{"id":4663,"date":"2026-08-13T07:03:00","date_gmt":"2026-08-12T23:03:00","guid":{"rendered":"https:\/\/laoyulaoyu.com\/?p=4663"},"modified":"2026-08-02T18:12:14","modified_gmt":"2026-08-02T10:12:14","slug":"%e8%b4%9d%e5%8f%b6%e6%96%af%e4%bc%98%e5%8c%96%e5%bf%ab-60-%e5%80%8d%ef%bc%8c%e5%8d%b4%e8%ae%a9%e6%88%91%e9%94%99%e8%bf%87%e4%ba%86-14-%e7%9a%84%e6%94%b6%e7%9b%8a","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/08\/13\/%e8%b4%9d%e5%8f%b6%e6%96%af%e4%bc%98%e5%8c%96%e5%bf%ab-60-%e5%80%8d%ef%bc%8c%e5%8d%b4%e8%ae%a9%e6%88%91%e9%94%99%e8%bf%87%e4%ba%86-14-%e7%9a%84%e6%94%b6%e7%9b%8a\/","title":{"rendered":"\u8d1d\u53f6\u65af\u4f18\u5316\u5feb 60 \u500d\uff0c\u5374\u8ba9\u6211\u9519\u8fc7\u4e86 14% \u7684\u6536\u76ca"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f5c \u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/cover-2.png\" alt=\"\" class=\"wp-image-4664\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/cover-2.png 900w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/cover-2-300x128.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/cover-2-768x327.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6587\u4e2d\u793a\u4f8b\u4ec5\u7528\u4e8e\u6280\u672f\u8ba8\u8bba\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u64cd\u4f5c\u5efa\u8bae\u3002<br>\u91cf\u5316\u7b56\u7565\u5f00\u53d1\u5e94\u4ee5\u5b66\u4e60\u548c\u6280\u672f\u4ea4\u6d41\u4e3a\u76ee\u7684\u3002<br>\u672c\u53f7\u4e0d\u8350\u80a1\u3001\u4e0d\u5356\u8bfe\u3001\u4e0d\u627f\u8bfa\u6536\u76ca\u3002<br>\u5e02\u573a\u6709\u98ce\u9669\uff0c\u8bf7\u5408\u6cd5\u5408\u89c4\u6295\u8d44\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u672c\u6587\u7ea6 3800 \u5b57 | \u9884\u8ba1\u9605\u8bfb 8-12 \u5206\u949f\uff0c\u5efa\u8bae\u5148\u6536\u85cf\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u00b7 \u00b7 \u00b7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e0\u5468\u524d\u8bfb\u5230\u4e00\u7bc7\u6587\u7ae0\uff0c\u4e00\u7fa4\u4eba\u7528\u6570\u5b66\u6a21\u578b\u5728\u9884\u6d4b\u5e02\u573a\uff08Polymarket\uff09\u91cc\uff0c\u4e00\u5e74\u8d5a\u4e86 4000 \u4e07\u7f8e\u5143\u3002\u6574\u6570\u89c4\u5212\u3001Bregman \u6295\u5f71\u3001Frank-Wolfe \u4f18\u5316\u7b97\u6cd5\uff0c\u4e00\u6574\u5957\u6846\u67b6\u3002\u8fd9\u7c7b\u6587\u7ae0\u770b\u5b8c\u901a\u5e38\u6211\u5c31\u7ffb\u8fc7\u53bb\u4e86\uff0c\u4f46\u8fd9\u6b21\u6ca1\u6709\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"700\" height=\"390\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-01.png\" alt=\"\" class=\"wp-image-4665\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-01.png 700w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-01-300x167.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u9884\u6d4b\u5e02\u573a\u5957\u5229\uff0c\u4e00\u5957\u5b8c\u6574\u7684\u6570\u5b66\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9\u6211\u505c\u4e0b\u6765\u7684\u4e0d\u662f\u9884\u6d4b\u5e02\u573a\u672c\u8eab\uff0c\u6211\u4e0d\u73a9\u90a3\u4e9b\u3002\u662f\u6587\u7ae0\u91cc\u4e00\u4e2a\u601d\u8def\uff1a\u4ed6\u4eec\u9762\u5bf9\u7684\u5e02\u573a\u53ef\u80fd\u6709 2 \u7684 63 \u6b21\u65b9\u4e2a\u7ed3\u679c\uff0c\u4e0d\u53ef\u80fd\u5168\u7b97\u4e00\u904d\u3002\u6240\u4ee5\u8d62\u5bb6\u7684\u505a\u6cd5\u662f\u9010\u4e2a\u6784\u5efa&#8221;\u5df2\u9a8c\u8bc1\u6709\u6548\u70b9&#8221;\u7684\u5c0f\u96c6\u5408\uff0c\u7528\u5df2\u6709\u8ba4\u77e5\u6765\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u8be5\u770b\u54ea\u91cc\u3002\u4e0d\u904d\u5386\uff0c\u800c\u662f\u8ba9\u641c\u7d22\u53d8\u806a\u660e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u548c\u6211\u624b\u4e0a\u4e00\u4e2a\u95ee\u9898\u4e00\u6a21\u4e00\u6837\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u95ee\u9898\u5728\u54ea<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7ef4\u62a4\u4e00\u4e2a\u7b56\u7565\u5b9e\u9a8c\u5ba4\u3002\u56de\u6d4b\u3001\u6eda\u52a8\u7a97\u53e3\u8c03\u53c2\uff0c\u6837\u672c\u5916\u7a33\u4e86\u5c31\u4e0a\u7ebf\u3002\u53c2\u6570\u4f18\u5316\u6211\u4e00\u76f4\u7528\u7684\u662f\u7f51\u683c\u641c\u7d22\uff0c\u7a77\u4e3e\u8303\u56f4\u5185\u6240\u6709\u7ec4\u5408\uff0c\u8c01\u590f\u666e\u6700\u9ad8\u5c31\u9009\u8c01\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u80fd\u7528\uff0c\u4f46\u4e00\u76f4\u6709\u70b9\u6162\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u6211\u4ece\u6ca1\u8ba4\u771f\u60f3\u8fc7\u5b83\u627e\u5230\u7684\u5230\u5e95\u662f\u4e0d\u662f\u5168\u5c40\u6700\u4f18\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5728\u6211\u68c0\u67e5\u8fc7\u7684\u7ec4\u5408\u91cc\u6392\u7b2c\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6311\u4e86\u624b\u5934\u6700\u7b80\u5355\u7684\u7b56\u7565\u505a\u5b9e\u9a8c\uff1aAAPL \u53cc\u5747\u7ebf\u91d1\u53c9\u6b7b\u53c9\uff0c\u5feb\u6162\u7ebf\u4e24\u4e2a\u53c2\u6570\u3002\u6253\u7b97\u7528\u7f51\u683c\u641c\u7d22\u548c\u9884\u6d4b\u5e02\u573a\u90a3\u7bc7\u8bba\u6587\u7684 Frank-Wolfe \u601d\u8def\u5bf9\u6253\u4e00\u8f6e\u3002\u8fd9\u4e2a\u601d\u8def\u843d\u5230\u6211\u7684\u573a\u666f\u5c31\u662f\u8d1d\u53f6\u65af\u4f18\u5316\uff0c\uff0c\u5148\u642d\u4e00\u4e2a&#8221;\u597d\u533a\u57df\u5927\u6982\u5728\u54ea&#8221;\u7684\u4ee3\u7406\u6a21\u578b\uff0c\u53ea\u5728\u503c\u5f97\u770b\u7684\u5730\u65b9\u82b1\u8bc4\u4f30\u9884\u7b97\uff0c\u4e0d\u6492\u80e1\u6912\u9762\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u57fa\u51c6\u7ebf\uff1a\u4e10\u7248\u7684\u7f51\u683c\u641c\u7d22<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u641e\u82b1\u6d3b\u4e4b\u524d\uff0c\u6211\u9700\u8981\u4e00\u4e2a\u771f\u5b9e\u7684\u5bf9\u6bd4\u57fa\u51c6\u3002\u7f51\u683c\u641c\u7d22\u5feb\u7ebf\u5468\u671f\u4ece 5 \u5929\u5230 59 \u5929\uff0c\u6162\u7ebf\u5468\u671f\u4ece 20 \u5929\u5230 199 \u5929\uff0c9,080 \u7ec4\u53c2\u6570\u5168\u90e8\u8dd1\u5b8c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport numpy as np\nimport yfinance as yf\nimport vectorbt as vbt\nimport itertools\nimport time\n\nsymbol = \"AAPL\"\n\ndf = yf.download(symbol, start=\"2015-01-01\", end=\"2024-01-01\", multi_level_index=False)\n\n# \u53c2\u6570\u641c\u7d22\u8303\u56f4\nfast_range = range(5, 60) \u00a0 # 55 \u4e2a\u503c\nslow_range = range(20, 200) \u00a0# 180 \u4e2a\u503c\n\nresults = &#91;]\nstart_time = time.time()\n\nfor fast, slow in itertools.product(fast_range, slow_range):\n\u00a0 \u00a0 if fast >= slow:\n\u00a0 \u00a0 \u00a0 \u00a0 continue \u00a0# \u5feb\u7ebf\u5fc5\u987b\u4f4e\u4e8e\u6162\u7ebf\n\n\u00a0 \u00a0 sma_fast = df&#91;'Close'].rolling(fast).mean()\n\u00a0 \u00a0 sma_slow = df&#91;'Close'].rolling(slow).mean()\n\n\u00a0 \u00a0 # \u91d1\u53c9\u5165\u573a\uff0c\u6b7b\u53c9\u51fa\u573a\n\u00a0 \u00a0 entries = (sma_fast > sma_slow) &amp; (sma_fast.shift(1) &lt;= sma_slow.shift(1))\n\u00a0 \u00a0 exits = (sma_fast &lt; sma_slow) &amp; (sma_fast.shift(1) >= sma_slow.shift(1))\n\n\u00a0 \u00a0 pf = vbt.Portfolio.from_signals(\n\u00a0 \u00a0 \u00a0 \u00a0 close=df&#91;'Close'], entries=entries, exits=exits,\n\u00a0 \u00a0 \u00a0 \u00a0 init_cash=100_000, fees=0.001, slippage=0.002, freq='1d'\n\u00a0 \u00a0 )\n\n\u00a0 \u00a0 results.append({'fast': fast, 'slow': slow, 'sharpe': pf.sharpe_ratio()})\n\nelapsed = time.time() - start_time\nprint(f\"\u5171\u8bc4\u4f30 {len(results)} \u7ec4\u53c2\u6570\uff0c\u8017\u65f6 {elapsed:.1f} \u79d2\")\n\n\nbest = max(results, key=lambda r: r&#91;'sharpe'] if not pd.isna(r&#91;'sharpe']) else -999)\nprint(f\"\u7f51\u683c\u641c\u7d22\u6700\u4f18: {best}\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u51fa\u6765\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5171\u8bc4\u4f30\u00a0<strong>9,080<\/strong>\u00a0\u7ec4\u53c2\u6570\u7ec4\u5408<\/li>\n\n\n\n<li>\u8017\u65f6\u00a0<strong>197.3 \u79d2<\/strong>\uff08\u7ea6 3.3 \u5206\u949f\uff09<\/li>\n\n\n\n<li>\u6700\u4f18\u53c2\u6570\uff1a<strong>\u5feb\u7ebf=18 \u5929\uff0c\u6162\u7ebf=24 \u5929\uff0c\u590f\u666e\u6bd4\u7387 1.2913<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-1024x575.png\" alt=\"\" class=\"wp-image-4666\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-1024x575.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-300x169.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-768x431.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-1536x863.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-02-2048x1151.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u5747\u7ebf\u7b56\u7565\u53c2\u6570\u7a7a\u95f4\u5b58\u5728\u4e24\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u5cf0\u503c\uff0c\u77ed\u5468\u671f\u5747\u503c\u56de\u5f52 vs \u957f\u5468\u671f\u8d8b\u52bf\u8ddf\u8e2a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u4e2a\u53c2\u6570\u7684\u5168\u7f51\u683c 3.3 \u5206\u949f\u8dd1\u5b8c\uff0c\u8fd8\u884c\u3002\u4f46\u6eda\u52a8\u7a97\u53e3\u4f18\u5316\u8981\u62c6 10 \u4e2a\u7a97\u53e3\uff0c\u8fd9\u5c31 33 \u5206\u949f\u4e86\u3002\u518d\u52a0\u4e00\u4e2a\u6b62\u635f\u53c2\u6570\uff0c\u54ea\u6015\u53ea\u53d6 20 \u4e2a\u5019\u9009\u503c\uff0c\u7acb\u523b\u66b4\u6da8\u5230\u7ea6 11 \u5c0f\u65f6\u3002\u8fd9\u624d\u662f\u6211\u5728\u771f\u5b9e\u7b56\u7565\u91cc\u649e\u5230\u7684\u5899\uff0c\u4e5f\u662f\u90a3\u7bc7\u9884\u6d4b\u5e02\u573a\u8bba\u6587\u7784\u51c6\u7684\u9776\u5fc3\uff1a\u7ef4\u5ea6\u7684\u8bc5\u5492\u3002\u4ed6\u4eec\u7ba1\u7684\u662f\u4e8c\u5143\u5e02\u573a\u7ed3\u679c\uff0c\u6211\u7ba1\u7684\u662f\u8fde\u7eed\u53c2\u6570\u7a7a\u95f4\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7528\u90a3\u4e2a\u601d\u8def\u5b9e\u6d4b\uff1a\u8d1d\u53f6\u65af\u4f18\u5316<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u7bc7\u6587\u7ae0\u91cc\u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a\u4e0d\u7528\u5217\u4e3e\u6307\u6570\u7ea7\u5927\u7684\u7a7a\u95f4\uff0c\u800c\u662f\u6784\u5efa\u4e00\u4e2a&#8221;\u5df2\u8bc4\u4f30\u70b9&#8221;\u7684\u4e3b\u52a8\u96c6\u5408\uff0c\u7528\u5df2\u7ecf\u68c0\u67e5\u8fc7\u7684\u70b9\u7684\u4fe1\u606f\u6765\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u52a0\u54ea\u4e2a\u70b9\u3002\u91cd\u590d\u76f4\u5230\u6536\u655b\uff0c\u4ece\u4e0d\u78b0\u7a7a\u95f4\u91cc\u7684\u5927\u90e8\u5206\u533a\u57df\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u590f\u666e\u6bd4\u7387\u8fd9\u7c7b\u9ed1\u76d2\uff0c\u6700\u76f4\u63a5\u7684\u7ffb\u8bd1\u5c31\u662f\u8d1d\u53f6\u65af\u4f18\u5316\uff1a\u7528\u4e00\u4e2a\u4ee3\u7406\u6a21\u578b\u5b66\u4e60\u5df2\u77e5\u70b9\u4e0a\u7684\u76ee\u6807\u51fd\u6570\u5f62\u72b6\uff0c\u5728&#8221;\u8fd9\u91cc\u770b\u8d77\u6765\u4e0d\u9519&#8221;\u548c&#8221;\u8fd9\u5757\u8fd8\u6ca1\u63a2\u8fc7&#8221;\u4e4b\u95f4\u505a\u6743\u8861\uff0c\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u91c7\u6837\u70b9\u3002\u6211\u8dd1\u7684\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import optuna\nimport pandas as pd\nimport yfinance as yf\nimport vectorbt as vbt\n\nsymbol = \"AAPL\"\ndf = yf.download(symbol, start=\"2015-01-01\", end=\"2024-01-01\", multi_level_index=False)\n\ndef objective(trial):\n\u00a0 \u00a0 # Optuna \u81ea\u52a8\u5728\u8303\u56f4\u5185\u91c7\u6837\u53c2\u6570\n\u00a0 \u00a0 fast = trial.suggest_int('fast', 5, 60)\n\u00a0 \u00a0 slow = trial.suggest_int('slow', 20, 200)\n\u00a0 \u00a0 if fast >= slow:\n\u00a0 \u00a0 \u00a0 \u00a0 raise optuna.TrialPruned() \u00a0# \u65e0\u6548\u53c2\u6570\u76f4\u63a5\u8df3\u8fc7\n\n\u00a0 \u00a0 sma_fast = df&#91;'Close'].rolling(fast).mean()\n\u00a0 \u00a0 sma_slow = df&#91;'Close'].rolling(slow).mean()\n\n\u00a0 \u00a0 entries = (sma_fast > sma_slow) &amp; (sma_fast.shift(1) &lt;= sma_slow.shift(1))\n\u00a0 \u00a0 exits = (sma_fast &lt; sma_slow) &amp; (sma_fast.shift(1) >= sma_slow.shift(1))\n\n\u00a0 \u00a0 pf = vbt.Portfolio.from_signals(\n\u00a0 \u00a0 \u00a0 \u00a0 close=df&#91;'Close'], entries=entries, exits=exits,\n\u00a0 \u00a0 \u00a0 \u00a0 init_cash=100_000, fees=0.001, slippage=0.002, freq='1d'\n\u00a0 \u00a0 )\n\u00a0 \u00a0 sharpe = pf.sharpe_ratio()\n\u00a0 \u00a0 return sharpe if not pd.isna(sharpe) else -999\n\nstudy = optuna.create_study(direction='maximize')\nstudy.optimize(objective, n_trials=150) \u00a0# \u53ea\u8dd1 150 \u4e2a\u70b9\uff0c\u800c\u975e 9,080 \u4e2a\n\nprint(f\"\u6700\u4f18\u53c2\u6570: {study.best_params}\")\nprint(f\"\u6700\u4f18\u590f\u666e\u6bd4\u7387: {study.best_value}\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u8bc4\u4f30\u4e86\u00a0<strong>150<\/strong>\u00a0\u4e2a\u70b9\uff08\u7f51\u683c\u641c\u7d22\u7684 1.7%\uff09<\/li>\n\n\n\n<li>\u8017\u65f6\u00a0<strong>11 \u79d2<\/strong>\uff08\u7f51\u683c\u641c\u7d22\u7684 5.6%\uff0c\u5feb\u4e86\u7ea6 18 \u500d\uff09<\/li>\n\n\n\n<li>\u6700\u4f18\u53c2\u6570\uff1a<strong>\u5feb\u7ebf=28 \u5929\uff0c\u6162\u7ebf=189 \u5929\uff0c\u590f\u666e\u6bd4\u7387 1.1305<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u53cd\u5e94\uff1a\u7acb\u7aff\u89c1\u5f71\u3002\u8bc4\u4f30\u91cf\u964d\u5230 1\/60\uff0c\u901f\u5ea6\u63d0\u4e86 18 \u500d\u3002\u770b Optuna \u7684\u8bd5\u8dd1\u8bb0\u5f55\u66f4\u8ba9\u4eba\u653e\u5fc3\uff0c\uff0c\u7b2c 0 \u8f6e\u5c31\u5728\u6162\u7ebf 198 \u5929\u9644\u8fd1\u8dd1\u51fa\u590f\u666e 1.0+\uff0c\u5230\u7b2c 75 \u8f6e\u524d\u540e\u91c7\u6837\u5668\u660e\u663e\u9501\u5728\u5feb\u7ebf 25-28\u3001\u6162\u7ebf 185-190 \u7684\u533a\u57df\uff0c\u4e00\u76f4\u5728\u91cc\u9762\u7cbe\u8c03\u3002\u6536\u655b\u66f2\u7ebf\u6f02\u4eae\uff0c\u901f\u5ea6\u98de\u5feb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u6211\u6253\u5f00\u4e4b\u524d\u5b58\u7684\u7f51\u683c\u641c\u7d22\u7ed3\u679c\u770b\u4e86\u4e00\u773c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6211\u6ca1\u9884\u6599\u5230\u7684\u90e8\u5206<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u683c\u641c\u7d22\u6700\u4f18\uff1a\u5feb\u7ebf 18 \u5929\u3001\u6162\u7ebf 24 \u5929\uff0c\u590f\u666e 1.2913\u3002\u8d1d\u53f6\u65af\u6700\u4f18\uff1a\u5feb\u7ebf 28 \u5929\u3001\u6162\u7ebf 189 \u5929\uff0c\u590f\u666e 1.1305\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u53ea\u662f\u5dee\u4e86\u4e00\u70b9\u3002\u5b83\u843d\u5728\u53c2\u6570\u7a7a\u95f4\u91cc\u4e00\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u533a\u57df\uff0c\u9519\u8fc7\u4e86\u771f\u6b63\u7684\u6700\u4f18\u533a\u7ea6 14%\u3002\u800c\u4e14\u90a3\u4e2a\u66f4\u597d\u7684\u89d2\u843d\uff0c\u8d1d\u53f6\u65af\u4f18\u5316\u57fa\u672c\u6ca1\u78b0\u8fc7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-1024x575.png\" alt=\"\" class=\"wp-image-4667\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-1024x575.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-300x169.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-768x431.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-1536x863.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/08\/fig-03-2048x1151.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u8d1d\u53f6\u65af\u4f18\u5316\u9501\u6b7b\u5728\u9519\u8bef\u7684\u5c71\u5cf0\u4e0a\uff0c\u7f51\u683c\u641c\u7d22\u624d\u80fd\u627e\u5230\u771f\u6b63\u7684\u5168\u5c40\u6700\u4f18<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u8feb\u4f7f\u6211\u91cd\u65b0\u5ba1\u89c6\u6700\u521d\u7684\u5047\u8bbe\u3002\u6211\u9ed8\u8ba4\u590f\u666e\u6bd4\u7387\u4f5c\u4e3a\u8fd9\u4e24\u4e2a\u53c2\u6570\u7684\u51fd\u6570\uff0c\u662f\u4e00\u4e2a\u5e73\u6ed1\u7684\u5355\u5cf0\u66f2\u9762\uff0c\uff0c\u627e\u5230\u6709\u6f5c\u529b\u7684\u90bb\u57df\uff0c\u7cbe\u8c03\uff0c\u5b8c\u4e8b\u3002\u4f46\u6570\u636e\u8bf4\u7684\u662f\u53e6\u4e00\u56de\u4e8b\uff1a\u8fd9\u4e2a\u7b56\u7565\u81f3\u5c11\u6709\u4e24\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u6700\u4f18\u533a\u3002\u4e00\u4e2a\u5728\u77ed\u5468\u671f\uff08\u5feb\u7ebf\u7ea6 18\u3001\u6162\u7ebf\u7ea6 24\uff0c\u95f4\u8ddd\u4ec5 6 \u5929\uff0c\u63a5\u8fd1\u5747\u503c\u56de\u5f52\u903b\u8f91\uff09\uff0c\u53e6\u4e00\u4e2a\u5728\u957f\u5468\u671f\u8d8b\u52bf\u8ddf\u8e2a\u533a\uff08\u5feb\u7ebf\u7ea6 25-28\u3001\u6162\u7ebf\u7ea6 185-190\uff09\u3002\u4e24\u4e2a\u4e0d\u540c\u7684\u4ea4\u6613\u903b\u8f91\uff0c\u72ec\u7acb\u6210\u7acb\uff0c\u4e92\u4e0d\u8fde\u901a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d1d\u53f6\u65af\u4f18\u5316\u5f88\u65e9\u5c31\u6478\u5230\u4e86\u7b2c\u4e8c\u4e2a\u5cf0\uff0c\u7136\u540e\u5b83\u7684\u673a\u5236\u51b3\u5b9a\u4e86\u5b83\u4f1a\u4e00\u76f4\u5728\u8fd9\u4e2a\u5cf0\u91cc\u6df1\u6316\u3002\u5927\u591a\u6570\u65f6\u5019\u8fd9\u662f\u5bf9\u7684\uff0c\u9664\u4e86\u76ee\u6807\u51fd\u6570\u4e0d\u53ea\u6709\u4e00\u4e2a\u5cf0\u3001\u800c\u4f60\u6070\u597d\u9501\u5728\u4e86\u9519\u8bef\u7684\u90a3\u4e00\u4e2a\u7684\u65f6\u5019\u3002\u7f51\u683c\u641c\u7d22\u7b28\uff0c\u4f46\u5b83\u4ece\u6765\u4e0d\u505c\u4e0b\u63a2\u7d22\u522b\u5904\u7684\u811a\u6b65\u3002\u8fd9\u662f\u5b83\u4e0d\u4f1a\u72af\u8fd9\u4e2a\u9519\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u589e\u52a0\u641c\u7d22\u9884\u7b97\u80fd\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5417\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6211\u5f97\u51fa&#8221;\u8d1d\u53f6\u65af\u4f18\u5316\u4e0d\u9760\u8c31\uff0c\u7528\u56de\u7f51\u683c&#8221;\u7684\u7ed3\u8bba\u524d\uff0c\u518d\u62ff\u540c\u4e00\u5957\u914d\u7f6e\u8dd1 5 \u4e2a\u968f\u673a\u79cd\u5b50\u8bd5\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ed8\u8ba4 TPE \u91c7\u6837\u5668\uff1a<\/strong>5 \u4e2a\u79cd\u5b50\u91cc\uff0c\u6700\u4f73\u590f\u666e\u6bd4\u7387\u6700\u9ad8 1.2816\uff0c\u5e73\u5747 1.1614\u3002\u53ea\u6709 1 \u4e2a\u79cd\u5b50\u627e\u5230\u4e86\u77ed\u5468\u671f\u533a\u57df\u3002<\/li>\n\n\n\n<li><strong>\u5f3a\u5236\u66f4\u591a\u524d\u671f\u63a2\u7d22<\/strong>\uff08\u628a\u524d\u671f\u5f3a\u5236\u63a2\u7d22\u6b21\u6570\u4ece 10 \u6b21\u63d0\u9ad8\u5230 60 \u6b21\uff09\uff1a\u6700\u4f73\u590f\u666e\u6bd4\u7387\u6700\u9ad8 1.1653\uff0c\u5e73\u5747 1.1414\u3002\u4ecd\u7136\u53ea\u6709 1\/5 \u7684\u79cd\u5b50\u627e\u5230\u4e86\u77ed\u5468\u671f\u533a\u57df\uff0c\u800c\u4e14\u8fd9\u4e2a\u914d\u7f6e\u5b9e\u9645\u4e0a\u8dd1\u51fa\u4e86\u6bd4\u9ed8\u8ba4\u8bbe\u7f6e\u66f4\u4f4e\u7684\u6700\u4f18\u503c\u3002<\/li>\n\n\n\n<li><strong>\u7eaf\u968f\u673a\u91c7\u6837\uff1a<\/strong>\u6700\u4f73\u590f\u666e\u6bd4\u7387\u6700\u9ad8 1.1916\uff0c\u5e73\u5747 1.1439\u3002\u627e\u5230\u77ed\u5468\u671f\u533a\u57df 2\/5\u6b21\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u8fd9\u4e9b\u5168\u6ca1\u6309\u9884\u671f\u8d70\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u4e00\u5957\u7b97\u6cd5\u3001\u540c\u6837\u7684\u8bd5\u8dd1\u9884\u7b97\uff0c\u6362\u4e00\u9897\u968f\u673a\u79cd\u5b50\u7684\u77ac\u95f4\uff0c\u6700\u4f73\u590f\u666e\u5c31\u4ece 1.10 \u6446\u5230 1.28\uff0c\u5e45\u5ea6\u63a5\u8fd1 15%\u3002\u4f60\u53ea\u8dd1\u4e00\u6b21\u7684\u8bdd\uff0c\u6839\u672c\u6ca1\u6cd5\u5224\u65ad\u81ea\u5df1\u62ff\u5230\u7684\u662f\u8fd9\u4e2a\u5206\u5e03\u7684\u4e0a\u6cbf\u8fd8\u662f\u4e0b\u6cbf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u5927\u63a2\u7d22\u9884\u7b97\u4e5f\u6ca1\u89e3\u51b3\u95ee\u9898\u3002\u628a\u5f3a\u5236\u63a2\u7d22\u6b21\u6570\u4ece 10 \u63d0\u5230 60\uff0c\u4ecd\u53ea\u6709 1\/5 \u80fd\u627e\u5230\u77ed\u5468\u671f\u533a\uff0c\u800c\u4e14\u8fd9\u6279\u5b9e\u9a8c\u6837\u672c\u7684\u6700\u4f18\u503c\u53cd\u800c\u66f4\u4f4e\u3002\u6211\u4ee5\u4e3a&#8221;\u591a\u63a2\u7d22 = \u66f4\u5b89\u5168&#8221;\uff0c\u6570\u636e\u4e0d\u4e70\u8d26\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u53cd\u76f4\u89c9\u7684\u4e00\u4e2a\uff1a\u7eaf\u968f\u673a\u641c\u7d22\u627e\u5230\u77ed\u5468\u671f\u533a\u57df\u7684\u6982\u7387\uff082\/5\uff09\u53cd\u800c\u9ad8\u4e8e\u4e24\u79cd TPE \u914d\u7f6e\uff08\u5404 1\/5\uff09\u3002\u4f46\u673a\u5236\u4e0a\u8bf4\u5f97\u901a\uff0c\uff0cTPE \u7684\u5929\u804c\u5c31\u662f\u627e\u5230\u4e00\u4e2a\u597d\u533a\u7136\u540e\u5feb\u901f\u6df1\u6316\u3002\u5f53\u8fd8\u5b58\u5728\u53e6\u4e00\u4e2a\u4e0d\u76f8\u5173\u7684\u597d\u533a\u65f6\uff0c\u8fd9\u4e2a&#8221;\u5feb\u901f\u6df1\u6316&#8221;\u6070\u6070\u6321\u4e86\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/ySoFbYBXfIAxyWvQLq1kxpticXdx0KHhLib1cKSFHQTlJ6s5rYnkzibcDS0xrzEYAnWBTct4btnM8ibY3y6s8fqvHiag2DltzNosrWVPen6HSkaI\/640?wx_fmt=png&amp;from=appmsg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u540c\u4e00\u4e2a\u7b97\u6cd5\u3001\u540c\u4e00\u4e2a\u9884\u7b97\uff0c\u6362\u4e2a\u968f\u673a\u79cd\u5b50\uff0c\u6700\u4f73\u590f\u666e\u6bd4\u7387\u5c31\u4ece 1.10 \u6447\u6446\u5230 1.28<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e00\u4e2a\u79cd\u5b50\uff0c2024\uff0c\u4e0d\u7ba1\u4ec0\u4e48\u914d\u7f6e\u90fd\u80fd\u6478\u5230\u77ed\u5468\u671f\u533a\uff0c\u7ed3\u679c\u843d\u5728 1.17 \u5230 1.28 \u4e4b\u95f4\u3002\u7f51\u683c\u641c\u7d22\u786e\u8ba4\u7684\u6700\u4f18\u662f 1.29\uff0c\u8bf4\u660e\u8fd9\u4e2a\u533a\u57df\u771f\u5b9e\u53ef\u53ca\u3002\u4f46\u80fd\u4e0d\u80fd\u5728\u5355\u6b21\u8fd0\u884c\u91cc\u627e\u5230\u5b83\uff0c\u770b\u8d77\u6765\u66f4\u591a\u53d6\u51b3\u4e8e\u968f\u673a\u6570\u751f\u6210\u5668\uff0c\u800c\u4e0d\u662f\u4f60\u6709\u610f\u505a\u4e86\u4ec0\u4e48\u9009\u62e9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5957\u201c\u6784\u5efa\u4e3b\u52a8\u96c6\u5408\u800c\u975e\u904d\u5386\u5168\u90e8\u201d\u7684\u601d\u8def\u672c\u8eab\u5e76\u65e0\u95ee\u9898\u3002\u901f\u5ea6\u6570\u636e\u4e5f\u786e\u5b9e\u4eae\u773c\uff1a\u8bc4\u4f30\u91cf\u4ec5\u4e3a\u7f51\u683c\u641c\u7d22\u7684\u516d\u5341\u5206\u4e4b\u4e00\uff0c\u5899\u4e0a\u65f6\u95f4\u7f29\u77ed\u81f3\u539f\u6765\u7684\u5341\u516b\u5206\u4e4b\u4e00\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u6211\u4e00\u5f00\u59cb\u5e26\u7740\u4e00\u4e2a\u9519\u8bef\u524d\u63d0\u8fdb\u573a\uff0c\u8bef\u4ee5\u4e3a\u6536\u655b\u5feb\u5c31\u7b49\u540c\u4e8e\u7b54\u6848\u6b63\u786e\u3002\u800c\u8fd9\u6b21\u5b9e\u9a8c\uff0c\u6b63\u662f\u7528\u6700\u76f4\u63a5\u7684\u6570\u636e\u544a\u8bc9\u6211\uff1a\u5e76\u975e\u5982\u6b64\u3002\u8d1d\u53f6\u65af\u4f18\u5316\u6536\u655b\u5f97\u5e72\u8106\u5229\u843d\uff0c\u5168\u7a0b\u6ca1\u6709\u4efb\u4f55\u8b66\u544a\uff0c\u4e5f\u6ca1\u6709\u4efb\u4f55\u5f02\u5e38\u6807\u8bb0\uff0c\u6700\u7ec8\u5374\u7ed9\u51fa\u4e86\u4e00\u4e2a\u9519\u8bef\u7684\u7ed3\u8bba\u3002\u82e5\u6ca1\u6709\u7f51\u683c\u641c\u7d22\u5728\u65c1\u8fb9\u4f5c\u4e3a\u5bf9\u7167\uff0c\u6211\u5f88\u53ef\u80fd\u5c31\u8fd9\u6837\u5c06\u5176\u90e8\u7f72\u4e0a\u7ebf\u4e86\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u6211\u7684\u505a\u6cd5\u662f\uff1a\u628a\u5355\u6b21\u8d1d\u53f6\u65af\u8fd0\u884c\u4ec5\u5f53\u4f5c\u4e00\u4e2a\u8d77\u59cb\u5047\u8bbe\uff0c\u800c\u975e\u6700\u7ec8\u7ed3\u8bba\u3002\u6211\u4f1a\u8dd1\u591a\u4e2a\u968f\u673a\u79cd\u5b50\uff0c\u5728\u91c7\u4fe1\u4efb\u4f55\u7ed3\u679c\u4e4b\u524d\uff0c\u5148\u68c0\u89c6\u5b83\u4eec\u4e4b\u95f4\u662f\u5426\u4e00\u81f4\u3002\u5982\u679c5\u4e2a\u79cd\u5b50\u843d\u5728\u4e865\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u533a\u57df\uff0c\u90a3\u4e48\u8fd9\u79cd\u4e0d\u4e00\u81f4\u672c\u8eab\u4fbf\u662f\u6700\u503c\u5f97\u5173\u6ce8\u7684\u4fe1\u53f7\uff0c\u5b83\u5e94\u8be5\u88ab\u89e3\u8bfb\u4e3a\u5173\u952e\u4fe1\u606f\uff0c\u800c\u4e0d\u662f\u9700\u8981\u88ab\u5e73\u5747\u6389\u7684\u566a\u58f0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/ySoFbYBXfICFUqbvkPJjzSc097n0ibXGrgbcGFrOWOMZjZoIozNRicWfc5ljg8M7PuC5KKCVWDzoUgS3fVKq4kibK2icTTty5QtPgSv2cAqqdWI\/640?wx_fmt=png&amp;from=appmsg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u6b63\u786e\u6253\u5f00\u65b9\u5f0f\uff1a\u591a seed \u9a8c\u8bc1\uff0c\u5fc5\u8981\u65f6\u7528\u7f51\u683c\u641c\u7d22\u515c\u5e95<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u5e2e\u4ece\u9884\u6d4b\u5e02\u573a\u8d5a\u8d70 4000 \u4e07\u7684\u4ea4\u6613\u5458\uff0c\u4e0d\u662f\u53ea\u8dd1\u4e00\u6b21 Frank-Wolfe \u5c31\u62ff\u7ed3\u679c\u4e0b\u5355\u3002\u6587\u7ae0\u91cc\u5199\u4e86\u6267\u884c\u9a8c\u8bc1\u5c42\u3001\u9608\u503c\u68c0\u67e5\uff0c\u8fd8\u6709\u4ed6\u4eec\u5728\u6295\u94b1\u4e4b\u524d\u8ffd\u8e2a\u7684\u6536\u655b\u5dee\u8ddd\u3002\u6211\u76f4\u63a5\u7701\u7565\u4e86&#8221;\u9a8c\u8bc1&#8221;\u8fd9\u4e00\u6b65\uff0c\u5c31\u62ff\u4e86\u7ed3\u679c\u3002\u4ed6\u4eec\u6ca1\u8df3\u8fc7\u7684\u90a3\u4e2a\u6b65\u9aa4\uff0c\u624d\u662f\u771f\u5173\u952e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u56de\u6d4b\u5de5\u5177<\/strong>\uff1avectorbt + Optuna\uff0c\u6807\u7684 AAPL\uff0c2015-01 \u81f3 2024-01\uff0c\u624b\u7eed\u8d39 0.1%\uff0c\u6ed1\u70b9 0.2%<\/p>\n\n\n\n<p 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