Learning transactions representations for information management in banks: Mastering local, global, and external knowledge

Alexandra Bazarova, Maria Kovaleva, Ilya Kuleshov, Evgenia Romanenkova, Alexander Stepikin, Aleksandr Yugay, Dzhambulat Mollaev, Ivan Kireev, Andrey V. Savchenko, Alexey Zaytsev

Abstract: Highlights•Neural representations of transactional data with good local and global properties.•A procedure to incorporate the external context into data representations.•Assessment of the data representations’ domain-specific informativeness.