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The role of applied mathematics in finance

KAUST ·

KAUST's Stochastic Numerics Research Group is developing methods for pricing European options. Their approach, detailed in an upcoming Journal of Computational Finance article, focuses on systematically tuning parameters to achieve accuracy while minimizing computational effort. The goal is to enable automated computation of fair prices for options contracts, similar to how insurance companies determine premiums. Why it matters: This research advances computational finance in the region, potentially improving risk management and investment strategies.

DaringFed: A Dynamic Bayesian Persuasion Pricing for Online Federated Learning under Two-sided Incomplete Information

arXiv ·

This paper introduces DaringFed, a novel dynamic Bayesian persuasion pricing mechanism for online federated learning (OFL) that addresses the challenge of two-sided incomplete information (TII) regarding resources. It formulates the interaction between the server and clients as a dynamic signaling and pricing allocation problem within a Bayesian persuasion game, demonstrating the existence of a unique Bayesian persuasion Nash equilibrium. Evaluations on real and synthetic datasets demonstrate that DaringFed optimizes accuracy and convergence speed and improves the server's utility.

Agentic commerce: The quiet revolution in how we buy - Gulf News

Gulf News ·

Agentic commerce leverages artificial intelligence agents to automate and personalize the buying experience for consumers, marking a significant shift in retail. This 'quiet revolution' is transforming traditional e-commerce by streamlining purchasing decisions and enhancing user convenience. The article likely discusses the implications and adoption of such AI-driven buying methods within the Middle East's consumer market. Why it matters: The integration of AI agents into commerce has the potential to reshape consumer expectations and business strategies across the GCC retail sector.

Samsung AI strategy delivers record revenue despite semiconductor headwinds - AI News

Oman AI ·

Samsung's AI strategy has reportedly driven the company to achieve record revenue. This financial performance was observed despite ongoing challenges and headwinds within the semiconductor industry. The strategic focus on AI appears to have been a significant factor in their business success during this period. Why it matters: This highlights how major technology companies are leveraging AI strategies to maintain and grow revenue even in turbulent market conditions.