Market Analysis

Market analysis research focuses on understanding and predicting market behavior, encompassing price movements, resource allocation, and agent interactions. Current research employs machine learning, particularly deep reinforcement learning and large language models (LLMs), to analyze diverse data sources including trading records, news sentiment, and financial reports, often using models like neural networks and Bayesian approaches. These advancements improve prediction accuracy, optimize trading strategies, and enhance the robustness of product classification and other market-related tasks, impacting fields from finance and e-commerce to manufacturing and policy-making.