The 2nd International Workshop on Data Mining in Finance (DMF 2024)
@ ICDM2024
The 2nd International Workshop on Data Mining in Finance (DMF 2024)
@ ICDM2024
December 9, 2024
In the financial industry, data mining has been applied in almost every aspect and proven to be effective and profitable in practice. The DMF 2024 workshop intends to bring together researchers, practitioners, and developers from academia and financial industry to discuss cutting-edge problems, potential solutions, and future directions, such that the interactions among the expertise in these areas can be promoted and new interdisciplinary technologies can be developed.
DMF 2024 features three major themes:
Effective and efficient financial data mining
Trustworthy data mining in finance, such as
Explainable financial data mining models (e.g., key feature recognition, predictive performance analysis)
Fairness-aware financial data mining (e.g., fairly treating customer accounts, shareholder equity)
Privacy-preserved financial data mining, simulation, and sharing
LLM-based financial data mining, such as
Data mining based on financial large language models
Training technology of financial large language models
Data cleaning and collecting pipelines of pre-training large models
Financial applications of LLMs (e.g., language models, vision models, audio models, and video models)
Model hallucination of large financial models
Application of large models under financial compliance constraints
Deployment of large financial models
Inference acceleration and high-concurrency techniques for large financial models
DMF 2024 runs two paper submission tracks: regular papers and short papers. The regular paper track welcomes submissions that emphasize theoretical foundations, algorithms, models, systems, and applications related to data mining in finance. Original research papers are particularly encouraged for the regular paper track. The short paper track seeks papers focusing on applied research, industrial experience reports, demonstrations (e.g., showcasing toolkits for financial data mining), and vision papers that introduce challenges and open problems.
Authors are encouraged to submit original, English-language research contributions that have not been concurrently submitted or published elsewhere. All submissions must adhere to the IEEE 2-column format. For the regular paper track, submissions should not exceed 8 pages of content, plus an additional 2 pages for references. For the short paper track, submissions should be limited to a maximum of 4 pages of content, plus 1 extra page for references.
In alignment with the ICDM 2024 reviewing scheme, all submissions will undergo triple-blind reviews by the Program Committee, evaluating technical quality, relevance to the conference scope, originality, significance, and clarity. All accepted papers will be presented as posters, with a select few chosen for oral presentations. A best paper award will be conferred. Accepted papers will be published in the IEEE ICDM 2024 Workshop proceedings (published by IEEE and EI-indexed).
Submission Method
Submit your paper via cyberchair: https://wi-lab.com/cyberchair/2024/icdm24/scripts/submit.php?subarea=S04&undisplay_detail=1&wh=/cyberchair/2024/icdm24/scripts/ws_submit.php
Paper submission deadline: September 10, 2024 Extended to Septermber 24, 2024
Notification of acceptance: October 7, 2024
Camera-ready deadline and copyright form: October 11, 2024
Workshop day: December 9, 2024 (UTC+4)
**All times are at 11:59PM AoE** unless otherwise stated