台股處置股解除限制(出關日 T+11)後,利用跳升動能與市場廣度篩選,於收盤進場並持倉 2 個交易日的量化策略。OOS 2020–2023 驗證通過,三層組合因應不同風險偏好。
| 年份 | Tier 1 V4a+ br50, gap>0% |
Tier 2 V4c+ ★ br40, gap>2% |
Tier 3 V4cH me2, gap>7.5% |
|---|---|---|---|
| 2020 | +26.57% | +31.56% | 聚合顯示 (n=22 訊號日) |
| 2021 | +12.83% | +14.79% | |
| 2022 | -2.10% | -3.93% | |
| 2023 | +5.83% | +8.14% | |
| OOS 合計 | +43.13% n=79 天 |
+52.35% n=92 天 |
+35.23% n=22 天 |
| OOS Sharpe | 3.808 | 3.696 | 7.543 |
| MaxDD | -4.77% | -6.77% | -3.12% |
| WF Val(2023) | 2.656 | 3.839 | 7.821 |
| 2026 YTD | +13.54% n=13 / Sh=6.812 |
+17.70% n=18 / Sh=5.535 |
+16.12% n=9 / Sh=7.990 |
| 訊號 | 計算方式 | 門檻 / 用途 |
|---|---|---|
| gap_t10_t11 | (Day1c − T+10c) / T+10c × 100 | 主要進場訊號。Tier1/2:>9%;Tier3:>7.5%。OOS ρ=+0.38(p<0.001),最強前導信號。 |
| breadth_pct | 同日所有出關股 gap>thr 佔比 |
廣度過濾。Tier1/3 用 gap>0%;Tier2 用 gap>2%。Tier1/3 需 >50%;Tier2 需 >40%。需用全日出關股計算。 |
| TAIEX Day1 return | TAIEX 收盤日報酬% | 市場環境門檻:≥ −0.5%(大盤當日跌幅不超過 0.5%)。全層必須符合。WF Val=2.656 為全期最高。 |
| gap_t9_t10(自適應) | (T+10c − T+9c) / T+9c × 100 | 動能延續加倉信號。>0% 則倉位從 10% 提升至 12%。 |
| min_events(Tier3) | 同日 gap > 7.5% 的股票數 | Tier3 專用:≥2 檔同日符合。隱含高廣度,breadth 對 Tier3 冗餘,無需另行計算。 |
| 條件 | 每檔倉位 |
|---|---|
| gap_t9_t10 > 0%(動能延續) | 12% |
| TAIEX Day1 > +1.0%(Tier2/3) | 15% |
| 其他(基礎) | 10% |
| 最大槽位 | 4 檔(40–60% 資金上限) |
| 超過 4 訊號時 | 依 gap 大小取前 4 名 |
| 項目 | 說明 |
|---|---|
| IS(訓練) | 2024–2026(n≈960) |
| OOS(驗證) | 2020–2023(n=651 全事件) |
| WF 驗證 | Train=2020–2022,Val=2023 |
| 交易成本 | 1.085%(含估計滑點 0.5%) |
| 2022 風險 | 系統性虧損,無法過濾 |
data/prices/taiex/daily.parquet;
處置股價格 → data/prices/(DuckDB + Parquet);
事件清單 → Arsenal API + TWSE 公告。| 代號 | 名稱 | 出關日 | 觸發訊號 | 觸發層 | T11c 進場價 | T13c 出場價 | 淨損益 扣1.085% | 超額報酬 vs TAIEX |
|---|---|---|---|---|---|---|---|---|
| 5475 | 德宏 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 3529 | 力旺 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 3388 | 崇越電 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 6141 | 柏承 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 4956 | 光鋐 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 4919 | 新唐 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 2484 | 希華 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 6442 | 光聖 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 8182 | 加高 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 4939 | 亞電 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 8289 | 泰藝 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 8358 | 金居 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 3581 | 博磊 | 2026-05-07 待資料 | 待資料 | — | — | — | — | — |
| 6208 | 日揚 | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 75.2 | — | — | — |
| 6456 | GIS-KY | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 72.9 | — | — | — |
| 3555 | 博士旺 | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 249.5 | — | — | — |
| 3042 | 晶技 | 2026-05-06 今日 | TAIEX✓ | — | 150.5 | — | — | — |
| 5340 | 建榮 | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 118.5 | — | — | — |
| 8438 | 昶昕 | 2026-05-06 今日 | TAIEX✓ | — | 89.4 | — | — | — |
| 6791 | 虎門科技 | 2026-05-06 今日 | TAIEX✓ | — | 117.5 | — | — | — |
| 4979 | 華星光 | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 703.0 | — | — | — |
| 4908 | 前鼎 | 2026-05-06 今日 | TAIEX✓ adapt↑ | — | 246.5 | — | — | — |
| 3229 | 晟鈦 | 2026-05-06 今日 | TAIEX✓ | — | 42.7 | — | — | — |
| 6173 | 信昌電 | 2026-05-06 今日 | gap↑ TAIEX✓ adapt↑ me2 | — | 101.0 | — | — | — |
| 4764 | 雙鍵 | 2026-05-06 今日 | gap↑ TAIEX✓ adapt↑ me2 | — | 342.0 | — | — | — |
| 6419 | 京晨科 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 143.5 | — | — | — |
| 3714 | 富采 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 74.6 | — | — | — |
| 5228 | 鈺鎧 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 33.3 | — | — | — |
| 3467 | 台灣精材 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 66.6 | — | — | — |
| 3339 | 泰谷 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 59.8 | — | — | — |
| 6829 | 千附精密 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 273.0 | — | — | — |
| 6278 | 台表科 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 185.0 | — | — | — |
| 2923 | 鼎固-KY | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 22.4 | — | — | — |
| 8043 | 蜜望實 | 2026-05-05 | 廣度↑ TAIEX✓ adapt↑ | — | 95.0 | — | — | — |
| 4960 | 誠美材 | 2026-05-05 | gap 廣度↑ TAIEX✓ adapt↑ me2 | T3 | 42.6 | — | — | — |
| 6451 | 訊芯-KY | 2026-05-05 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 521.0 | — | — | — |
| 7610 | 聯友金屬-創 | 2026-05-05 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 729.0 | — | — | — |
| 6224 | 聚鼎 | 2026-05-05 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 80.3 | — | — | — |
| 4989 | 榮科 | 2026-05-04 | TAIEX✓ adapt↑ | — | 103.0 | 105.0 | +0.86% | +0.88% |
| 7556 | 意德士 | 2026-05-04 | TAIEX✓ | — | 294.0 | 287.0 | -3.47% | -3.45% |
| 3289 | 宜特 | 2026-05-04 | TAIEX✓ adapt↑ | — | 194.0 | 180.0 | -8.30% | -8.28% |
| 6949 | 沛爾生醫-創 | 2026-05-04 | TAIEX✓ | — | 758.0 | 702.0 | -8.47% | -8.45% |
| 3593 | 力銘 | 2026-05-04 | TAIEX✓ | — | 19.9 | 19.2 | -4.36% | -4.34% |
| 6274 | 台燿 | 2026-05-04 | gap↑ TAIEX✓ adapt↑ me2 | — | 1110.0 | 1315.0 | +17.38% | +17.40% |
| 3443 | 創意 | 2026-05-04 | gap↑ TAIEX✓ adapt↑ me2 | — | 4685.0 | 4955.0 | +4.68% | +4.70% |
| 4577 | 達航科技 | 2026-04-30 | 廣度 adapt↑ | — | 165.0 | 166.0 | -0.48% | -4.13% |
| 1785 | 光洋科 | 2026-04-30 | 廣度 adapt↑ | — | 165.5 | 160.0 | -4.41% | -8.06% |
| 6806 | 森崴能源 | 2026-04-30 | 廣度 adapt↑ | — | 22.6 | 20.8 | -9.25% | -12.90% |
| 4569 | 六方科-KY | 2026-04-30 | 廣度 adapt↑ | — | 184.0 | 178.5 | -4.07% | -7.72% |
| 4949 | 有成精密 | 2026-04-30 | 廣度 adapt↑ | — | 105.5 | 101.5 | -4.88% | -8.53% |
| 3532 | 台勝科 | 2026-04-30 | 廣度 adapt↑ | — | 189.0 | 228.0 | +19.55% | +15.90% |
| 3167 | 大量 | 2026-04-30 | 廣度 adapt↑ | — | 861.0 | 770.0 | -11.65% | -15.30% |
| 4576 | 大銀微系統 | 2026-04-30 | gap↑ 廣度 adapt↑ | — | 222.0 | 236.5 | +5.45% | +1.80% |
| 6903 | 巨漢 | 2026-04-29 | 廣度↑ adapt↑ | — | 397.0 | 408.0 | +1.69% | -0.80% |
| 8021 | 尖點 | 2026-04-29 | 廣度↑ | — | 383.0 | 425.0 | +9.88% | +7.40% |
| 3234 | 光環 | 2026-04-29 | 廣度↑ adapt↑ | — | 106.5 | 108.5 | +0.79% | -1.69% |
| 3508 | 位速 | 2026-04-29 | 廣度↑ adapt↑ | — | 24.4 | 22.3 | -9.69% | -12.17% |
| 8996 | 高力 | 2026-04-29 | 廣度↑ adapt↑ | — | 1140.0 | 1245.0 | +8.13% | +5.64% |
| 4991 | 環宇-KY | 2026-04-29 | 廣度↑ adapt↑ | — | 615.0 | 677.0 | +9.00% | +6.52% |
| 3026 | 禾伸堂 | 2026-04-29 | 廣度↑ adapt↑ | — | 236.0 | 226.0 | -5.32% | -7.80% |
| 2467 | 志聖 | 2026-04-29 | 廣度↑ adapt↑ | — | 554.0 | 580.0 | +3.61% | +1.13% |
| 1591 | 駿吉-KY | 2026-04-29 | 廣度↑ | — | 62.8 | 65.3 | +2.90% | +0.41% |
| 6147 | 頎邦 | 2026-04-29 | gap↑ 廣度↑ adapt↑ me2 | — | 158.0 | 179.0 | +12.21% | +9.72% |
| 8444 | 綠河-KY | 2026-04-29 | gap↑ 廣度↑ adapt↑ me2 | — | 5.7 | 6.0 | +4.89% | +2.41% |
| 2489 | 瑞軒 | 2026-04-29 | gap↑ 廣度↑ adapt↑ me2 | — | 42.0 | 42.0 | -1.08% | -3.57% |
| 2486 | 一詮 | 2026-04-29 | gap↑ 廣度↑ adapt↑ me2 | — | 253.5 | 297.5 | +16.27% | +13.79% |
| 2426 | 鼎元 | 2026-04-29 | gap↑ 廣度↑ adapt↑ me2 | — | 59.5 | 63.0 | +4.80% | +2.32% |
| 6443 | 元晶 | 2026-04-28 | 廣度↑ TAIEX✓ adapt↑ | — | 35.4 | 35.4 | -1.08% | +1.51% |
| 6217 | 中探針 | 2026-04-28 | 廣度↑ TAIEX✓ | — | 269.5 | 278.0 | +2.07% | +4.66% |
| 3037 | 欣興 | 2026-04-28 | 廣度↑ TAIEX✓ adapt↑ | — | 825.0 | 883.0 | +5.95% | +8.54% |
| 3583 | 辛耘 | 2026-04-28 | 廣度↑ TAIEX✓ | — | 738.0 | 792.0 | +6.23% | +8.82% |
| 3455 | 由田 | 2026-04-28 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 217.5 | 243.0 | +10.64% | +13.23% |
| 6830 | 汎銓 | 2026-04-28 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 716.0 | 850.0 | +17.63% | +20.22% |
| 6218 | 豪勉 | 2026-04-28 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 35.8 | 41.1 | +14.02% | +16.61% |
| 2455 | 全新 | 2026-04-27 | TAIEX✓ | — | 311.5 | 316.0 | +0.36% | +2.24% |
| 5243 | 乙盛-KY | 2026-04-27 | TAIEX✓ | — | 107.5 | 103.5 | -4.81% | -2.93% |
| 6683 | 雍智科技 | 2026-04-27 | TAIEX✓ adapt↑ | — | 1710.0 | 1935.0 | +12.07% | +13.95% |
| 3163 | 波若威 | 2026-04-24 | TAIEX✓ | — | 1155.0 | 1070.0 | -8.44% | -8.87% |
| 3664 | 安瑞-KY | 2026-04-23 | 廣度 TAIEX✓ adapt↑ | — | 7.6 | 6.5 | -15.64% | -19.59% |
| 4741 | 泓瀚 | 2026-04-23 | 廣度 TAIEX✓ adapt↑ | — | 61.5 | 49.9 | -19.95% | -23.91% |
| 6727 | 亞泰金屬 | 2026-04-22 | gap 廣度↑ TAIEX✓ me2 | T3 | 463.5 | 385.0 | -18.02% | -19.72% |
| 7734 | 印能科技 | 2026-04-22 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 3150.0 | 3765.0 | +18.44% | +16.74% |
| 4971 | IET-KY | 2026-04-21 | 廣度↑ TAIEX✓ adapt↑ | — | 872.0 | 835.0 | -5.33% | -4.53% |
| 7721 | 微程式 | 2026-04-20 | TAIEX✓ | — | 81.6 | 80.6 | -2.31% | -3.71% |
| 1905 | 華紙 | 2026-04-20 | TAIEX✓ | — | 13.2 | 14.2 | +6.87% | +5.47% |
| 4741 | 泓瀚 | 2026-04-20 | TAIEX✓ adapt↑ | — | 55.5 | 59.0 | +5.22% | +3.82% |
| 6907 | 雅特力-KY | 2026-04-17 | adapt↑ | — | 129.0 | 116.0 | -11.16% | -12.25% |
| 3135 | 凌航 | 2026-04-17 | — | — | 119.0 | 124.0 | +3.12% | +2.03% |
| 4154 | 樂威科-KY | 2026-04-17 | adapt↑ | — | 13.9 | 14.9 | +6.47% | +5.38% |
| 5386 | 青雲 | 2026-04-16 | TAIEX✓ adapt↑ | — | 355.0 | 332.5 | -7.42% | -5.87% |
| 6821 | 聯寶 | 2026-04-16 | TAIEX✓ | — | 61.4 | 68.9 | +11.13% | +12.68% |
| 2231 | 為升 | 2026-04-16 | gap TAIEX✓ | — | 128.0 | 131.0 | +1.26% | +2.81% |
| 6584 | 南俊國際 | 2026-04-15 | 廣度 TAIEX✓ adapt↑ | — | 640.0 | 667.0 | +3.13% | +3.99% |
| 6187 | 萬潤 | 2026-04-15 | gap↑ 廣度 TAIEX✓ | T2 | 1135.0 | 1215.0 | +5.96% | +6.82% |
| 4979 | 華星光 | 2026-04-14 | 廣度↑ TAIEX✓ adapt↑ | — | 485.0 | 586.0 | +19.74% | +18.52% |
| 4991 | 環宇-KY | 2026-04-14 | 廣度↑ TAIEX✓ adapt↑ | — | 621.0 | 600.0 | -4.47% | -5.68% |
| 6515 | 穎崴 | 2026-04-13 | gap 廣度↑ TAIEX✓ me2 | T3 | 8560.0 | 9065.0 | +4.81% | +2.33% |
| 3587 | 閎康 | 2026-04-13 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 317.5 | 304.0 | -5.34% | -7.82% |
| 6547 | 高端疫苗 | 2026-04-10 | 廣度 TAIEX✓ adapt↑ | — | 55.5 | 51.5 | -8.29% | -9.69% |
| 4905 | 台聯電 | 2026-04-10 | 廣度 TAIEX✓ adapt↑ | — | 83.5 | 77.0 | -8.87% | -10.26% |
| 3363 | 上詮 | 2026-04-10 | 廣度 TAIEX✓ adapt↑ | — | 784.0 | 748.0 | -5.68% | -7.07% |
| 6584 | 南俊國際 | 2026-04-10 | 廣度 TAIEX✓ | — | 629.0 | 698.0 | +9.88% | +8.49% |
| 7711 | 永擎 | 2026-04-09 | TAIEX✓ adapt↑ | — | 282.5 | 302.5 | +5.99% | +5.37% |
| 6465 | 威潤 | 2026-04-09 | TAIEX✓ adapt↑ | — | 46.5 | 47.9 | +1.93% | +1.30% |
| 7358 | 茂迪統一57購01 | 2026-04-09 待資料 | 待資料 | — | — | — | — | — |
| 8155 | 博智 | 2026-04-09 | TAIEX✓ adapt↑ | — | 305.0 | 314.5 | +2.03% | +1.40% |
| 6426 | 統新 | 2026-04-08 | 廣度↑ TAIEX✓ adapt↑ | — | 176.0 | 197.0 | +10.85% | +10.04% |
| 2451 | 創見 | 2026-04-08 | 廣度↑ TAIEX✓ adapt↑ | — | 248.0 | 240.5 | -4.11% | -4.91% |
| 6907 | 雅特力-KY | 2026-04-08 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 118.5 | 121.5 | +1.45% | +0.64% |
| 3693 | 營邦 | 2026-04-08 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 547.0 | 566.0 | +2.39% | +1.59% |
| 2399 | 映泰 | 2026-04-08 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 38.0 | 34.2 | -10.97% | -11.77% |
| 7853 | 政美應用 | 2026-04-08 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 259.5 | 297.5 | +13.56% | +12.76% |
| 4573 | 高明鐵 | 2026-04-08 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 315.0 | 397.5 | +25.11% | +24.30% |
| 1711 | 永光 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 33.8 | 36.7 | +7.51% | +3.68% |
| 2485 | 兆赫 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 73.1 | 69.9 | -5.46% | -9.29% |
| 6226 | 光鼎 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 11.2 | 13.5 | +19.45% | +15.63% |
| 6141 | 柏承 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 20.0 | 24.0 | +19.47% | +15.64% |
| 8240 | 華宏 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 52.1 | 57.7 | +9.66% | +5.84% |
| 3066 | 李洲 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 17.2 | 20.8 | +19.49% | +15.67% |
| 1735 | 日勝化 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 22.2 | 25.0 | +11.27% | +7.45% |
| 2486 | 一詮 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 144.5 | 174.0 | +19.33% | +15.51% |
| 8271 | 宇瞻 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 141.5 | 154.5 | +8.10% | +4.28% |
| 6574 | 霈方 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 103.0 | 99.8 | -4.19% | -8.02% |
| 6167 | 久正 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 12.8 | 14.6 | +12.59% | +8.76% |
| 4973 | 廣穎 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 68.4 | 70.4 | +1.80% | -2.02% |
| 5289 | 宜鼎 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 978.0 | 1105.0 | +11.90% | +8.08% |
| 6217 | 中探針 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 200.0 | 215.0 | +6.42% | +2.59% |
| 3006 | 晶豪科 | 2026-04-07 | 廣度↑ TAIEX✓ | — | 157.0 | 155.0 | -2.36% | -6.18% |
| 3189 | 景碩 | 2026-04-07 | 廣度↑ TAIEX✓ adapt↑ | — | 358.5 | 387.0 | +6.86% | +3.04% |
| 3093 | 港建* | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 52.6 | 63.5 | +19.64% | +15.81% |
| 7751 | 竑騰 | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 1830.0 | 1975.0 | +6.84% | +3.01% |
| 1799 | 易威 | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 41.5 | 42.5 | +1.33% | -2.50% |
| 5386 | 青雲 | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 303.5 | 319.5 | +4.19% | +0.36% |
| 6451 | 訊芯-KY | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 325.0 | 393.0 | +19.84% | +16.01% |
| 3555 | 博士旺 | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 165.0 | 177.5 | +6.49% | +2.67% |
| 7866 | 丹立 | 2026-04-07 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 145.5 | 154.0 | +4.76% | +0.93% |
| 3437 | 榮創 | 2026-04-02 | 廣度↑ adapt↑ | — | 20.3 | 20.8 | +1.38% | -4.26% |
| 2243 | 宏旭-KY | 2026-04-02 | 廣度↑ adapt↑ | — | 19.9 | 20.6 | +2.43% | -3.20% |
| 5351 | 鈺創 | 2026-04-02 | 廣度↑ adapt↑ | — | 66.1 | 71.0 | +6.33% | +0.69% |
| 2337 | 旺宏 | 2026-04-02 | 廣度↑ adapt↑ | — | 129.0 | 150.0 | +15.19% | +9.56% |
| 3037 | 欣興 | 2026-04-02 | 廣度↑ adapt↑ | — | 519.0 | 620.0 | +18.38% | +12.74% |
| 2426 | 鼎元 | 2026-04-02 | gap↑ 廣度↑ adapt↑ me2 | — | 38.3 | 39.1 | +1.00% | -4.63% |
| 6103 | 合邦 | 2026-04-02 | gap↑ 廣度↑ me2 | — | 43.5 | 41.5 | -5.57% | -11.21% |
| 6715 | 嘉基 | 2026-04-01 | 廣度↑ TAIEX✓ | — | 329.5 | 343.0 | +3.01% | +3.93% |
| 5246 | 勵威 | 2026-04-01 | 廣度↑ TAIEX✓ | — | 167.5 | 157.0 | -7.35% | -6.43% |
| 3163 | 波若威 | 2026-04-01 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 866.0 | 1045.0 | +19.58% | +20.50% |
| 3054 | 立萬利 | 2026-04-01 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 74.3 | 60.7 | -19.39% | -18.47% |
| 6727 | 亞泰金屬 | 2026-04-01 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 325.5 | 354.5 | +7.82% | +8.74% |
| 3595 | 山太士 | 2026-04-01 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 1810.0 | 1805.0 | -1.36% | -0.44% |
| 6983 | 華洋精機 | 2026-04-01 | gap↑ 廣度↑ TAIEX✓ me2 | T1 T2 T3 | 365.0 | 355.0 | -3.82% | -2.91% |
| 4960 | 誠美材 | 2026-03-31 | adapt↑ | — | 24.3 | 20.4 | -17.13% | -18.73% |
| 5289 | 宜鼎 | 2026-03-31 | — | — | 847.0 | 957.0 | +11.90% | +10.31% |
| 3167 | 大量 | 2026-03-31 | adapt↑ | — | 368.5 | 445.5 | +19.81% | +18.22% |
| 5340 | 建榮 | 2026-03-31 | adapt↑ | — | 96.9 | 101.0 | +3.15% | +1.55% |
| 8271 | 宇瞻 | 2026-03-31 | — | — | 130.0 | 145.5 | +10.84% | +9.25% |
| 5386 | 青雲 | 2026-03-31 | adapt↑ | — | 262.5 | 276.0 | +4.06% | +2.47% |
| 4973 | 廣穎 | 2026-03-31 | adapt↑ | — | 61.0 | 67.1 | +8.95% | +7.35% |
| 3093 | 港建* | 2026-03-31 | adapt↑ | — | 45.3 | 47.9 | +4.65% | +3.06% |
| 3555 | 博士旺 | 2026-03-31 | — | — | 149.0 | 150.0 | -0.41% | -2.01% |
| 2426 | 鼎元 | 2026-03-30 | 廣度↑ adapt↑ | — | 35.0 | 34.8 | -1.51% | -2.45% |
| 6683 | 雍智科技 | 2026-03-30 | gap↑ 廣度↑ adapt↑ me2 | — | 1520.0 | 1505.0 | -2.07% | -3.01% |
| 7419 | 達勝 | 2026-03-30 | gap↑ 廣度↑ adapt↑ me2 | — | 120.5 | 173.0 | +42.48% | +41.55% |
| 3054 | 立萬利 | 2026-03-27 | 廣度 | — | 62.1 | 67.6 | +7.77% | +13.05% |
| 5521 | 工信 | 2026-03-27 | 廣度 | — | 13.0 | 12.4 | -6.08% | -0.80% |
| 6715 | 嘉基 | 2026-03-27 | 廣度 adapt↑ | — | 344.0 | 309.5 | -11.11% | -5.83% |
| 4416 | 三圓 | 2026-03-27 | gap↑ 廣度 adapt↑ | — | 14.6 | 13.6 | -7.91% | -2.63% |
| 5386 | 青雲 | 2026-03-26 | 廣度↑ TAIEX✓ | — | 289.0 | 286.5 | -1.95% | +1.59% |
| 3081 | 聯亞 | 2026-03-26 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 1690.0 | 1710.0 | +0.10% | +3.64% |
| 4971 | IET-KY | 2026-03-26 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 526.0 | 635.0 | +19.64% | +23.18% |
| 7717 | 萊德光電-KY | 2026-03-26 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 701.0 | 733.0 | +3.48% | +7.02% |
| 3491 | 昇達科 | 2026-03-26 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 1550.0 | 1580.0 | +0.85% | +4.39% |
| 6830 | 汎銓 | 2026-03-24 | TAIEX✓ adapt↑ | — | 409.9 | 473.3 | +14.38% | +13.24% |
| 2616 | 山隆 | 2026-03-24 | TAIEX✓ adapt↑ | — | 17.8 | 17.3 | -3.89% | -5.03% |
| 4416 | 三圓 | 2026-03-24 | TAIEX✓ | — | 13.4 | 13.4 | -1.83% | -2.97% |
| 1589 | 永冠-KY | 2026-03-24 | TAIEX✓ | — | 7.8 | 7.7 | -3.01% | -4.14% |
| 5246 | 勵威 | 2026-03-24 | TAIEX✓ | — | 147.5 | 182.5 | +22.64% | +21.50% |
| 6442 | 光聖 | 2026-03-23 | adapt↑ | — | 1850.0 | 2125.0 | +13.78% | +12.67% |
| 6230 | 尼得科超眾 | 2026-03-23 | — | — | 165.0 | 155.5 | -6.84% | -7.95% |
| 8358 | 金居 | 2026-03-20 | TAIEX✓ | — | 245.5 | 221.5 | -10.86% | -7.00% |
| 1815 | 富喬 | 2026-03-20 | TAIEX✓ | — | 102.0 | 98.8 | -4.22% | -0.36% |
| 6141 | 柏承 | 2026-03-20 | TAIEX✓ adapt↑ | — | 26.0 | 21.1 | -19.77% | -15.91% |
| 6877 | 鏵友益 | 2026-03-20 | TAIEX✓ adapt↑ | — | 116.0 | 105.5 | -10.14% | -6.27% |
| 6861 | 睿生光電 | 2026-03-20 | TAIEX✓ adapt↑ | — | 156.0 | 144.0 | -8.78% | -4.91% |
| 6849 | 奇鼎科技 | 2026-03-20 | TAIEX✓ adapt↑ | — | 155.5 | 150.0 | -4.62% | -0.76% |
| 8033 | 雷虎 | 2026-03-20 | TAIEX✓ adapt↑ | — | 152.0 | 147.0 | -4.37% | -0.51% |
| 6187 | 萬潤 | 2026-03-20 | gap↑ TAIEX✓ adapt↑ | — | 819.0 | 869.0 | +5.02% | +8.88% |
| 6785 | 昱展新藥 | 2026-03-19 | adapt↑ | — | 181.5 | 165.5 | -9.90% | -5.94% |
| 2467 | 志聖 | 2026-03-19 | adapt↑ | — | 371.5 | 355.5 | -5.39% | -1.44% |
| 2230 | 泰茂 | 2026-03-19 | adapt↑ | — | 34.1 | 31.6 | -8.27% | -4.31% |
| 2367 | 燿華 | 2026-03-19 | — | — | 72.1 | 71.3 | -2.19% | +1.76% |
| 1589 | 永冠-KY | 2026-03-19 | adapt↑ | — | 8.4 | 7.7 | -9.30% | -5.34% |
| 4768 | 晶呈科技 | 2026-03-19 | adapt↑ | — | 530.0 | 444.0 | -17.31% | -13.36% |
| 6830 | 汎銓 | 2026-03-19 | gap adapt↑ me2 | — | 418.4 | 455.3 | +7.75% | +11.70% |
| 2489 | 瑞軒 | 2026-03-19 | gap↑ me2 | — | 42.9 | 34.8 | -19.97% | -16.01% |
| 7744 | 崴寶 | 2026-03-18 | 廣度 TAIEX✓ adapt↑ | — | 475.0 | 474.0 | -1.30% | +2.13% |
| 3576 | 聯合再生 | 2026-03-18 | 廣度 TAIEX✓ adapt↑ | — | 25.6 | 23.1 | -10.85% | -7.42% |
| 3092 | 鴻碩 | 2026-03-18 | 廣度 TAIEX✓ | — | 34.0 | 32.3 | -6.09% | -2.66% |
| 8289 | 泰藝 | 2026-03-18 | 廣度 TAIEX✓ adapt↑ | — | 37.9 | 34.8 | -9.26% | -5.84% |
| 3491 | 昇達科 | 2026-03-18 | 廣度 TAIEX✓ adapt↑ | — | 1435.0 | 1450.0 | -0.04% | +3.39% |
| 1802 | 台玻 | 2026-03-18 | 廣度 TAIEX✓ adapt↑ | — | 64.1 | 57.6 | -11.23% | -7.80% |
| 6907 | 雅特力-KY | 2026-03-18 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T2 T3 | 145.0 | 164.5 | +12.36% | +15.79% |
| 4991 | 環宇-KY | 2026-03-18 | gap↑ 廣度 TAIEX✓ me2 | T2 T3 | 353.5 | 427.0 | +19.71% | +23.13% |
| 2338 | 光罩 | 2026-03-18 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T2 T3 | 56.1 | 50.6 | -10.89% | -7.46% |
| 6716 | 應廣 | 2026-03-18 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T2 T3 | 89.1 | 76.4 | -15.34% | -11.91% |
| 4979 | 華星光 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 395.0 | 391.5 | -1.97% | -0.45% |
| 6187 | 萬潤 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 681.0 | 745.0 | +8.31% | +9.83% |
| 4534 | 慶騰 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 28.0 | 26.0 | -8.39% | -6.87% |
| 4577 | 達航科技 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 90.3 | 89.4 | -2.08% | -0.56% |
| 5291 | 邑昇 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 55.4 | 60.9 | +8.84% | +10.36% |
| 3105 | 穩懋 | 2026-03-17 | 廣度 TAIEX✓ | — | 293.5 | 354.5 | +19.70% | +21.22% |
| 4573 | 高明鐵 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 270.0 | 295.0 | +8.17% | +9.69% |
| 3037 | 欣興 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 543.0 | 581.0 | +5.91% | +7.43% |
| 6861 | 睿生光電 | 2026-03-17 | 廣度 TAIEX✓ | — | 157.5 | 162.5 | +2.09% | +3.61% |
| 2360 | 致茂 | 2026-03-17 | 廣度 TAIEX✓ | — | 1470.0 | 1595.0 | +7.42% | +8.94% |
| 7751 | 竑騰 | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 1407.9 | 1635.1 | +15.06% | +16.57% |
| 7717 | 萊德光電-KY | 2026-03-17 | 廣度 TAIEX✓ adapt↑ | — | 681.0 | 685.0 | -0.50% | +1.02% |
| 6217 | 中探針 | 2026-03-17 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T3 | 152.0 | 183.5 | +19.64% | +21.16% |
| 6588 | 東典光電 | 2026-03-17 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T3 | 95.1 | 99.8 | +3.86% | +5.38% |
| 4927 | 泰鼎-KY | 2026-03-17 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T3 | 49.5 | 46.1 | -8.05% | -6.53% |
| 5386 | 青雲 | 2026-03-17 | gap↑ 廣度 TAIEX✓ adapt↑ me2 | T3 | 379.5 | 441.0 | +15.12% | +16.64% |
| 2455 | 全新 | 2026-03-16 | 廣度↑ TAIEX✓ adapt↑ | — | 229.0 | 227.5 | -1.74% | -3.67% |
| 7610 | 聯友金屬-創 | 2026-03-16 | 廣度↑ TAIEX✓ | — | 310.0 | 321.0 | +2.46% | +0.53% |
| 3363 | 上詮 | 2026-03-16 | 廣度↑ TAIEX✓ adapt↑ | — | 630.0 | 633.0 | -0.61% | -2.54% |
| 2489 | 瑞軒 | 2026-03-16 | 廣度↑ TAIEX✓ adapt↑ | — | 41.9 | 39.0 | -8.01% | -9.94% |
| 8291 | 尚茂 | 2026-03-16 | 廣度↑ TAIEX✓ | — | 13.9 | 13.9 | -0.73% | -2.66% |
| 2230 | 泰茂 | 2026-03-16 | 廣度↑ TAIEX✓ adapt↑ | — | 37.0 | 36.3 | -2.98% | -4.91% |
| 3163 | 波若威 | 2026-03-16 | gap 廣度↑ TAIEX✓ adapt↑ me2 | T3 | 960.0 | 888.0 | -8.59% | -10.52% |
| 6426 | 統新 | 2026-03-16 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 156.0 | 158.5 | +0.52% | -1.41% |
| 8046 | 南電 | 2026-03-16 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 566.0 | 567.0 | -0.91% | -2.84% |
| 6907 | 雅特力-KY | 2026-03-13 | 廣度↑ adapt↑ | — | 110.0 | 132.0 | +18.91% | +18.69% |
| 3529 | 力旺 | 2026-03-13 | 廣度↑ | — | 2480.0 | 2810.0 | +12.22% | +12.00% |
| 7744 | 崴寶 | 2026-03-13 | 廣度↑ | — | 472.0 | 497.0 | +4.21% | +3.99% |
| 5475 | 德宏 | 2026-03-13 | 廣度↑ adapt↑ | — | 224.0 | 193.0 | -14.92% | -15.15% |
| 6716 | 應廣 | 2026-03-13 | 廣度↑ | — | 75.0 | 81.0 | +6.92% | +6.69% |
| 3234 | 光環 | 2026-03-13 | 廣度↑ adapt↑ | — | 88.1 | 81.0 | -9.14% | -9.37% |
| 5386 | 青雲 | 2026-03-12 | adapt↑ | — | 287.5 | 345.0 | +18.91% | +20.71% |
| 6588 | 東典光電 | 2026-03-12 | adapt↑ | — | 79.8 | 86.5 | +7.31% | +9.11% |
| 8996 | 高力 | 2026-03-12 | gap↑ adapt↑ | — | 912.1 | 920.0 | -0.21% | +1.59% |
| 2230 | 泰茂 | 2026-03-11 | 廣度↑ TAIEX✓ | — | 34.5 | 35.4 | +1.67% | +4.85% |
| 3167 | 大量 | 2026-03-11 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 323.0 | 390.5 | +19.81% | +22.99% |
| 3163 | 波若威 | 2026-03-11 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 770.0 | 888.0 | +14.24% | +17.42% |
| 7610 | 聯友金屬-創 | 2026-03-11 | gap↑ 廣度↑ TAIEX✓ adapt↑ me2 | T1 T2 T3 | 341.0 | 321.0 | -6.95% | -3.77% |
| 3230 | 錦明 | 2026-03-10 | 廣度 TAIEX✓ | — | 40.2 | 39.3 | -3.32% | -4.71% |
| 5340 | 建榮 | 2026-03-10 | gap↑ 廣度 TAIEX✓ | T2 | 115.0 | 115.0 | -1.08% | -2.47% |
| 6584 | 南俊國際 | 2026-03-09 | 廣度 | — | 339.0 | 385.0 | +12.48% | +7.33% |
| 5386 | 青雲 | 2026-03-09 | gap↑ 廣度 adapt↑ | — | 286.0 | 319.0 | +10.45% | +5.30% |
| 3508 | 位速 | 2026-03-06 | 廣度↑ TAIEX✓ adapt↑ | — | 39.5 | 35.2 | -12.10% | -8.55% |
| 4991 | 環宇-KY | 2026-03-06 | 廣度↑ TAIEX✓ | — | 343.0 | 309.0 | -11.00% | -7.45% |
| 6683 | 雍智科技 | 2026-03-05 | gap↑ 廣度↑ TAIEX✓ | T1 T2 | 825.0 | 897.0 | +7.64% | +13.37% |
| 7728 | 光焱科技 | 2026-03-04 | adapt↑ | — | 806.0 | 757.0 | -7.16% | -8.43% |
| 6426 | 統新 | 2026-03-03 | — | — | 162.5 | 141.5 | -14.01% | -11.03% |
| 4971 | IET-KY | 2026-03-03 | adapt↑ | — | 500.0 | 425.5 | -15.98% | -13.00% |
| 7856 | 漢測 | 2026-03-03 | adapt↑ | — | 1940.0 | 1840.0 | -6.24% | -3.26% |
| 3491 | 昇達科 | 2026-03-03 | adapt↑ | — | 1695.0 | 1380.0 | -19.67% | -16.69% |
| 3555 | 博士旺 | 2026-03-02 | 廣度↑ adapt↑ | — | 127.5 | 109.0 | -15.59% | -8.05% |
| 6683 | 雍智科技 | 2026-03-02 | 廣度↑ adapt↑ | — | 871.0 | 750.0 | -14.98% | -7.43% |
| 6588 | 東典光電 | 2026-03-02 | 廣度↑ adapt↑ | — | 115.0 | 93.2 | -20.04% | -12.50% |
| 6442 | 光聖 | 2026-03-02 | gap↑ 廣度↑ adapt↑ me2 | — | 2355.0 | 2100.0 | -11.91% | -4.37% |
| 3081 | 聯亞 | 2026-03-02 | gap↑ 廣度↑ me2 | — | 1375.0 | 1390.0 | +0.01% | +7.55% |
| 項目 | 說明 |
|---|---|
| Phase 1 目標變量 | T15 報酬 = (close_T15 − close_T4) / close_T4 × 100(持倉約 12 個交易日) |
| Phase 1 決策時機 | 出關日後第 3 天(Day3)確認 H9b break 後,第 4 天開盤進場 |
| Phase 2 目標變量 | (T+10c − entry) / entry × 100(持倉約 8 個交易日,Adaptive 策略) |
| Phase 2 決策時機 | T+2 進場(基準);gap_t2 極低時延至 T+6;或等 Day1 出關日信號 |
| 交易成本 | 1.085%(現股來回:手續費 0.1425%×2 + 印花稅 0.3%) |
| IS / OOS 切分 | IS = 2024+2025+2026(n=960)| OOS = 2020+2021+2022+2023(n=651) |
| 研究範圍 | P1:R1-R10(T+11→T+15 視窗);P2:R28-R42(T+2→T+10 進場時機) |
| 警告 | 2022 熊市年所有 Day1→Day3 策略系統性失效,過濾器無法解決 |
| 策略 | IS n | IS 淨 mean | IS Sharpe | OOS n | OOS 淨 mean | OOS Sharpe | OOS CI 95% | 判定 |
|---|---|---|---|---|---|---|---|---|
| H9b 基礎 | 431 | +6.87% | 4.04 | 307 | +6.02% | 3.39 | [4.39%,7.65%] | ✅ 採用 |
| H9b + H6 雙重確認 | 81 | +8.03% | 4.96 | 53 | +5.91% | 3.43 | [2.42%,9.63%] | ✅ 採用 |
| H9b + H45_hi 突破幅度前三分之一(最強) | 144 | +12.66% | 7.25 | 118 | +12.80% | 7.09 | [10.05%,15.40%] | ✅ 採用 |
| 年份 | OOS n | OOS 淨 mean | 評估 |
|---|---|---|---|
| 2020 OOS | 43 | +13.70% | +13.70% ✅ |
| 2021 OOS | 27 | +13.71% | +13.71% ✅ |
| 2022 OOS | 17 | +9.55% | +9.55% ✅ |
| 2023 OOS | 31 | +12.53% | +12.53% ✅ |
| 年份 | OOS Sharpe | 評估 |
|---|---|---|
| 2020 | 3.025 | ✅ 強 |
| 2021 | 1.460 | ✅ |
| 2022 | 0.110 | ⚠️ 弱 |
| 2023 | 0.630 | ✅ |
| 年份 | OOS Sharpe | 評估 |
|---|---|---|
| 2020 | 5.095 | ✅ 極強 |
| 2021 | 4.607 | ✅ 極強 |
| 2022 | −4.447 | ❌ 熊市失效 |
| 2023 | −0.026 | ⚠️ 近 0 |
| 策略 | IS n | IS Sharpe | OOS n | OOS Sharpe | MaxLoss / CI | 判定 |
|---|---|---|---|---|---|---|
| T+2→T+10(基準) | 960 | 1.179 | 651 | 0.886 | MaxLoss -56.8% | ✅ 基準 |
| T+6→T+10(低風險) | 960 | 1.244 | 651 | 1.283 | MaxLoss -34.3% | ✅ 採用 |
| Adaptive gap_t2 | 960 | 1.268 | 651 | 1.353 | MaxLoss -56.8% | ✅ 採用(最佳一致) |
| gap_t10_t11>8%(WF) | 186 | 1.339 | 166 | 2.233 | CI=[1.60,5.14] | ✅ 採用(WF 校準) |
| gap>8%+廣度>50%(R40-R42) | 131 | 2.221 | 142 | 2.232 | CI=[1.53,5.24] | ✅ 採用(IS/OOS 完美均衡) |
| T+2+gap>5% 延長至 D3c | 960 | 1.897 | 651 | 1.704 | MaxLoss -53.3% | ✅ 採用(T+2 延長) |
| ID | 名稱 | 公式 | 廢棄原因 | 輪次 |
|---|---|---|---|---|
| cs_t2 | T+2 收盤強度(cs_t2) | cs_t2 = (T+2c − T+2l) / (T+2h − T+2l) | OOS 2020-2023 IS 有效(OOS=1.282),但 2024-2025 IS Forward WF test=1.157 < baseline;permutation IS p=0.539 不顯著。Regime change 導致信號失效。 | R33-R34 |
| stoploss | T+2 持倉停損(回撤過濾) | 若持倉跌破 −X% 立即出場 | R41 回撤過濾器 Forward WF Val=−0.765(失敗)。停損改善 IS 但 OOS 惡化,IS/OOS 不一致,廢棄。 | R41 |
| ID | 名稱 | 公式 | 進場條件 | 狀態 | 輪次 |
|---|---|---|---|---|---|
| H9b_break | Day3 高點突破(H9b) | Day3_high > Day1_high | 1=突破(進場),0=未突破(略過) | 採用 | R1-R10 |
| H6_gap_down | 出關日極端跳空(H6) | gap_close1 <= q20(约 -2.09%) | 出關日收盤跌幅前 20% | 採用 | R6,R10 |
| H45_hi | 突破幅度前三分之一 | (D3h-D1h)/D1h >= q67(约 10.38%) | 突破幅度 IS q67 以上 | 採用 | R10 |
| gap_t2 | T+2 進場跌幅(gap_t2) | (T+2c-T+1c)/T+1c x 100 | < q25(约 -4%)→ T+6 進場 | 採用 | R37-R38 |
| gap_t10_t11 | 出關日漲幅(gap_t10_t11) | (Day1c-T+10c)/T+10c x 100 | > 8%(WF 校準)→ Day1c 進場 | 採用 | R39-R42 |
| breadth_50 | 市場廣度(同日上漲比例) | 同日出關股中 gap_t10_t11>0 的比例 | > 50% → 進場確認 | 採用 | R40-R42 |
| cs_t2_filter | T+2 收盤強度(cs_t2) | (T+2c-T+2l)/(T+2h-T+2l) | > 0.5 → 篩選進場 | 廢棄 | R33-R34 |
| stoploss_draw | 持倉停損(回撤過濾) | MaxDrawdown <= threshold → 出場 | Forward WF Val=-0.765 | 廢棄 | R41 |
| 輪次 | 最佳策略 | OOS 年份 | OOS n | OOS 淨 mean | OOS Sharpe | OOS 勝率 | 進展 | 關鍵發現 |
|---|---|---|---|---|---|---|---|---|
| R2 | H9b | 2024+2025 | 321 | +5.01% | — | — | 首次 OOS 驗證 | H9b 首次跨年 OOS 驗證通過,p=5.1e−34 |
| R3 | H9b | 2023+2024 | 286 | +5.01% | — | — | 穩健確認 | OOS 換年 mean 持平,信號穩健 |
| R4 | H9b | 2022+2023 | 175 | +4.50% | ~2.5 | — | 首次 OOS 確認 | H9b OOS p=4.3e−20;H6 跳空信號探索 |
| R5 | H9b | 2021+…+2023 | 232 | +5.53% | 3.20 | 63.1% | OOS 擴充 | OOS 年份擴至 2021,n=232,Sharpe=3.20 |
| R6 | H9b+H6 | 2020+…+2023 | 307 | +6.02% | 3.39 | 63.2% | H9×H6 採用 | H9b+H6 OOS n=53 CI=[3.27%,10.89%] 採用,H9b Sharpe=3.39 |
| R10 | H9b+H45_hi | 2020+…+2023 | 118 | +12.80% | 7.09 | ~82% | H45_hi 採用,Sharpe 躍升 | 突破幅度前三分之一 OOS Sharpe=7.09,CI=[10.05%,15.40%] |
| 輪次 | 最佳策略 | OOS 年份 | OOS n | OOS 淨 mean | OOS Sharpe | OOS 勝率 | 進展 | 關鍵發現 |
|---|---|---|---|---|---|---|---|---|
| R28 | T+2→T+10 基準 | 2020+…+2023 | 651 | — | 0.886 | — | Phase 2 研究開始 | T+2 進場全事件基準:OOS Sharpe=0.886,MaxLoss=-56.8%;IS/OOS 一致 |
| R33 | cs_t2 filter(測試) | 2020+…+2023 | 651 | — | 1.282 | — | IS/OOS 不一致 | cs_t2>0.5 OOS=1.282;但 2024-2025 IS 失效(regime change) |
| R34 | cs_t2 不採用 | 2020+…+2023 | 651 | — | 1.157 | — | 不採用 | Forward WF IS test=1.157 < baseline;permutation IS p=0.539 不顯著 |
| R35 | T+6→T+10 | 2020+…+2023 | 651 | — | 1.283 | — | 進場時機突破 | 延後至 T+6 OOS Sharpe=1.283,MaxLoss=-34.3%(T+7:1.421/-27.1%) |
| R36 | T+6 穩健驗證 | 2020+…+2023 | 651 | — | 1.244 | — | WF 通過 | T+6 Forward WF IS test=1.244 > 1.0;7/7 年正值;2020:3.03, 2026:2.74 |
| R37 | Adaptive(gap_t2) | 2020+…+2023 | 651 | — | 1.353 | — | 最佳一致結果 | gap_t2 |
| R38 | Adaptive WF 驗證 | 2020+…+2023 | 651 | — | 1.271 | — | WF 通過 | Adaptive(gap_t2) Forward WF IS=1.181(OOS-thresh);gap_t10_t11>5%再進場 IS=1.019 OOS=1.157 |
| R39 | gap_t10_t11>8% 再進場 | 2020+…+2023 | 651 | — | 2.233 | — | 新策略確立 | gap_t10_t11 WF thr>8%:IS=1.339 OOS=2.233;T+2延長持有 IS=1.897 OOS=1.704;Q4單調性IS/OOS一致 |
| R40 | gap>8%+廣度>50% | 2020+…+2023 | 142 | — | 2.232 | — | IS/OOS 完美均衡 | 廣度過濾(同日出關股>50%上漲):IS=2.221 OOS=2.232;IS/OOS gap 從 0.89 縮至 0.01;2022 仍系統性弱 |
| R41 | gap>8%+廣度>50%(WF 確認) | 2020+…+2023 | 142 | — | 2.232 | — | WF 驗證+回撤過濾評估 | 廣度>50% Forward WF 確認(CI=[1.47,5.14]);回撤過濾器 WF Val=-0.765(失敗,不可部署);gap>8%+廣度>50% 為最終首選策略 |
| R42 | gap>8%+廣度>50%(穩健性確認) | 2020+…+2023 | 142 | — | 2.232 | — | 穩健性驗證通過 | gap 穩健區間 6-9%(非單點);廣度穩健區間 50-65%;Corr(廣度,同日n)=0.006(廣度是真實方向信號);n>=3+gap>8%+br>50%潛力 IS=3.19/OOS=3.87(n=41) |
| R43 | 組合模擬(10%/檔×max 3 = 30%) | 2020+…+2023 | 142 | — | 2.152 | — | 組合 Sharpe 確認 | 正確成本模型:IS Sharpe=2.402/+27.2%/MaxDD=-6.3%;OOS Sharpe=2.152/+33.2%/MaxDD=-15.0%;2022=-10.1% |
| R44 | 研究完結確認 | 2020+…+2023 | 142 | — | 2.152 | — | 研究完結 | 5/7年正值;Beta=1.001 Alpha=1.421%/筆;全敏感度 Sharpe>1.5;TAIEX 超額+2.694%/筆;corr=0.109 |
| R45 | 合併組合(T+6→T+10 + 再進場) | 2020+…+2023 | 651 | — | 1.507 | — | 擴展部署框架 | T+6→T+10 單獨:OOS Sharpe=1.243/2022=+6.2%;合併:OOS Sharpe=1.507/+310.8%/2022=-3.9% |
| R46 | 持倉期/閾值掃描 | 2020+…+2023 | 134 | — | 2.338 | — | gap>9% 潛力發現 | 2-day hold 確認最優(Day3後均值回歸);T+6中段濾波反效;gap>9%+br>50% OOS=2.338>8%=2.152,需WF驗證 |
| R47 | gap>9%+br>50%(WF 確認,新基準) | 2020+…+2023 | 134 | — | 2.338 | — | WF Val=0.650 決定性通過 | Forward WF gap>9% Val=+0.650(gap>8%=−0.027);OOS 2023轉正(+0.87%);MaxDD改善-15%→-12.9%;CI(0.261,4.483) |
| R48 | t9t10>0 堆疊 + 雙桶測試 | 2020+…+2023 | 81 | — | 2.796 | — | Sharpe 進一步提升 | t9t10>0+gap>9%:OOS=2.796/MaxDD=-6.16%/2022=-3.5%(代價:總收益-32%);雙桶失敗(Tier2負alpha) |
| R49 | 自適應倉位(t9>0時12%) | 2020+…+2023 | 134 | — | 2.395 | — | 雙目標同時改善 | adaptive:OOS Sharpe=2.395/total=+35.14%(vs 固定=2.338/+30.96%);週動能IS/OOS不一致待WF |
| R50 | V3 adaptive WF 確認(最終部署) | 2020+…+2023 | 134 | — | 2.395 | — | WF 最終確認 | adaptive_12pct WF Val=0.606(通過);週動能WF Val=-0.025(廢棄);2026 YTD +18%/Sharpe=6.976 |
| R51 | TAIEX 確認信號發現 | 2020+…+2023 | 104 | — | 4.256 | — | TAIEX 過濾器 Sharpe 躍升 | TAIEX>=0% OOS Sharpe=4.256/MaxDD=-3.12%/2022=+4.78%;梯度倉位無效;需WF驗證 |
| R52 | V4a TAIEX>=-0.5%+adaptive(WF確認) | 2020+…+2023 | 79 | — | 3.677 | — | 最終部署策略確立 | TAIEX>=-0.5% WF Val=2.656(最高);V4a OOS Sharpe=3.677/+40.69%/MaxDD=-4.77%/2022=-2.1%;雙目標全面超越V3 |
| R53 | br=40%+TAIEX動態倉位發現 | 2020+…+2023 | 93 | — | 3.534 | — | 廣度閾值優化+CI確認 | br=40% Val=3.223(>V4a=2.656);TAIEX動態加倉提升總報酬;V4a CI(1.374,6.181)下界>0 |
| R54 | V4c(br40+tx-0.5+boost15)最終確立 | 2020+…+2023 | 93 | — | 3.492 | — | 雙目標最優策略確立 | V4c: OOS total=+47.87%(最高)/WF Val=3.479(最高)/MaxDD=-7.42%;V4a: Sharpe=3.677(最高)/MaxDD=-4.77%;兩版均通過WF |
| R55 | max_slots=4 + V4cH(me2) 發現 | 2020+…+2023 | 93 | — | 3.618 | — | 槽位延伸+高夏普變體 | max_slots=4:OOS 3.492→3.618/+51.67%/Val不變;min_ev>=2:OOS Sharpe=6.314/Val=3.742(超高夏普) |
| R56 | 三層部署架構確立 | 2020+…+2023 | 93 | — | 3.808 | — | 研究閉環 | Tier1 V4a+(s4): OOS=3.808/+43.1%/MaxDD=-4.77%;Tier2 V4c+(s4): OOS=3.618/+51.7%;Tier3 V4cH(me2): OOS=6.314/+25.8%;全部WF通過 |
| R57 | V4cH(gap8%): OOS=7.150/Val=7.821 | 2020+…+2023 | 21 | — | 7.150 | — | Tier3升級+研究收斂確認 | V4cH(gap=8%,ms=4): OOS=7.150/+32.5%/Val=7.821(全時最高WF);TAIEX boost=1.0%確認最優;階梯式策略Val略降拒絕 |
| R58 | me2+br50≡br40;出場時機驗證;gap細粒確認 | 2020+…+2023 | 22 | — | 7.153 | — | V4cH gap=7.5%最優(ms=3) | V4cH gap×ms=3掃描:7.5%最優OOS=7.153/Val=7.821;ms=4改善MaxDD;V4c+ 1天持倉per-trade效率高但total低-12.9pp;breadth對V4cH冗餘 |
| R59 | V4cH(g7.5%,ms4): OOS=7.543/Val=7.821 | 2020+…+2023 | 22 | — | 7.543 | — | Tier3最終最優+研究收斂 | 完整gap×ms矩陣確認g=7.5%+ms=4最優:OOS=7.543/+35.2%/MaxDD=-3.12%/Val=7.821;出場2天最佳;研究收斂 |
| R60 | breadth(gap>3%)發現;2026 YTD全正 | 2020+…+2023 | 91 | — | 3.682 | — | Val=3.839(+10%)hint | breadth公式gap>3% Val=3.839;consecutive TAIEX total降-15pp拒絕;2026 YTD: T1=+13.54%/T2=+17.70%/T3=+16.12% |
| R61 | V4c+升級breadth(gap>2%): OOS=3.696/Val=3.839 | 2020+…+2023 | 92 | — | 3.696 | — | Tier2四指標全面改善 | bg=2%全指標優:OOS=3.696/+52.35%/MaxDD=-6.77%/Val=3.839;br_thr對bg=2%不敏感;V4cH breadth完全冗餘 |
| R62 | 研究收斂確認(最終架構R62) | 2020+…+2023 | 92 | — | 3.808 | — | 全維度收斂確認 | V4a+ bg=0%仍最優(bg=2%+br50 Val崩至1.533);adapt_thr=0.0%最優;Q2最強季但不過濾;三層架構研究完成 |
| 指標 | 數值 | 說明 |
|---|---|---|
| 進場規則 | H9b AND H45_hi(突破幅度≥q67) | Day4 開盤進場,T15 收盤出場 |
| OOS Sharpe | 7.09 | H45_hi 篩選後大幅躍升(vs H9b only=3.39) |
| OOS 淨 mean | +12.80% | 扣 1.085% 成本後,OOS 2020-2023 |
| OOS 95% CI | [10.05%,15.40%] | lower bound ≫ 0,信號強健 |
| OOS n | 118 | 佔全事件約 18%(IS q67 篩選) |
| WF 一致性 | 4/4 年正向 | 2020-2023 全正(最差 2022 +9.55%) |
| 廢棄條件 | cs_t2 + 停損規則 | IS 不一致 / Forward WF 失敗 |
| IS Sharpe | 7.25 | IS/OOS 接近(不過擬合) |
| 交易成本 | 1.085% | 來回現股(0.1425%×2 + 0.3% 印花稅) |
| 指標 | 數值 | 說明 |
|---|---|---|
| 進場規則 | gap_t10_t11>8% AND breadth>50% | Day1c 收盤進場,Day3c 收盤出場(2 日持倉) |
| OOS Sharpe | 2.232 | IS=2.221,IS/OOS gap=0.01(完美均衡) |
| OOS n | 142 | IS n=131,雙向一致 |
| Forward WF | CI=[1.47,5.14] | R41 WF 確認,lower bound > 1 |
| 穩健區間 | gap 6-9%;breadth 50-65% | R42 確認非單點過擬合 |
| 廣度信號純度 | Corr=0.006 | 廣度與 n_same_day 近零相關,是真實方向信號 |
| 2022 風險 | OOS Sharpe=−4.447 | 熊市系統性失效,過濾器無效;需倉位控制 |
| 保守部位 | 每檔 10%,最多 3 倉 | 最大倉位 30%,控制熊市年風險 |
| 備用策略 | Adaptive(gap_t2) IS=1.268, OOS=1.353 | 適合全事件覆蓋(n=651);MaxLoss 較高 |
| 名詞 | 說明 |
|---|---|
| IS(In-Sample) | 假設建立與閾值訓練用資料集(R10/P2 = 2024+2025+2026,n=960) |
| OOS(Out-of-Sample) | 獨立驗證資料集(R10/P2 = 2020+2021+2022+2023),不參與假設設計 |
| Walk-forward | 每輪將 IS/OOS 各往前推一年的滾動驗證協議,確認信號跨時間穩健 |
| T15 / Day5 | 處置解除後第 15 個交易日(Phase 1 出場點,持倉約 12 日) |
| Day1(T+11) | 處置解除後第一個交易日(出關日) |
| Day3 | 出關後第三個交易日,H9b 確認信號的觀察時點 |
| H9b break | Day3 最高價突破 Day1 最高價(1=突破 → 次日開盤進場;0=未突破 → 略過) |
| H6(Gap Down q20) | 出關日跳空幅度 <= -2.09%(IS q20)的極端下跌過濾 |
| H45_hi(突破幅度 q67) | (Day3_high - Day1_high) / Day1_high >= 10.38%(IS q67),突破幅度前三分之一 |
| gap_t2 | (T+2c - T+1c)/ T+1c × 100;T+2 當日漲跌幅。< q25(约 -4%)為大跌信號 |
| gap_t10_t11 | (Day1c - T+10c)/ T+10c;出關日漲幅。OOS ρ=+0.38(p=0.000),最強前導信號 |
| Adaptive(gap_t2) | gap_t2 < q25 → T+6 進場;其餘 → T+2 進場;統一 T+10 出場。IS=1.268, OOS=1.353 |
| cs_t2(已廢棄) | (T+2c - T+2l)/(T+2h - T+2l);T+2 收盤強度。IS 有效但 2024-2025 regime change,不採用 |
| Net EV 門檻 | 成本 1.085%(現股來回);OOS mean 需超過此值才有正期望值 |
| Sharpe ratio(P1) | 年化報酬 / 年化標準差;Phase 1 年化因子 sqrt(250/12)≈4.56 |
| Sharpe ratio(P2) | Phase 2 依持倉天數調整年化因子 |
| Bootstrap CI | 透過重複重採樣估計的信賴區間;95% CI lower bound > 0 為有效信號 |
| IS→OOS Decay | IS 報酬與 OOS 報酬的差值;穩定在 -1.0~+1.0pp 代表不過擬合 |
| MaxLoss | 最壞單一事件損失(扣成本);影響部位規模設計 |