AI股票预测分析报告 - 2025年10月23日 20:26

AI股票预测分析报告

基于深度学习LSTM模型的智能预测 | 生成时间: 2025年10月23日 20:26

模型性能

sz.002719

0.4715

验证集F1分数

特征维度

100

增强特征

技术指标数量

上涨概率最高的7只股票

排名	股票代码	上涨概率	置信度	投资建议
#1	sz.002761	60.65%	60.65%	谨慎关注
#2	sz.002012	60.60%	60.60%	谨慎关注
#3	sz.002652	60.56%	60.56%	谨慎关注
#4	sz.002377	60.41%	60.41%	谨慎关注
#5	sz.002688	60.36%	60.36%	谨慎关注
#6	sz.002480	60.28%	60.28%	谨慎关注
#7	sz.002775	59.97%	59.97%	谨慎关注

完整预测汇总

股票代码	预测方向	置信度	上涨概率	投资建议
sz.002761	涨	60.65%	60.65%	谨慎观察
sz.002012	涨	60.60%	60.60%	谨慎观察
sz.002652	涨	60.56%	60.56%	谨慎观察
sz.002377	涨	60.41%	60.41%	谨慎观察
sz.002688	涨	60.36%	60.36%	谨慎观察
sz.002480	涨	60.28%	60.28%	谨慎观察
sz.002775	涨	59.97%	59.97%	谨慎观察
sz.002522	涨	59.95%	59.95%	谨慎观察
sz.002863	涨	59.95%	59.95%	谨慎观察
sz.002397	涨	59.90%	59.90%	谨慎观察
sz.002828	涨	59.87%	59.87%	谨慎观察
sh.600790	涨	59.77%	59.77%	谨慎观察
sz.002873	涨	59.66%	59.66%	谨慎观察
sz.002671	涨	59.65%	59.65%	谨慎观察
sz.000025	涨	59.56%	59.56%	谨慎观察
sz.002133	涨	59.54%	59.54%	谨慎观察
sh.600720	涨	59.54%	59.54%	谨慎观察
sz.002069	涨	59.54%	59.54%	谨慎观察
sz.000850	涨	59.53%	59.53%	谨慎观察
sz.002112	涨	59.49%	59.49%	谨慎观察
sz.002686	涨	59.49%	59.49%	谨慎观察
sh.600177	涨	59.46%	59.46%	谨慎观察
sz.002524	涨	59.46%	59.46%	谨慎观察
sz.002317	涨	59.39%	59.39%	谨慎观察
sz.002344	涨	59.38%	59.38%	谨慎观察
sz.002316	涨	59.36%	59.36%	谨慎观察
sz.002357	涨	59.36%	59.36%	谨慎观察
sz.002598	涨	59.33%	59.33%	谨慎观察
sz.002923	涨	59.31%	59.31%	谨慎观察
sz.002248	涨	59.27%	59.27%	谨慎观察
sz.002360	涨	59.21%	59.21%	谨慎观察
sz.002094	涨	59.19%	59.19%	谨慎观察
sh.600854	涨	59.19%	59.19%	谨慎观察
sz.002490	涨	59.16%	59.16%	谨慎观察
sz.002849	涨	59.13%	59.13%	谨慎观察
sz.002687	涨	59.11%	59.11%	谨慎观察
sz.002883	涨	59.11%	59.11%	谨慎观察
sz.002672	涨	59.10%	59.10%	谨慎观察
sz.002211	涨	59.09%	59.09%	谨慎观察
sz.002576	涨	59.09%	59.09%	谨慎观察
sz.002634	涨	58.99%	58.99%	谨慎观察
sz.002921	涨	58.96%	58.96%	谨慎观察
sz.002616	涨	58.96%	58.96%	谨慎观察
sz.001216	涨	58.95%	58.95%	谨慎观察
sz.002209	涨	58.95%	58.95%	谨慎观察
sz.002691	涨	58.91%	58.91%	谨慎观察
sz.002858	涨	58.86%	58.86%	谨慎观察
sh.600971	涨	58.85%	58.85%	谨慎观察
sz.002381	涨	58.85%	58.85%	谨慎观察
sz.002193	涨	58.84%	58.84%	谨慎观察
sz.002144	涨	58.83%	58.83%	谨慎观察
sz.002159	涨	58.78%	58.78%	谨慎观察
sz.002748	涨	58.78%	58.78%	谨慎观察
sz.002817	涨	58.77%	58.77%	谨慎观察
sz.002800	涨	58.77%	58.77%	谨慎观察
sz.002667	涨	58.71%	58.71%	谨慎观察
sz.002591	涨	58.70%	58.70%	谨慎观察
sz.002862	涨	58.64%	58.64%	谨慎观察
sz.002207	涨	58.61%	58.61%	谨慎观察
sz.002319	涨	58.61%	58.61%	谨慎观察
sz.002719	涨	58.60%	58.60%	谨慎观察
sz.002205	涨	58.59%	58.59%	谨慎观察
sz.002393	涨	58.58%	58.58%	谨慎观察
sz.002678	涨	58.57%	58.57%	谨慎观察
sz.002826	涨	58.55%	58.55%	谨慎观察
sz.002072	涨	58.54%	58.54%	谨慎观察
sh.601000	涨	58.51%	58.51%	谨慎观察
sz.002732	涨	58.50%	58.50%	谨慎观察
sz.002629	涨	58.50%	58.50%	谨慎观察
sz.002478	涨	58.49%	58.49%	谨慎观察
sz.002116	涨	58.49%	58.49%	谨慎观察
sz.002554	涨	58.45%	58.45%	谨慎观察
sz.000898	涨	58.42%	58.42%	谨慎观察
sz.002760	涨	58.40%	58.40%	谨慎观察
sz.002888	涨	58.33%	58.33%	谨慎观察
sz.002893	涨	58.32%	58.32%	谨慎观察
sz.002853	涨	58.21%	58.21%	谨慎观察
sz.002830	涨	58.20%	58.20%	谨慎观察
sz.002910	涨	58.17%	58.17%	谨慎观察
sz.002488	涨	58.17%	58.17%	谨慎观察
sz.002890	涨	58.17%	58.17%	谨慎观察
sz.002663	涨	58.16%	58.16%	谨慎观察
sz.002856	涨	58.15%	58.15%	谨慎观察
sz.002875	涨	58.11%	58.11%	谨慎观察
sz.002199	涨	58.11%	58.11%	谨慎观察
sz.002577	涨	58.09%	58.09%	谨慎观察
sz.003008	涨	58.08%	58.08%	谨慎观察
sz.002125	涨	58.08%	58.08%	谨慎观察
sz.002084	涨	57.96%	57.96%	谨慎观察
sz.003004	涨	57.89%	57.89%	谨慎观察
sz.002633	涨	57.87%	57.87%	谨慎观察
sz.003011	涨	57.83%	57.83%	谨慎观察
sz.002843	涨	57.81%	57.81%	谨慎观察
sz.002226	涨	57.76%	57.76%	谨慎观察
sz.002321	涨	57.73%	57.73%	谨慎观察
sz.002778	涨	57.66%	57.66%	谨慎观察
sz.002861	涨	57.61%	57.61%	谨慎观察
sz.002789	涨	57.55%	57.55%	谨慎观察
sz.002836	涨	57.55%	57.55%	谨慎观察
sz.002857	涨	57.38%	57.38%	谨慎观察
sz.003007	涨	57.35%	57.35%	谨慎观察
sz.002813	涨	57.23%	57.23%	谨慎观察
sz.002620	涨	57.21%	57.21%	谨慎观察
sz.002963	涨	57.14%	57.14%	谨慎观察
sz.002066	涨	57.08%	57.08%	谨慎观察
sz.002131	涨	57.07%	57.07%	谨慎观察
sz.002627	涨	56.91%	56.91%	谨慎观察
sz.002418	涨	56.89%	56.89%	谨慎观察
sh.601009	涨	56.84%	56.84%	谨慎观察
sz.002347	涨	56.77%	56.77%	谨慎观察
sz.000536	涨	56.73%	56.73%	谨慎观察
sz.002638	涨	56.65%	56.65%	谨慎观察
sh.600503	涨	56.63%	56.63%	谨慎观察
sz.002077	涨	56.57%	56.57%	谨慎观察
sz.002029	涨	56.47%	56.47%	谨慎观察
sh.601919	涨	56.43%	56.43%	谨慎观察
sh.600023	涨	56.32%	56.32%	谨慎观察
sz.002899	涨	56.32%	56.32%	谨慎观察
sz.002816	涨	56.18%	56.18%	谨慎观察
sz.002471	涨	55.91%	55.91%	谨慎观察
sz.002871	涨	55.90%	55.90%	谨慎观察
sz.002295	涨	55.81%	55.81%	谨慎观察
sh.600036	涨	55.81%	55.81%	谨慎观察
sz.002183	涨	55.61%	55.61%	谨慎观察
sh.600219	涨	55.32%	55.32%	谨慎观察
sz.000718	涨	55.31%	55.31%	谨慎观察
sz.002897	涨	54.81%	54.81%	谨慎观察
sz.002759	涨	54.68%	54.68%	谨慎观察
sz.002513	涨	54.42%	54.42%	谨慎观察
sz.002718	涨	54.18%	54.18%	谨慎观察
sz.002768	涨	53.00%	53.00%	谨慎观察
sz.002058	涨	52.94%	52.94%	谨慎观察
sz.003033	涨	52.45%	52.45%	谨慎观察
sz.002896	涨	51.49%	51.49%	谨慎观察
sz.002779	涨	50.95%	50.95%	谨慎观察

技术架构说明

️ 模型特性

增强型LSTM神经网络 - 注意力机制 + Focal Loss + 特征选择

分析流程

1. 数据获取：从权威金融数据源获取历史行情数据
2. 特征工程：计算100种技术指标和移动平均线
3. 模型训练：使用5年历史数据训练深度学习模型
4. 预测分析：基于最新数据生成下一交易日预测
5. 风险评估：结合置信度提供投资建议

核心特征

• 多种移动平均线：SMA、EMA、WMA、Hull MA
• 500+均线交叉组合：捕捉趋势变化信号
• 多周期RSI指标：超买超卖分析
• MACD与布林带：动量与波动率分析
• 成交量技术指标：OBV、成交量比率
• 时间序列特征：季节性模式识别

⚠️ 重要风险提示

本报告基于人工智能算法生成，不构成任何投资建议。股票市场存在风险，投资需谨慎。

• 预测结果基于历史数据，不代表未来表现
• 模型准确率受市场波动影响，可能存在误差
• 投资者应结合自身风险承受能力做出决策
• 建议结合基本面分析和其他技术指标综合判断

报告生成时间: 2025年10月23日 20:26:37 | AI股票预测系统

基于PyTorch深度学习框架 | 增强LSTM神经网络 | © 2024 智能投资分析