - 7352
  • [2] TOWARDS FAST AND CONVENIENT END-TO-END HRTF PERSONALIZATION
    Zhi, Bowen
    Zotkin, Dmitry N.
    Duraiswami, Ramani
    2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2022, : 441 - 445
  • [3] Secure End-To-End Authentication for Mobile Banking
    Singh, Basudeo
    Jasmine, K. S.
    SOFTWARE ENGINEERING IN INTELLIGENT SYSTEMS (CSOC2015), VOL 3, 2015, 349 : 223 - 232
  • [4] An end-to-end pipeline for historical censuses processing
    Rémi Petitpierre
    Marion Kramer
    Lucas Rappo
    International Journal on Document Analysis and Recognition (IJDAR), 2023, 26 : 419 - 432
  • [5] An end-to-end pipeline for historical censuses processing
    Petitpierre, Remi
    Kramer, Marion
    Rappo, Lucas
    INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2023, 26 (04) : 419 - 432
  • [6] The end-to-end pipeline for HST slitless spectra PHLAG
    Kuemmel, M.
    Albrecht, R.
    Fosbury, R.
    Freudling, W.
    Haase, J.
    Hook, R. N.
    Kuntschner, H.
    Micol, A.
    Rosa, M. R.
    Walsh, J. R.
    THE 2007 ESO INSTRUMENT CALIBRATION WORKSHOP, 2008, : 185 - 190
  • [7] Data analysis pipeline for EChO end-to-end simulations
    Ingo P. Waldmann
    E. Pascale
    Experimental Astronomy, 2015, 40 : 639 - 654
  • [8] End-to-end Modelling of the Imaging Pipeline in Radio Astronomy
    Griffin, Anthony
    Ensor, Andrew
    2018 IEEE 10TH SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP (SAM), 2018, : 480 - 484
  • [9] HeartDIS: A Generalizable End-to-End Energy Disaggregation Pipeline
    Dimitriadis, Ilias
    Gkalinikis, Nikolaos Virtsionis
    Gkiouzelis, Nikolaos
    Vakali, Athena
    Athanasiadis, Christos
    Baslis, Costas
    ENERGIES, 2023, 16 (13)
  • [10] Data analysis pipeline for EChO end-to-end simulations
    Waldmann, Ingo P.
    Pascale, E.
    EXPERIMENTAL ASTRONOMY, 2015, 40 (2-3) : 639 - 654