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深度学习因子1月超额0.98%,本周热度变化最大行业为有石油石化、有色金属:市场情绪监控周报(20260126-20260130)
Huachuang Securities· 2026-02-02 13:25
Investment Rating - The report does not explicitly state an investment rating for the industry [1] Core Insights - The report highlights that the deep learning factor tracking has shown a cumulative absolute return of 74.91% since its inception, with a relative excess return of 38.96% compared to the benchmark [10] - The sentiment factor tracking indicates that the top five industries with positive sentiment changes are petroleum and petrochemicals, non-ferrous metals, food and beverage, coal, and textiles and apparel [34] - The market valuation tracking shows that the rolling 5-year historical percentiles for major indices are at 91% for CSI 300, 100% for CSI 500, and 100% for CSI 1000, indicating high valuation levels [44] Summary by Sections Deep Learning Factor Tracking - A long-only portfolio was constructed based on the DecompGRU model, with a cumulative absolute return of 74.91% and a maximum drawdown of 10.08% since March 31, 2025 [10] - An ETF rotation portfolio was also created, achieving a cumulative absolute return of 40.08% since March 18, 2025, with a maximum drawdown of 7.82% [13] Sentiment Factor Tracking - The report tracks sentiment across broad indices, with the CSI 300 showing the highest increase in sentiment by 11.05% compared to the previous week [3] - The top five industries with positive sentiment changes include petroleum and petrochemicals, non-ferrous metals, food and beverage, coal, and textiles and apparel [34] Market Valuation Monitoring - The report indicates that several primary industries are currently above the 80% historical percentile for valuations, including electronics, power equipment, light industry manufacturing, and construction materials [46] - Conversely, industries like food and beverage and non-bank financials are below the 20% historical percentile, suggesting potential undervaluation [46] Event Tracking - The report details various corporate events, including stock incentive plans, significant shareholder buybacks, and analyst coverage updates, which may influence market sentiment and stock performance [48][56][57]