Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff working paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
June 22, 2011 The Growth of High-Frequency Trading: Implications for Financial Stability Financial System Review - June 2011 Anna Pomeranets, William Barker Content Type(s): Publications, Financial System Review articles
What Is Restraining Non-Energy Export Growth? Staff analytical note 2018-25 Dany Brouillette, José Dorich, Chris D'Souza, Adrienne Gagnon, Claudia Godbout This note summarizes the key findings from Bank of Canada staff analytical work examining the reasons for the recent weakness in Canadian non-energy exports. Canada steadily lost market share in US non-energy imports between 2002 and 2017, mostly reflecting continued and broad-based competitiveness losses. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E5, E52, F, F1, F10, F14, F17 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
Comparison of Bayesian and Sample Theory Parametric and Semiparametric Binary Response Models Staff working paper 2022-31 Xiangjin Shen, Iskander Karibzhanov, Hiroki Tsurumi, Shiliang Li We use graphic processing unit computing to compare Bayesian and sample theory semiparametric binary response models. Our findings show that optimal bandwidth does not outperform regular bandwidth in binary semiparametric models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, C3, C35, C5, C51, C6, C63, D, D1 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods
June 22, 2011 Access to Central Clearing Services for Over-the-Counter Derivatives Financial System Review - June 2011 Carolyn A. Wilkins, Jonathan Witmer, Joshua Slive Content Type(s): Publications, Financial System Review articles
United in Booms, Divided in Busts: Regional House Price Cycles and Monetary Policy Staff working paper 2025-36 Ulrich Roschitsch, Hannes Twieling This paper shows that regional disparities in house price growth are more pronounced during house price busts than during booms. To explain this observation we construct a two-region currency union model incorporating a housing sector and extrapolative belief updating regarding house prices. To solve the model, we propose a new method that efficiently handles extrapolative belief updating in a wide class of structural models. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E32, E5, E52, F, F4, F45 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Four Decades of Canadian Earnings Inequality and Dynamics Across Workers and Firms Staff working paper 2021-20 Audra Bowlus, Émilien Gouin-Bonenfant, Huju Liu, Lance Lochner, Youngmin Park We use four decades of Canadian matched employer-employee data to explore how inequality and the dynamics of individual earnings have evolved over time in Canada. We also examine how the earnings growth of individuals is related to the growth of their employers. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, D3, D31, E, E2, E24, J, J2, J24, J3, J31, J6, J63 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Transaction Costs, the Value of Convenience, and the Cross-Section of Safe Asset Returns Staff working paper 2025-34 Ragnar Juelsrud, Plamen Nenov, Fabienne Schneider, Olav Syrstad We study the cross-section of equilibrium returns on safe assets using a tractable asset pricing model with a micro-founded demand for liquidity and multiple safe assets with heterogeneous transaction costs. We test the main predictions of our theory using a novel measure of relative (in)convenience yields in the US Treasury market. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, G, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
March 9, 2010 Bank of Canada Review - Spring 2010 Discussion of recent research into three ways that oil-futures prices can improve our understanding of current conditions and future prospects in the global market for crude oil; inflation expectations and the conduct of monetary policy: a review of recent evidence and experience; examination of the influence of various forms of economic uncertainty on the performance of different classes of monetary policy rules; how, when, and why such revisions to many important economic variables occur. Content Type(s): Publications, Bank of Canada Review
June 12, 2014 Making Banks Safer: Implementing Basel III Financial System Review - June 2014 Éric Chouinard, Graydon Paulin Éric Chouinard and Graydon Paulin review the progress to date in implementing Basel III, the new framework of global regulatory standards for the banking sector developed by the Basel Committee on Banking Supervision. The report highlights the expected net benefits of implementing Basel III, as well as the challenges in ensuring international consistency in measuring the risk-weighted capital of banks. It includes a discussion on how implementing Basel III has affected the banking system in Canada and other important jurisdictions, and demonstrates the need for ongoing assessment of the effects on the financial system and the macroeconomy. Content Type(s): Publications, Financial System Review articles JEL Code(s): G, G2, G28