<div dir="ltr"><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px">Dear Researcher,</p><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px">We invite you to submit at the Second International Workshop on MUFin'22 held in conjunction with ECML-PKDD 2022. The workshop 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. <b>We invite papers focused on modelling uncertainty for financial applications.</b> Topics of interest include, but are not limited to the following:</p><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><u>Application Topics:</u></p><ul style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><li style="margin-left:15px">Evaluating financial risk</li><li style="margin-left:15px">Forecasting stock market</li><li style="margin-left:15px">Modelling seasonality in market trends</li><li style="margin-left:15px">Fraud prediction</li><li style="margin-left:15px">Modelling temporal social media activity</li><li style="margin-left:15px">Recommendation systems</li><li style="margin-left:15px">Adversarial Attacks on financial models</li></ul><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><u>Technical Topics:</u></p><ul style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><li style="margin-left:15px">Temporal/Sequential data modelling – clustering, classification</li><li style="margin-left:15px">Modelling uncertainty in financial data</li><li style="margin-left:15px">Temporal graphs</li><li style="margin-left:15px">Time Series Forecasting</li><li style="margin-left:15px">Text analytics of financial reports, forecasts, and documents</li><li style="margin-left:15px">Explainable/interpretable sequential modelling</li><li style="margin-left:15px">Exploring fairness and robustness towards bias in financial models</li><li style="margin-left:15px">Representation learning from temporal/sequential data</li><li style="margin-left:15px">Modelling financial data as temporal point processes</li></ul><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><b>Submission Deadline: 20th June 2022</b></p><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px">Website: <a href="https://sites.google.com/view/mufin21/home" target="_blank" style="color:rgb(41,98,255)">https://sites.google.com/view/w-mufin/home</a></p><p style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px">The best paper of the workshop will be awarded a <b>Best Paper Award</b> worth $500!<br></p><span style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px">Please refer to the website for more details. Incase of any queries, please reach out to Maneet Singh at <a href="mailto:maneet.singh@mastercard.com" target="_blank">maneet.singh@mastercard.com</a></span><div style="color:rgba(0,0,0,0.87);font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:14px"><div><br><br>Best,<br>Maneet</div></div></div>