{ "测试期间": { "开始日期": "2026-01-01 00:00:00", "结束日期": "2026-01-30 00:00:00", "总天数": 22, "总样本数": 495 }, "单模型性能": { "DLinear": { "准确率": "53.33%", "预测上涨比例": "47.1%" }, "N-BEATS": { "准确率": "49.90%", "预测上涨比例": "73.5%" }, "TTM-R2": { "准确率": "51.31%", "预测上涨比例": "23.6%" } }, "集成策略性能": { "双模型交集": { "准确率": "53.39%", "覆盖率": "47.68%", "有效预测数": 236 }, "三模型投票": { "准确率": "52.93%", "覆盖率": "100.00%", "有效预测数": 495 } }, "DLinear概率分布": { "0.4-0.5区间": "262个 (52.9%)", "0.5-0.6区间": "229个 (46.3%)", "0.6-0.7区间": "4个 (0.8%)", "平均概率": "0.501" }, "最佳/最差交易日": { "双模型最佳日": { "日期": "2026-01-11", "准确率": "83.3%" }, "双模型最差日": { "日期": "2026-01-23", "准确率": "28.6%" }, "三模型最佳日": { "日期": "2026-01-28", "准确率": "80.0%" }, "三模型最差日": { "日期": "2026-01-23", "准确率": "29.2%" } } }