Recent Trends in Machine Learning with a Focus on Applications in Finance

0564516 - ÚI 2023 RIV CZ eng C - Conference Paper (international conference)
Kalina, Jan - Neoral, Aleš
Recent Trends in Machine Learning with a Focus on Applications in Finance.
The 16th International Days of Statistics and Economics Conference Proceedings. Praha: Melandrium, 2022 - (Löster, T.; Pavelka, T.), s. 187-196. ISBN 978-80-87990-29-2.
[International Days of Statistics and Economics /16./. Praha (CZ), 08.09.2022-10.09.2022]
R&D Projects: GA ČR(CZ) GA22-02067S
Grant - others:GA ČR(CZ) GA21-19311S
Institutional support: RVO:67985807
Keywords : statistical learning * automated machine learning * metalearning * financial data analysis * stock market investing
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
https://msed.vse.cz/msed_2022/article/577-Kalina-Jan-paper.pdf

Machine learning methods penetrate to applications in the analysis of financial data, particularly to supervised learning tasks including regression or classification. Other approaches, such as reinforcement learning or automated machine learning, are not so well known in the context of finance yet. In this paper, we discuss the advantages of an automated data analysis, which is beneficial especially if a larger number of datasets should be analyzed under a time pressure. Important types of learning include reinforcement learning, automated machine learning, or metalearning. This paper overviews their principles and recalls some of their inspiring applications. We include a discussion of the importance of the concept of information and of the search for the most relevant information in the field of mathematical finance. We come to the conclusion that a statistical interpretation of the results of theautomatic machine learning remains crucial for a proper understanding of the knowledge acquired by the analysis of the given (financial) data.
Permanent Link: https://hdl.handle.net/11104/0336174