{"id":25010,"date":"2026-02-10T07:23:58","date_gmt":"2026-02-09T23:23:58","guid":{"rendered":"https:\/\/www.xq.com.tw\/xstrader\/?p=25010"},"modified":"2026-02-10T07:23:58","modified_gmt":"2026-02-09T23:23:58","slug":"%e8%80%83%e5%a4%ab%e6%9b%bc%e8%87%aa%e9%81%a9%e6%87%89%e5%9d%87%e7%b7%9a-kaufmans-adaptive-moving-average-kama","status":"publish","type":"post","link":"https:\/\/www.xq.com.tw\/xstrader\/%e8%80%83%e5%a4%ab%e6%9b%bc%e8%87%aa%e9%81%a9%e6%87%89%e5%9d%87%e7%b7%9a-kaufmans-adaptive-moving-average-kama\/","title":{"rendered":"\u8003\u592b\u66fc\u81ea\u9069\u61c9\u5747\u7dda (Kaufman&#8217;s Adaptive Moving Average, KAMA)"},"content":{"rendered":"<p><b>\u8003\u592b\u66fc\u81ea\u9069\u61c9\u5747\u7dda (Kaufman&#8217;s Adaptive Moving Average, KAMA)<\/b><span style=\"font-weight: 400;\"> \u7531 \u50b3\u5947\u91cf\u5316\u5927\u5e2bPerry Kaufman \uff0c\u5728\u5176\u8457\u4f5c\u300aSmarter Trading\u300b\u4e2d\u6240\u767c\u660e\u7684\u7d93\u5178\u6307\u6a19\uff0c\u5c08\u9580\u7528\u4f86\u89e3\u6c7a\u300c\u5747\u7dda\u5728\u76e4\u6574\u671f\u88ab\u6253\u81c9\u300d\u7684\u554f\u984c\u3002\u00a0<\/span><\/p>\n<p>\u8ddf\u50b3\u7d71\u5747\u7dda\u7684\u5dee\u7570\u5728\u65bc<span style=\"font-weight: 400;\">KAMA \u5f15\u5165\u4e86\u4e00\u500b\u300c\u6548\u7387\u4fc2\u6578 (Efficiency Ratio, ER)\u300d\u3002<\/span><\/p>\n<p>\u9019\u500b\u7cfb\u6578\u7684\u8a08\u7b97\u516c\u5f0f\u5982\u4e0b<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25013\" src=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-065035.png\" alt=\"\" width=\"336\" height=\"75\" srcset=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-065035.png 336w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-065035-300x67.png 300w\" sizes=\"auto, (max-width: 336px) 100vw, 336px\" \/><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u8da8\u52e2\u76e4\uff1a<\/b><span style=\"font-weight: 400;\"> \u50f9\u683c\u76f4\u76f4\u885d\uff0c\u4f4d\u79fb \u8ddf \u8def\u5f91\u5f88\u63a5\u8fd1\uff0cER\u8da8\u8fd1\u65bc 1\u3002KAMA \u6703\u8b8a\u5f97\u975e\u5e38\u9748\u654f\uff08\u50cf\u77ed\u671f\u5747\u7dda\uff09\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u9707\u76ea\u76e4\uff1a<\/b><span style=\"font-weight: 400;\"> \u50f9\u683c\u4e0a\u4e0b\u5237\uff0c\u4f4d\u79fb\u5f88\u5c0f\u4f46\u8def\u5f91\u5f88\u9577\uff0cER \u8da8\u8fd1\u65bc 0\u3002KAMA \u6703\u81ea\u52d5\u505c\u6eef\u300d**\uff0c\u8b8a\u6210\u4e00\u689d\u6c34\u5e73\u7dda\u3002<\/span><\/li>\n<\/ul>\n<p><b>\u904e\u6ffe\u5047\u7a81\u7834\u7684\u908f\u8f2f\uff1a<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">\u7576\u5e02\u5834\u51fa\u73fe\u5047\u7a81\u7834\uff08\u77ac\u9593\u66b4\u6f32\u4f46\u96a8\u5373\u62c9\u56de\uff09\u6642\uff0c\u96d6\u7136\u50f9\u683c\u52d5\u4e86\uff0c\u4f46\u300c\u8def\u5f91\u300d\u8b8a\u9577\u4e86\uff0c\u5c0e\u81f4 ER \u4e0b\u964d\u3002KAMA \u6703\u5224\u5b9a\u9019\u662f\u300c\u566a\u97f3\u300d\u800c\u62d2\u7d55\u8ddf\u96a8\u3002\u53ea\u6709\u7576\u50f9\u683c\u300c\u7a69\u5b9a\u4e14\u6709\u6548\u7387\u300d\u5730\u79fb\u52d5\u6642\uff0cKAMA \u624d\u6703\u8f49\u5411\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u662f KAMA \u7684\u5b8c\u6574\u6578\u5b78\u89e3\u6790\u3001\u61c9\u7528\u908f\u8f2f\u8207 XScript \u8173\u672c\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">1. KAMA \u7684\u6838\u5fc3\u610f\u7fa9\uff1a\u8a0a\u865f\u8207\u96dc\u8a0a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">KAMA \u7684\u6838\u5fc3\u54f2\u5b78\u662f\uff1a<\/span><b>\u300c\u7576\u5e02\u5834\u5145\u6eff\u96dc\u8a0a\uff08\u76e4\u6574\uff09\u6642\uff0c\u5747\u7dda\u61c9\u8a72\u505c\u6b62\u79fb\u52d5\uff1b\u7576\u8a0a\u865f\u660e\u78ba\uff08\u8da8\u52e2\uff09\u6642\uff0c\u5747\u7dda\u61c9\u8a72\u52a0\u901f\u8ffd\u8d95\u3002\u300d<\/b><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">2. \u8a08\u7b97\u516c\u5f0f\u8a73\u89e3<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">KAMA \u7684\u8a08\u7b97\u5206\u70ba\u4e09\u500b\u6b65\u9a5f\uff0c\u908f\u8f2f\u975e\u5e38\u56b4\u8b39\uff1a<\/span><\/p>\n<h4><b>Step 1: \u8a08\u7b97\u6548\u7387\u4fc2\u6578 (ER)<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u9019\u662f KAMA \u7684\u5927\u8166\uff0c\u7528\u4f86\u5224\u65b7\u73fe\u5728\u662f\u8da8\u52e2\u9084\u662f\u76e4\u6574\u3002<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25015\" src=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071532.png\" alt=\"\" width=\"958\" height=\"246\" srcset=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071532.png 958w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071532-300x77.png 300w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071532-768x197.png 768w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071532-660x169.png 660w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<h4><b>Step 2: \u8a08\u7b97\u5e73\u6ed1\u5e38\u6578 (Smoothing Constant, SC)<\/b><\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25017\" src=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071620.png\" alt=\"\" width=\"721\" height=\"501\" srcset=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071620.png 721w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071620-300x208.png 300w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071620-660x459.png 660w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-071620-200x140.png 200w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/><\/p>\n<h2><b>3. XScript (XQ \u8a9e\u6cd5) \u5b8c\u6574\u8173\u672c<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u9019\u6bb5\u4ee3\u78bc\u60a8\u53ef\u4ee5\u76f4\u63a5\u7528\u65bc XQ\u3002<\/span><\/p>\n<pre class='brush:xs'>\/\/ \u6307\u6a19\u540d\u7a31\uff1aKaufman's Adaptive Moving Average (KAMA)\r\n\/\/ -----------------------------------------------------------\r\nInput: \r\nPeriod(10, \"\u8a08\u7b97\u9031\u671f (ER)\"), \r\nFastEnd(2, \"\u6700\u5febEMA\u9031\u671f\"), \r\nSlowEnd(30, \"\u6700\u6162EMA\u9031\u671f\");\r\n\r\nVariable: Direction(0), Volatility1(0), ER(0);\r\nVariable: FastSC(0), SlowSC(0), SC(0);\r\nVariable: KAMA_Val(0);\r\n\r\n\/\/ 1. \u521d\u59cb\u5316\u5e73\u6ed1\u5e38\u6578 (\u5c07 EMA \u9031\u671f\u8f49\u63db\u70ba\u6b0a\u91cd\u5e38\u6578)\r\n\/\/ EMA\u6b0a\u91cd\u516c\u5f0f = 2 \/ (N + 1)\r\nOnce begin\r\nFastSC = 2 \/ (FastEnd + 1);\r\nSlowSC = 2 \/ (SlowEnd + 1);\r\nend;\r\n\r\n\/\/ 2. \u8a08\u7b97\u6548\u7387\u4fc2\u6578 (Efficiency Ratio, ER)\r\n\/\/ Direction: \u50f9\u683c\u6de8\u4f4d\u79fb (\u76f4\u7dda\u8ddd\u96e2)\r\nDirection = AbsValue(Close - Close[Period]);\r\n\r\n\/\/ Volatility: \u50f9\u683c\u7e3d\u8def\u5f91 (\u6bcf\u65e5\u6ce2\u52d5\u7e3d\u548c)\r\n\/\/ \u4f7f\u7528 Summation \u51fd\u6578\u7d2f\u52a0\u904e\u53bb Period \u5929\u7684\u6bcf\u65e5\u6ce2\u52d5\r\nVolatility1 = Summation(AbsValue(Close - Close[1]), Period);\r\n\r\n\/\/ \u9632\u5446\u6a5f\u5236\uff1a\u907f\u514d\u5206\u6bcd\u70ba 0\r\nif Volatility1 &gt; 0 then \r\nER = Direction \/ Volatility1\r\nelse \r\nER = 0;\r\n\r\n\/\/ 3. \u8a08\u7b97\u5e73\u6ed1\u5e38\u6578 (SC)\r\n\/\/ \u9019\u662f KAMA \u7684\u6838\u5fc3\uff1a\u5c07 ER \u5c0d\u6620\u5230 FastSC \u8207 SlowSC \u4e4b\u9593\uff0c\u4e26\u5e73\u65b9\u4ee5\u58d3\u6291\u96dc\u8a0a\r\nSC = Power(ER * (FastSC - SlowSC) + SlowSC, 2);\r\n\r\n\/\/ 4. \u8a08\u7b97 KAMA\r\n\/\/ \u7b2c\u4e00\u6839 Bar \u76f4\u63a5\u7528\u6536\u76e4\u50f9\uff0c\u4e4b\u5f8c\u7528\u905e\u6b78\u516c\u5f0f\r\nif CurrentBar = 1 then\r\nKAMA_Val = Close\r\nelse\r\nKAMA_Val = KAMA_Val[1] + SC * (Close - KAMA_Val[1]);\r\n\r\n\/\/ 5. \u7e6a\u5716\u8f38\u51fa\r\nPlot1(KAMA_Val, \"KAMA\");<\/pre>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><b>4. \u7522\u54c1\u61c9\u7528\uff1a\u5982\u4f55\u5229\u7528 KAMA \u904e\u6ffe\u5047\u7a81\u7834\uff1f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u9019\u6b63\u662f KAMA \u6700\u5f37\u5927\u7684\u5730\u65b9\u3002\u5c0d\u65bc <\/span><b>Moneydj<\/b><span style=\"font-weight: 400;\"> \u7684\u7528\u6236\uff0c\u60a8\u53ef\u4ee5\u9019\u6a23\u8a2d\u8a08\u7b56\u7565\u6559\u5b78\u6216\u529f\u80fd\u63d0\u793a\uff1a<\/span><\/p>\n<h4><b>\u60c5\u5883\uff1a\u5047\u7a81\u7834 (False Breakout)<\/b><\/h4>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u73fe\u8c61\uff1a<\/b><span style=\"font-weight: 400;\"> \u80a1\u50f9\u77ac\u9593\u5927\u6f32\uff0c\u7a81\u7834\u4e86\u524d\u6ce2\u9ad8\u9ede\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u50b3\u7d71\u5747\u7dda\u53cd\u61c9\uff1a<\/b><span style=\"font-weight: 400;\"> \u56e0\u70ba\u50f9\u683c\u5927\u6f32\uff0c\u50b3\u7d71 MA (\u5982 5MA) \u6703\u7acb\u523b\u52fe\u982d\u5411\u4e0a\uff0c\u767c\u51fa\u8cb7\u9032\u8a0a\u865f -&gt; <\/span><b>\u7d50\u679c\u8cb7\u5728\u6700\u9ad8\u9ede\uff0c\u9694\u5929\u5927\u8dcc\uff08\u5047\u7a81\u7834\uff09\u3002<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>KAMA \u7684\u53cd\u61c9\uff1a<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u96d6\u7136\u50f9\u683c\u4f4d\u79fb\uff08\u5206\u5b50\uff09\u8b8a\u5927\u4e86\uff0c\u4f46\u5982\u679c\u9019\u6b21\u7a81\u7834\u662f\u4f34\u96a8\u8457\u5287\u70c8\u7684\u4e0a\u4e0b\u5237\u6d17\uff08\u5206\u6bcd Volatility \u66f4\u5927\uff09\uff0cER \u503c\u53cd\u800c\u6703\u5f88\u4f4e\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><b>\u7d50\u679c\uff1a<\/b><span style=\"font-weight: 400;\"> KAMA \u7dda\u6703<\/span><b>\u4fdd\u6301\u6c34\u5e73<\/b><span style=\"font-weight: 400;\">\uff0c\u751a\u81f3\u5e7e\u4e4e\u4e0d\u52d5\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><b>\u7b56\u7565\u610f\u7fa9\uff1a<\/b><span style=\"font-weight: 400;\"> \u9019\u544a\u8a34\u4ea4\u6613\u8005\uff1a\u300c\u50f9\u683c\u96d6\u7136\u52d5\u4e86\uff0c\u4f46\u6548\u7387\u5f88\u4f4e\uff0c\u9019\u4e0d\u662f\u7a69\u5065\u7684\u8da8\u52e2\uff0c<\/span><b>\u4e0d\u8981\u8ffd\u50f9\uff01<\/b><span style=\"font-weight: 400;\">\u300d<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><b>\u60c5\u5883\uff1a\u771f\u8da8\u52e2 (True Trend)<\/b><\/h4>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u73fe\u8c61\uff1a<\/b><span style=\"font-weight: 400;\"> \u80a1\u50f9\u7a69\u6b65\u63a8\u5347\uff0c\u6bcf\u5929\u90fd\u6f32\u4e00\u9ede\u9ede\uff0c\u56de\u6a94\u5f88\u6dfa\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>KAMA \u7684\u53cd\u61c9\uff1a<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u4f4d\u79fb\u5927\uff0c\u4f46\u7e3d\u8def\u5f91\u4e5f\u77ed\uff08\u56e0\u70ba\u6c92\u6709\u591a\u9918\u7684\u9707\u76ea\uff09\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">ER \u503c\u63a5\u8fd1 1\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><b>\u7d50\u679c\uff1a<\/b><span style=\"font-weight: 400;\"> KAMA \u6703\u7a81\u7136\u52a0\u901f\uff0c\u7dca\u7dca\u8cbc\u8457\u50f9\u683c\u4e0a\u63da\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><b>\u7b56\u7565\u610f\u7fa9\uff1a<\/b><span style=\"font-weight: 400;\"> \u9019\u662f\u9ad8\u6548\u7387\u8da8\u52e2\uff0c<\/span><b>\u5927\u81bd\u8cb7\u9032\uff01<\/b><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u662f\u7528\u9019\u500b\u5747\u7dda\u53ca\u5747\u7dda\u8207\u80a1\u50f9\u50f9\u5dee\u4f5c\u7684\u6307\u6a19\u61c9\u7528\u5716<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25019\" src=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340.png\" alt=\"\" width=\"1840\" height=\"772\" srcset=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340.png 1840w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340-300x126.png 300w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340-1024x430.png 1024w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340-768x322.png 768w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340-1536x644.png 1536w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070340-660x277.png 660w\" sizes=\"auto, (max-width: 1840px) 100vw, 1840px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25022\" src=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529.png\" alt=\"\" width=\"1824\" height=\"768\" srcset=\"https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529.png 1824w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529-300x126.png 300w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529-1024x431.png 1024w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529-768x323.png 768w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529-1536x647.png 1536w, https:\/\/www.xq.com.tw\/xstrader\/wp-content\/uploads\/2026\/02\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-02-10-070529-660x278.png 660w\" sizes=\"auto, (max-width: 1824px) 100vw, 1824px\" \/><\/p>\n<h3><b>\u7e3d\u7d50<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">KAMA \u5c31\u50cf\u662f\u4e00\u500b\u300c\u6709\u6f54\u7656\u300d\u7684\u5747\u7dda\u3002\u5b83\u75db\u6068\u96dc\u8a0a\uff0c\u53ea\u6709\u5728\u8da8\u52e2\u975e\u5e38\u4e7e\u6de8\u6642\u624d\u6703\u9032\u5834\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8003\u592b\u66fc\u81ea\u9069\u61c9\u5747\u7dda (Kaufman&#8217;s Adaptive Moving Average, KAMA) \u7531 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