posted by organizer: maneet || 526 views || tracked by 2 users: [display]

MUFin 2021 : International Workshop on Modelling Uncertainty in the Financial World


When Nov 1, 2021 - Nov 5, 2021
Where Gold Coast, Queensland, Australia
Submission Deadline Jul 15, 2021
Notification Due Aug 15, 2021
Final Version Due Aug 21, 2021

Call For Papers

Machine Learning techniques are widely adopted in the financial domain through many applications ranging from automated fraud detection, stock market prediction, delinquency prediction, global market understanding to financial document analysis. Despite advances of AI and its adoption in these areas over the years, the current pandemic has exposed challenges of handling such uncertainty in each one of these application areas. Several studies have reported that global payment fraud rate has increased since the pandemic, and so have the different ways of doing fraud. Similarly, credit risk models have been challenged and so have been other applications in the financial domain.

It is not surprising that AI applications in the financial world are often the most affected by such an uncertainty. Broadly, uncertainty can often be attributed to either (i) data uncertainty or (ii) environmental uncertainty. While modelling in the Financial world often suffers from data uncertainty due to noisy samples, limited variability, seasonality, etc., the financial world is also marred by environmental uncertainty such as pandemics and recession periods. This workshop thus provides a platform for experts across industry and academia to discuss and present challenges, novel solutions, and pave the way for future directions in modelling sequential data uncertainty for the financial world.

We invite papers focused on modelling sequential data uncertainty for financial applications. Topics of interest include, but are not limited to the following:

Application Topics:

- Evaluating financial risk
- Forecasting stock market
- Modelling seasonality in market trends
- Fraud prediction
- Modelling temporal social media activity
- Recommendation systems

Technical Topics:

- Temporal/Sequential data modelling – clustering, classification
- Modelling uncertainty in financial data
- Temporal graphs
- Time Series Forecasting
- Text analytics of financial reports, forecasts, and documents
- Explainable/interpretable sequential modelling
- Exploring fairness and robustness towards bias in financial models
- Representation learning from temporal/sequential data
- Modelling financial data as temporal point processes

Related Resources

IUKM 2022   9th International Symposium on Integrated Uncertainty in Knowledge Modelling and Decision Making
WWW 2022   International World Wide Web Conferences
CIFEr 2022   IEEE Computational Intelligence for Financial Engineering and Economics
IPMU 2022   19th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems
Intelligence for Engineering 2022   ASME JCISE Special Issue on Machine Intelligence for Engineering under Uncertainties
IEEE WCCI 2022   IEEE World Congress on Computational Intelligence
FNP 2022   The 4th Financial Narrative Processing Workshop (FNP 2022)
DCADS 2022   Data Science and Analytics for Decision Support Workshop
ISEM 2022   The International Society for Ecological Modelling Global Conference 2022: Ecological Models for Tomorrow’s Solutions