{"id":88622,"date":"2026-08-01T13:56:38","date_gmt":"2026-08-01T05:56:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/88622.html"},"modified":"2026-08-01T13:56:38","modified_gmt":"2026-08-01T05:56:38","slug":"ai%e6%8e%a8%e5%8a%a8%e5%b7%a5%e4%b8%9a%e6%99%ba%e8%83%bd%e5%8c%96%e8%bd%ac%e5%9e%8b%e7%b3%bb%e5%88%97%e6%96%87%e7%ab%a007%ef%bc%9a%e5%88%86%e7%b1%bb%e4%b8%8e%e8%af%8a%e6%96%ad%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/88622.html","title":{"rendered":"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1"},"content":{"rendered":"<h2>\u7b2c 7 \u671f | \u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb&#xff1a;\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1<\/h2>\n<p>\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u7ec8\u6781\u5f62\u6001\u662f&#034;\u8bca\u65ad&#034;&#xff1a;\u5224\u65ad\u8bbe\u5907\u662f\u5426\u6545\u969c\u3001\u7089\u51b5\u662f\u5426\u5f02\u5e38\u3001\u4ea7\u54c1\u662f\u5426\u5408\u683c\u3002\u4e0e\u4e92\u8054\u7f51\u5206\u7c7b&#xff08;\u732b\u72d7\u56fe\u7247&#xff09;\u4e0d\u540c&#xff0c;\u5de5\u4e1a\u8bca\u65ad\u9762\u4e34\u7c7b\u522b\u6781\u7aef\u4e0d\u5e73\u8861\u3001\u6807\u7b7e\u6a21\u7cca\u3001\u8bef\u62a5\u4ee3\u4ef7\u4e0d\u5bf9\u79f0\u4e09\u91cd\u6311\u6218\u3002\u672c\u671f\u7ed9\u51fa\u5de5\u4e1a\u5206\u7c7b\u7684\u7b97\u6cd5\u5de5\u5177\u7bb1\u4e0e\u4e0d\u5e73\u8861\u5e94\u5bf9\u4f53\u7cfb\u3002<\/p>\n<h3>\u4e00\u3001\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u56db\u5927\u7c7b\u578b &#x1f5c2;\ufe0f<\/h3>\n<p>#mermaid-svg-gta1xiHgwXaRc6Yi{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-gta1xiHgwXaRc6Yi .error-icon{fill:#552222;}#mermaid-svg-gta1xiHgwXaRc6Yi .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-gta1xiHgwXaRc6Yi .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-gta1xiHgwXaRc6Yi .marker{fill:#333333;stroke:#333333;}#mermaid-svg-gta1xiHgwXaRc6Yi .marker.cross{stroke:#333333;}#mermaid-svg-gta1xiHgwXaRc6Yi svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-gta1xiHgwXaRc6Yi p{margin:0;}#mermaid-svg-gta1xiHgwXaRc6Yi .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster-label text{fill:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster-label span{color:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster-label span p{background-color:transparent;}#mermaid-svg-gta1xiHgwXaRc6Yi .label text,#mermaid-svg-gta1xiHgwXaRc6Yi span{fill:#333;color:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi .node rect,#mermaid-svg-gta1xiHgwXaRc6Yi .node circle,#mermaid-svg-gta1xiHgwXaRc6Yi .node ellipse,#mermaid-svg-gta1xiHgwXaRc6Yi .node polygon,#mermaid-svg-gta1xiHgwXaRc6Yi .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-gta1xiHgwXaRc6Yi .rough-node .label text,#mermaid-svg-gta1xiHgwXaRc6Yi .node .label text,#mermaid-svg-gta1xiHgwXaRc6Yi .image-shape .label,#mermaid-svg-gta1xiHgwXaRc6Yi .icon-shape .label{text-anchor:middle;}#mermaid-svg-gta1xiHgwXaRc6Yi .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-gta1xiHgwXaRc6Yi .rough-node .label,#mermaid-svg-gta1xiHgwXaRc6Yi .node .label,#mermaid-svg-gta1xiHgwXaRc6Yi .image-shape .label,#mermaid-svg-gta1xiHgwXaRc6Yi .icon-shape .label{text-align:center;}#mermaid-svg-gta1xiHgwXaRc6Yi .node.clickable{cursor:pointer;}#mermaid-svg-gta1xiHgwXaRc6Yi .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-gta1xiHgwXaRc6Yi .arrowheadPath{fill:#333333;}#mermaid-svg-gta1xiHgwXaRc6Yi .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-gta1xiHgwXaRc6Yi .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-gta1xiHgwXaRc6Yi .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gta1xiHgwXaRc6Yi .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-gta1xiHgwXaRc6Yi .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gta1xiHgwXaRc6Yi .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster text{fill:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi .cluster span{color:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-gta1xiHgwXaRc6Yi .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-gta1xiHgwXaRc6Yi rect.text{fill:none;stroke-width:0;}#mermaid-svg-gta1xiHgwXaRc6Yi .icon-shape,#mermaid-svg-gta1xiHgwXaRc6Yi .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gta1xiHgwXaRc6Yi .icon-shape p,#mermaid-svg-gta1xiHgwXaRc6Yi .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-gta1xiHgwXaRc6Yi .icon-shape .label rect,#mermaid-svg-gta1xiHgwXaRc6Yi .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gta1xiHgwXaRc6Yi .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-gta1xiHgwXaRc6Yi .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-gta1xiHgwXaRc6Yi :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7c7b\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bbe\u5907\u6545\u969c\u8bca\u65ad\u8f93\u5165: \u632f\u52a8\/\u6e29\u5ea6\/\u7535\u6d41\u8f93\u51fa: \u6545\u969c\u6a21\u5f0f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8fc7\u7a0b\u72b6\u6001\u8bc6\u522b\u8f93\u5165: \u5de5\u827a\u53c2\u6570\u7279\u5f81\u8f93\u51fa: \u987a\u884c\/\u5f02\u5e38\u6a21\u5f0f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4ea7\u54c1\u8d28\u91cf\u5224\u5b9a\u8f93\u5165: \u56fe\u50cf\/\u5de5\u827a\u66f2\u7ebf\u8f93\u51fa: \u5408\u683c\/\u7f3a\u9677\u7b49\u7ea7<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u64cd\u4f5c\u4e8b\u4ef6\u68c0\u6d4b\u8f93\u5165: \u53c2\u6570\u53d8\u5316\u6a21\u5f0f\u8f93\u51fa: \u4e8b\u4ef6\u7c7b\u578b<\/p>\n<p><\/span><\/p>\n<h3>\u4e8c\u3001\u4e3b\u6d41\u5206\u7c7b\u7b97\u6cd5\u7684\u5de5\u4e1a\u753b\u50cf &#x1f9f0;<\/h3>\n<h4>\u903b\u8f91\u56de\u5f52\u4e0e SVM&#xff1a;\u5c0f\u6837\u672c\u65f6\u4ee3\u7684\u9057\u4ea7<\/h4>\n<ul>\n<li>\u903b\u8f91\u56de\u5f52&#xff1a;\u8f93\u51fa\u6982\u7387\u3001\u53ef\u89e3\u91ca&#xff0c;\u9002\u5408\u4f5c\u4e3a\u8bca\u65ad\u57fa\u7ebf&#xff1b;<\/li>\n<li>SVM&#xff1a;\u5c0f\u6837\u672c\u9ad8\u7ef4\u573a\u666f\u7684\u7ecf\u5178&#xff08;\u5982\u6570\u767e\u6837\u672c\u7684\u6545\u969c\u5206\u7c7b&#xff09;&#xff0c;\u6838\u6280\u5de7\u5904\u7406\u975e\u7ebf\u6027&#xff1b;\u77ed\u677f\u662f\u5927\u6570\u636e\u6162\u3001\u6982\u7387\u8f93\u51fa\u9700\u6821\u51c6\u3002<\/li>\n<\/ul>\n<h4>\u6811\u6a21\u578b\u5bb6\u65cf&#xff1a;\u8bca\u65ad\u4e3b\u529b<\/h4>\n<p>\u968f\u673a\u68ee\u6797\u4e0e XGBoost \u5728\u5de5\u4e1a\u8bca\u65ad\u4e2d\u7684\u7edf\u6cbb\u529b\u4e0e\u56de\u5f52\u573a\u666f\u4e00\u81f4&#xff0c;\u53e6\u6709\u4e24\u4e2a\u72ec\u7279\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u7279\u5f81\u91cd\u8981\u6027&#061;\u8bca\u65ad\u4f9d\u636e&#xff1a;\u8f93\u51fa&#034;\u632f\u52a8 3 \u500d\u9891\u80fd\u91cf\u8d21\u732e\u6700\u5927&#034;\u76f4\u63a5\u5bf9\u5e94\u673a\u68b0\u6545\u969c\u673a\u7406&#xff08;\u4e0d\u5bf9\u4e2d\u3001\u677e\u52a8&#xff09;&#xff1b;<\/li>\n<li>\u7c7b\u6743\u91cd\u673a\u5236&#xff1a;class_weight \u53c2\u6570\u4e00\u884c\u4ee3\u7801\u5e94\u5bf9\u4e0d\u5e73\u8861\u3002<\/li>\n<\/ul>\n<h4>CNN&#xff1a;\u56fe\u50cf\u7c7b\u8bca\u65ad\u7684\u6807\u51c6\u89e3<\/h4>\n<p>\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\u3001\u4eea\u8868\u8bfb\u6570\u8bc6\u522b\u3001\u6599\u9762\u72b6\u6001\u5224\u5b9a\u7684\u9ed8\u8ba4\u9009\u62e9&#xff08;\u7b2c 10 \u671f\u4e13\u8ff0&#xff09;\u3002<\/p>\n<h4>\u4e00\u7ef4 CNN \/ LSTM&#xff1a;\u6ce2\u5f62\u7c7b\u8bca\u65ad<\/h4>\n<p>\u632f\u52a8\u4fe1\u53f7\u3001\u7535\u6d41\u6ce2\u5f62\u7684\u6545\u969c\u8bca\u65ad&#xff0c;\u76f4\u63a5\u4ee5\u539f\u59cb\u6ce2\u5f62\u6216\u9891\u8c31\u4e3a\u8f93\u5165&#xff0c;\u7aef\u5230\u7aef\u5b66\u4e60\u2014\u2014\u66ff\u4ee3\u4f20\u7edf&#034;\u4eba\u5de5\u63d0\u7279\u5f81&#043;\u5206\u7c7b\u5668&#034;\u8def\u7ebf&#xff0c;\u4f46\u9700\u66f4\u591a\u6545\u969c\u6837\u672c\u652f\u6491\u3002<\/p>\n<h3>\u4e09\u3001\u7c7b\u522b\u4e0d\u5e73\u8861&#xff1a;\u5de5\u4e1a\u8bca\u65ad\u7684\u6838\u5fc3\u96be\u9898 \u2696\ufe0f<\/h3>\n<p>\u5de5\u4e1a\u6570\u636e\u7684\u5178\u578b\u5931\u8861\u6bd4&#xff1a;\u6b63\u5e38\u6837\u672c : \u6545\u969c\u6837\u672c &#061; 10000 : 1 \u751a\u81f3\u66f4\u9ad8\u3002\u6b64\u65f6&#034;\u5168\u90e8\u5224\u6b63\u5e38&#034;\u7684\u6a21\u578b\u51c6\u786e\u7387 99.99% \u5374\u6beb\u65e0\u4ef7\u503c\u3002<\/p>\n<p>\u5e94\u5bf9\u4f53\u7cfb\u7684\u4e94\u4e2a\u5c42\u6b21&#xff1a;<\/p>\n<p>#mermaid-svg-cSvgGPQIF4JMYScv{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-cSvgGPQIF4JMYScv .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-cSvgGPQIF4JMYScv .error-icon{fill:#552222;}#mermaid-svg-cSvgGPQIF4JMYScv .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-cSvgGPQIF4JMYScv .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-cSvgGPQIF4JMYScv .marker{fill:#333333;stroke:#333333;}#mermaid-svg-cSvgGPQIF4JMYScv .marker.cross{stroke:#333333;}#mermaid-svg-cSvgGPQIF4JMYScv svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-cSvgGPQIF4JMYScv p{margin:0;}#mermaid-svg-cSvgGPQIF4JMYScv .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-cSvgGPQIF4JMYScv .cluster-label text{fill:#333;}#mermaid-svg-cSvgGPQIF4JMYScv .cluster-label span{color:#333;}#mermaid-svg-cSvgGPQIF4JMYScv .cluster-label span p{background-color:transparent;}#mermaid-svg-cSvgGPQIF4JMYScv .label text,#mermaid-svg-cSvgGPQIF4JMYScv span{fill:#333;color:#333;}#mermaid-svg-cSvgGPQIF4JMYScv .node rect,#mermaid-svg-cSvgGPQIF4JMYScv .node circle,#mermaid-svg-cSvgGPQIF4JMYScv .node ellipse,#mermaid-svg-cSvgGPQIF4JMYScv .node polygon,#mermaid-svg-cSvgGPQIF4JMYScv .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-cSvgGPQIF4JMYScv .rough-node .label text,#mermaid-svg-cSvgGPQIF4JMYScv .node .label text,#mermaid-svg-cSvgGPQIF4JMYScv .image-shape .label,#mermaid-svg-cSvgGPQIF4JMYScv .icon-shape .label{text-anchor:middle;}#mermaid-svg-cSvgGPQIF4JMYScv .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-cSvgGPQIF4JMYScv .rough-node .label,#mermaid-svg-cSvgGPQIF4JMYScv .node .label,#mermaid-svg-cSvgGPQIF4JMYScv .image-shape .label,#mermaid-svg-cSvgGPQIF4JMYScv .icon-shape .label{text-align:center;}#mermaid-svg-cSvgGPQIF4JMYScv .node.clickable{cursor:pointer;}#mermaid-svg-cSvgGPQIF4JMYScv .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-cSvgGPQIF4JMYScv .arrowheadPath{fill:#333333;}#mermaid-svg-cSvgGPQIF4JMYScv .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-cSvgGPQIF4JMYScv .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-cSvgGPQIF4JMYScv .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-cSvgGPQIF4JMYScv .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-cSvgGPQIF4JMYScv .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-cSvgGPQIF4JMYScv .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-cSvgGPQIF4JMYScv .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-cSvgGPQIF4JMYScv .cluster text{fill:#333;}#mermaid-svg-cSvgGPQIF4JMYScv .cluster span{color:#333;}#mermaid-svg-cSvgGPQIF4JMYScv div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-cSvgGPQIF4JMYScv .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-cSvgGPQIF4JMYScv rect.text{fill:none;stroke-width:0;}#mermaid-svg-cSvgGPQIF4JMYScv .icon-shape,#mermaid-svg-cSvgGPQIF4JMYScv .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-cSvgGPQIF4JMYScv .icon-shape p,#mermaid-svg-cSvgGPQIF4JMYScv .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-cSvgGPQIF4JMYScv .icon-shape .label rect,#mermaid-svg-cSvgGPQIF4JMYScv .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-cSvgGPQIF4JMYScv .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-cSvgGPQIF4JMYScv .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-cSvgGPQIF4JMYScv :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4e0d\u5e73\u8861\u5e94\u5bf9\u4e94\u5c42\u6b21<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>1 \u6570\u636e\u5c42: \u91cd\u91c7\u6837SMOTE\u8fc7\u91c7\u6837\/\u968f\u673a\u6b20\u91c7\u6837\u6ce8\u610f: SMOTE\u5728\u65f6\u5e8f\u6570\u636e\u614e\u7528<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>2 \u7b97\u6cd5\u5c42: \u4ee3\u4ef7\u654f\u611fclass_weight\u8c03\u6545\u969c\u7c7b\u6743\u91cd\u9608\u503c\u79fb\u52a8\u66ff\u4ee30.5\u9ed8\u8ba4<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>3 \u8bc4\u4f30\u5c42: \u6362\u6307\u6807\u5f03\u7528\u51c6\u786e\u7387\u7528\u53ec\u56de\u7387\/\u7cbe\u786e\u7387\/F1\/AUC<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>4 \u8303\u5f0f\u5c42: \u6362\u95ee\u9898\u5b9a\u4e49\u5206\u7c7b\u2192\u5f02\u5e38\u68c0\u6d4b\u53ea\u7528\u6b63\u5e38\u6837\u672c\u5efa\u6a21<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>5 \u77e5\u8bc6\u5c42: \u89c4\u5219\u878d\u5408\u7a00\u6709\u6545\u969c\u7528\u4e13\u5bb6\u89c4\u5219\u515c\u5e95\u6a21\u578b&#043;\u89c4\u5219\u53cc\u901a\u9053<\/p>\n<p><\/span><\/p>\n<p>\u8bc4\u4f30\u6307\u6807\u7684\u6b63\u786e\u9009\u62e9&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u542b\u4e49\u5de5\u4e1a\u8bca\u65ad\u4fa7\u91cd<\/tr>\n<tbody>\n<tr>\n<td>\u53ec\u56de\u7387&#xff08;\u6f0f\u62a5\u7387\u5012\u6570&#xff09;<\/td>\n<td>\u6545\u969c\u4e2d\u88ab\u68c0\u51fa\u7684\u6bd4\u4f8b<\/td>\n<td>\u5b89\u5168\u573a\u666f\u6838\u5fc3&#xff1a;\u6f0f\u62a5\u5bb9\u5fcd\u5ea6\u6781\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u7cbe\u786e\u7387&#xff08;\u8bef\u62a5\u7387\u76f8\u5173&#xff09;<\/td>\n<td>\u62a5\u8b66\u4e2d\u771f\u5b9e\u6545\u969c\u6bd4\u4f8b<\/td>\n<td>\u8fd0\u7ef4\u6210\u672c\u6838\u5fc3&#xff1a;\u8bef\u62a5\u6df9\u6ca1\u4fe1\u4efb<\/td>\n<\/tr>\n<tr>\n<td>F1<\/td>\n<td>\u4e24\u8005\u8c03\u548c\u5747\u503c<\/td>\n<td>\u7efc\u5408\u5e73\u8861<\/td>\n<\/tr>\n<tr>\n<td>PR-AUC<\/td>\n<td>\u4e0d\u5e73\u8861\u4e0b\u7684\u7a33\u5065\u6307\u6807<\/td>\n<td>\u6bd4 ROC-AUC \u66f4\u771f\u5b9e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u6218\u6743\u8861&#xff1a;\u5b89\u5168\u76f8\u5173\u8bca\u65ad&#xff08;\u5982\u7089\u7f38\u70e7\u7a7f\u9884\u8b66&#xff09;\u4f18\u5148\u4fdd\u53ec\u56de\u7387&#xff08;\u226599%&#xff09;&#xff0c;\u5bb9\u5fcd\u8f83\u9ad8\u8bef\u62a5&#xff0c;\u7531\u4eba\u5de5\u590d\u6838\u6d88\u5316&#xff1b;\u6548\u7387\u76f8\u5173\u8bca\u65ad&#xff08;\u5982\u8d28\u91cf\u5206\u7ea7&#xff09;\u8ffd\u6c42\u7cbe\u786e\u7387\u4e0e\u53ec\u56de\u7387\u5e73\u8861\u3002<\/p>\n<h3>\u56db\u3001\u62a5\u8b66\u9608\u503c&#xff1a;\u88ab\u5ffd\u89c6\u7684\u51b3\u7b56\u53d8\u91cf &#x1f39a;\ufe0f<\/h3>\n<p>\u5206\u7c7b\u6a21\u578b\u8f93\u51fa\u6982\u7387&#xff0c;\u9608\u503c\u51b3\u5b9a\u6700\u7ec8\u5224\u5b9a\u3002\u9ed8\u8ba4 0.5 \u51e0\u4e4e\u603b\u662f\u9519\u7684&#xff1a;<\/p>\n<p>#mermaid-svg-XngsGn8pdaPgkji9{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-XngsGn8pdaPgkji9 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-XngsGn8pdaPgkji9 .error-icon{fill:#552222;}#mermaid-svg-XngsGn8pdaPgkji9 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-XngsGn8pdaPgkji9 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-XngsGn8pdaPgkji9 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-XngsGn8pdaPgkji9 .marker.cross{stroke:#333333;}#mermaid-svg-XngsGn8pdaPgkji9 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-XngsGn8pdaPgkji9 p{margin:0;}#mermaid-svg-XngsGn8pdaPgkji9 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-XngsGn8pdaPgkji9 .cluster-label text{fill:#333;}#mermaid-svg-XngsGn8pdaPgkji9 .cluster-label span{color:#333;}#mermaid-svg-XngsGn8pdaPgkji9 .cluster-label span p{background-color:transparent;}#mermaid-svg-XngsGn8pdaPgkji9 .label text,#mermaid-svg-XngsGn8pdaPgkji9 span{fill:#333;color:#333;}#mermaid-svg-XngsGn8pdaPgkji9 .node rect,#mermaid-svg-XngsGn8pdaPgkji9 .node circle,#mermaid-svg-XngsGn8pdaPgkji9 .node ellipse,#mermaid-svg-XngsGn8pdaPgkji9 .node polygon,#mermaid-svg-XngsGn8pdaPgkji9 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-XngsGn8pdaPgkji9 .rough-node .label text,#mermaid-svg-XngsGn8pdaPgkji9 .node .label text,#mermaid-svg-XngsGn8pdaPgkji9 .image-shape .label,#mermaid-svg-XngsGn8pdaPgkji9 .icon-shape .label{text-anchor:middle;}#mermaid-svg-XngsGn8pdaPgkji9 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-XngsGn8pdaPgkji9 .rough-node .label,#mermaid-svg-XngsGn8pdaPgkji9 .node .label,#mermaid-svg-XngsGn8pdaPgkji9 .image-shape .label,#mermaid-svg-XngsGn8pdaPgkji9 .icon-shape .label{text-align:center;}#mermaid-svg-XngsGn8pdaPgkji9 .node.clickable{cursor:pointer;}#mermaid-svg-XngsGn8pdaPgkji9 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-XngsGn8pdaPgkji9 .arrowheadPath{fill:#333333;}#mermaid-svg-XngsGn8pdaPgkji9 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-XngsGn8pdaPgkji9 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-XngsGn8pdaPgkji9 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-XngsGn8pdaPgkji9 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-XngsGn8pdaPgkji9 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-XngsGn8pdaPgkji9 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-XngsGn8pdaPgkji9 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-XngsGn8pdaPgkji9 .cluster text{fill:#333;}#mermaid-svg-XngsGn8pdaPgkji9 .cluster span{color:#333;}#mermaid-svg-XngsGn8pdaPgkji9 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-XngsGn8pdaPgkji9 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-XngsGn8pdaPgkji9 rect.text{fill:none;stroke-width:0;}#mermaid-svg-XngsGn8pdaPgkji9 .icon-shape,#mermaid-svg-XngsGn8pdaPgkji9 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-XngsGn8pdaPgkji9 .icon-shape p,#mermaid-svg-XngsGn8pdaPgkji9 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-XngsGn8pdaPgkji9 .icon-shape .label rect,#mermaid-svg-XngsGn8pdaPgkji9 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-XngsGn8pdaPgkji9 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-XngsGn8pdaPgkji9 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-XngsGn8pdaPgkji9 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u8f93\u51fa\u6982\u7387\u5206\u5e03<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u9608\u503c\u5de6\u79fb: \u9ad8\u53ec\u56de\u9ad8\u8bef\u62a5\u5b89\u5168\u6538\u5173\u573a\u666f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u9608\u503c\u53f3\u79fb: \u9ad8\u7cbe\u786e\u4f4e\u53ec\u56de\u6210\u672c\u654f\u611f\u573a\u666f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u9608\u503c\u4f18\u5316\u65b9\u6cd5:\u6309\u9a8c\u8bc1\u96c6F1\u6700\u4f18\u70b9\u6216\u6309\u8bef\u62a5\/\u6f0f\u62a5\u6210\u672c\u6bd4\u6c42\u89e3\u671f\u671b\u6210\u672c\u6700\u5c0f\u9608\u503c<\/p>\n<p><\/span><\/p>\n<p>\u6210\u672c\u654f\u611f\u9608\u503c\u516c\u5f0f&#xff1a;\u8bbe\u6f0f\u62a5\u6210\u672c C_miss\u3001\u8bef\u62a5\u6210\u672c C_false&#xff0c;\u6700\u4f18\u9608\u503c t* \u2248 C_false \/ (C_false &#043; C_miss)\u3002\u6f0f\u62a5\u6210\u672c\u662f\u8bef\u62a5\u7684 100 \u500d\u65f6&#xff0c;\u9608\u503c\u5e94\u964d\u81f3\u7ea6 0.01\u2014\u2014\u8fd9\u5c31\u662f\u5de5\u4e1a\u62a5\u8b66\u9608\u503c\u5fc5\u987b\u4e1a\u52a1\u5316\u5b9a\u5236\u7684\u539f\u56e0\u3002<\/p>\n<h3>\u4e94\u3001\u8bca\u65ad\u6a21\u578b\u7684\u5de5\u4e1a\u9a8c\u6536\u6807\u51c6 \u2705<\/h3>\n<p>\u8bca\u65ad\u6a21\u578b\u4e0a\u7ebf\u524d\u5fc5\u987b\u901a\u8fc7\u56db\u9879\u9a8c\u6536&#xff1a;<\/p>\n<li>\u6df7\u6dc6\u77e9\u9635\u5206\u5de5\u51b5\u5ba1\u67e5&#xff1a;\u603b\u4f53\u6307\u6807\u63a9\u76d6\u5de5\u51b5\u5dee\u5f02&#xff0c;\u4f11\u98ce\u6062\u590d\u671f\u7b49\u8fc7\u6e21\u5de5\u51b5\u6700\u5bb9\u6613\u8bef\u62a5&#xff1b;<\/li>\n<li>\u63d0\u524d\u91cf\u6d4b\u8bd5&#xff1a;\u9884\u8b66\u7c7b\u6a21\u578b\u987b\u8003\u6838&#034;\u63d0\u524d\u65f6\u95f4&#034;\u2014\u2014\u63d0\u524d 10 \u5206\u949f\u9884\u8b66\u624d\u6709\u64cd\u4f5c\u4ef7\u503c&#xff0c;\u4e8b\u540e\u8bf8\u845b\u65e0\u610f\u4e49&#xff1b;<\/li>\n<li>\u8bef\u62a5\u6d88\u5316\u80fd\u529b\u8bc4\u4f30&#xff1a;\u65e5\u8bef\u62a5\u6570 \u00d7 \u5355\u6b21\u590d\u6838\u6210\u672c \u2264 \u73b0\u573a\u53ef\u627f\u53d7\u590d\u6838\u5de5\u65f6&#xff1b;<\/li>\n<li>\u5931\u6548\u6f14\u7ec3&#xff1a;\u4eba\u4e3a\u6ce8\u5165\u4f20\u611f\u5668\u6545\u969c&#xff0c;\u9a8c\u8bc1\u8bca\u65ad\u7cfb\u7edf\u4e0d\u8bef\u5224\u4e3a\u8bbe\u5907\u6545\u969c&#xff08;\u6570\u636e\u8d28\u91cf\u8054\u9501&#xff09;\u3002<\/li>\n<h3>\u516d\u3001\u4ece\u5206\u7c7b\u5230\u8bca\u65ad\u7cfb\u7edf&#xff1a;\u5de5\u7a0b\u95ed\u73af &#x1f527;<\/h3>\n<p>#mermaid-svg-iyXmacfZzZn47gWB{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-iyXmacfZzZn47gWB .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-iyXmacfZzZn47gWB .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-iyXmacfZzZn47gWB .error-icon{fill:#552222;}#mermaid-svg-iyXmacfZzZn47gWB .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-iyXmacfZzZn47gWB .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-iyXmacfZzZn47gWB .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-iyXmacfZzZn47gWB .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-iyXmacfZzZn47gWB .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-iyXmacfZzZn47gWB .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-iyXmacfZzZn47gWB .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-iyXmacfZzZn47gWB .marker{fill:#333333;stroke:#333333;}#mermaid-svg-iyXmacfZzZn47gWB .marker.cross{stroke:#333333;}#mermaid-svg-iyXmacfZzZn47gWB svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-iyXmacfZzZn47gWB p{margin:0;}#mermaid-svg-iyXmacfZzZn47gWB .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-iyXmacfZzZn47gWB .cluster-label text{fill:#333;}#mermaid-svg-iyXmacfZzZn47gWB .cluster-label span{color:#333;}#mermaid-svg-iyXmacfZzZn47gWB .cluster-label span p{background-color:transparent;}#mermaid-svg-iyXmacfZzZn47gWB .label text,#mermaid-svg-iyXmacfZzZn47gWB span{fill:#333;color:#333;}#mermaid-svg-iyXmacfZzZn47gWB .node rect,#mermaid-svg-iyXmacfZzZn47gWB .node circle,#mermaid-svg-iyXmacfZzZn47gWB .node ellipse,#mermaid-svg-iyXmacfZzZn47gWB .node polygon,#mermaid-svg-iyXmacfZzZn47gWB .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-iyXmacfZzZn47gWB .rough-node .label text,#mermaid-svg-iyXmacfZzZn47gWB .node .label text,#mermaid-svg-iyXmacfZzZn47gWB .image-shape .label,#mermaid-svg-iyXmacfZzZn47gWB .icon-shape .label{text-anchor:middle;}#mermaid-svg-iyXmacfZzZn47gWB .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-iyXmacfZzZn47gWB .rough-node .label,#mermaid-svg-iyXmacfZzZn47gWB .node .label,#mermaid-svg-iyXmacfZzZn47gWB .image-shape .label,#mermaid-svg-iyXmacfZzZn47gWB .icon-shape .label{text-align:center;}#mermaid-svg-iyXmacfZzZn47gWB .node.clickable{cursor:pointer;}#mermaid-svg-iyXmacfZzZn47gWB .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-iyXmacfZzZn47gWB .arrowheadPath{fill:#333333;}#mermaid-svg-iyXmacfZzZn47gWB .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-iyXmacfZzZn47gWB .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-iyXmacfZzZn47gWB .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-iyXmacfZzZn47gWB .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-iyXmacfZzZn47gWB .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-iyXmacfZzZn47gWB .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-iyXmacfZzZn47gWB .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-iyXmacfZzZn47gWB .cluster text{fill:#333;}#mermaid-svg-iyXmacfZzZn47gWB .cluster span{color:#333;}#mermaid-svg-iyXmacfZzZn47gWB div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-iyXmacfZzZn47gWB .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-iyXmacfZzZn47gWB rect.text{fill:none;stroke-width:0;}#mermaid-svg-iyXmacfZzZn47gWB .icon-shape,#mermaid-svg-iyXmacfZzZn47gWB .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-iyXmacfZzZn47gWB .icon-shape p,#mermaid-svg-iyXmacfZzZn47gWB .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-iyXmacfZzZn47gWB .icon-shape .label rect,#mermaid-svg-iyXmacfZzZn47gWB .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-iyXmacfZzZn47gWB .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-iyXmacfZzZn47gWB .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-iyXmacfZzZn47gWB :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5355\u70b9\u5206\u7c7b\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bca\u65ad\u7cfb\u7edf\u56db\u5c42\u67b6\u6784<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4fe1\u53f7\u5c42: \u6570\u636e\u8d28\u91cf\u95e8\u4f20\u611f\u5668\u5931\u6548\u5148\u884c\u6392\u9664<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u6d4b\u5c42: \u5f02\u5e38\u68c0\u6d4b\u65e0\u76d1\u7763\u521d\u7b5b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bca\u65ad\u5c42: \u6545\u969c\u5206\u7c7b\u6709\u76d1\u7763\u5b9a\u6027<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u51b3\u7b56\u5c42: \u5904\u7f6e\u5efa\u8bae\u89c4\u5219\u5f15\u64ce&#043;\u6848\u4f8b\u68c0\u7d22<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u62a5\u8b66\u8f93\u51fa: \u5206\u7ea7\u62a5\u8b66\u9884\u8b66\/\u62a5\u8b66\/\u7d27\u6025<\/p>\n<p><\/span><\/p>\n<p>\u5206\u7ea7\u62a5\u8b66\u5236\u662f\u5de5\u4e1a\u8bca\u65ad\u7cfb\u7edf\u7684\u6807\u51c6\u8bbe\u8ba1&#xff1a;\u4f4e\u7f6e\u4fe1\u5ea6\u5f02\u5e38\u2192\u63d0\u793a\u7ea7&#xff08;\u8bb0\u5f55\u4e0d\u6253\u6270&#xff09;\u3001\u4e2d\u7f6e\u4fe1\u5ea6\u2192\u9884\u8b66\u7ea7&#xff08;\u770b\u677f\u63d0\u793a&#xff09;\u3001\u9ad8\u7f6e\u4fe1\u5ea6&#043;\u9ad8\u4e25\u91cd\u5ea6\u2192\u62a5\u8b66\u7ea7&#xff08;\u5f3a\u5236\u786e\u8ba4&#xff09;\u2014\u2014\u907f\u514d&#034;\u72fc\u6765\u4e86&#034;\u5f0f\u7684\u62a5\u8b66\u75b2\u52b3\u3002<\/p>\n<h3>&#x1f3af; \u672c\u671f\u5c0f\u7ed3<\/h3>\n<ul>\n<li>\u5de5\u4e1a\u5206\u7c7b\u56db\u5927\u4efb\u52a1&#xff1a;\u8bbe\u5907\u8bca\u65ad\u3001\u72b6\u6001\u8bc6\u522b\u3001\u8d28\u91cf\u5224\u5b9a\u3001\u4e8b\u4ef6\u68c0\u6d4b&#xff1b;<\/li>\n<li>\u7c7b\u522b\u4e0d\u5e73\u8861\u4e94\u5c42\u5e94\u5bf9&#xff1a;\u91cd\u91c7\u6837\u3001\u4ee3\u4ef7\u654f\u611f\u3001\u6362\u6307\u6807\u3001\u6362\u8303\u5f0f&#xff08;\u5f02\u5e38\u68c0\u6d4b&#xff09;\u3001\u89c4\u5219\u515c\u5e95&#xff1b;<\/li>\n<li>\u62a5\u8b66\u9608\u503c\u662f\u4e1a\u52a1\u51b3\u7b56\u53d8\u91cf&#xff0c;\u6309\u8bef\u62a5\/\u6f0f\u62a5\u6210\u672c\u6bd4\u4f18\u5316&#xff0c;\u9ed8\u8ba4 0.5 \u51e0\u4e4e\u5fc5\u9519&#xff1b;<\/li>\n<li>\u9a8c\u6536\u56db\u5173&#xff1a;\u5206\u5de5\u51b5\u6df7\u6dc6\u77e9\u9635\u3001\u63d0\u524d\u91cf\u6d4b\u8bd5\u3001\u8bef\u62a5\u6d88\u5316\u8bc4\u4f30\u3001\u5931\u6548\u6f14\u7ec3&#xff1b;<\/li>\n<li>\u5de5\u7a0b\u843d\u5730\u91c7\u7528&#034;\u68c0\u6d4b\u2192\u8bca\u65ad\u2192\u51b3\u7b56&#034;\u5206\u5c42\u67b6\u6784\u4e0e\u5206\u7ea7\u62a5\u8b66\u5236\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u671f\u9884\u544a&#xff1a;\u7b2c 8 \u671f\u653b\u514b\u5de5\u4e1a\u6570\u636e\u7684\u65f6\u95f4\u672c\u8d28\u2014\u2014\u65f6\u5e8f\u5efa\u6a21\u65b9\u6cd5\u8c31\u7cfb&#xff1a;\u4ece\u5e73\u7a33\u6027\u68c0\u9a8c\u5230\u65f6\u5e8f\u4ea4\u53c9\u9a8c\u8bc1&#xff0c;\u4e3a\u6df1\u5ea6\u5b66\u4e60\u65f6\u5e8f\u7bc7&#xff08;\u7b2c 11 \u671f&#xff09;\u5960\u57fa\u3002\u23f3<\/p>\n<p>\u4f5c\u8005&#xff1a;\u9ad8\u7089\u70bc\u94c1\u667a\u80fd\u5316\u6280\u672f\u7814\u7a76\u8005&#xff0c;\u4e13\u6ce8\u94a2\u94c1\u51b6\u91d1\u4e0e\u4eba\u5de5\u667a\u80fd \u4ea4\u53c9\u9886\u57df\u3002<\/p>\n<p>&#x1f44d; \u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9&#xff0c;\u8bf7\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u8f6c\u53d1&#xff01;<br \/>\n\u7248\u6743\u5f52\u4f5c\u8005\u6240\u6709&#xff0c;\u672a\u7ecf\u8bb8\u53ef\u8bf7\u52ff\u6284\u88ad&#xff0c;\u5957\u7528&#xff0c;\u5546\u7528(\u6216\u5176\u5b83\u5177\u6709\u5229\u76ca\u6027\u884c\u4e3a)\u3002<br \/>\n&#x1f514; \u5173\u6ce8\u4e13\u680f&#xff0c;\u4e0d\u9519\u8fc7\u540e\u7eed\u7cbe\u5f69\u5185\u5bb9<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c 7 \u671f | \u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb&#xff1a;\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u7ec8\u6781\u5f62\u6001\u662f\\&#8221;\u8bca\u65ad\\&#8221;&#xff1a;\u5224\u65ad\u8bbe\u5907\u662f\u5426\u6545\u969c\u3001\u7089\u51b5\u662f\u5426\u5f02\u5e38\u3001\u4ea7\u54c1\u662f\u5426\u5408\u683c\u3002\u4e0e\u4e92\u8054\u7f51\u5206\u7c7b&#xff08;\u732b\u72d7\u56fe\u7247&#xff09;\u4e0d\u540c&#xff0c;\u5de5\u4e1a\u8bca\u65ad\u9762\u4e34\u7c7b\u522b\u6781\u7aef\u4e0d\u5e73\u8861\u3001\u6807\u7b7e\u6a21\u7cca\u3001\u8bef\u62a5\u4ee3\u4ef7\u4e0d\u5bf9\u79f0\u4e09\u91cd\u6311\u6218\u3002\u672c\u671f\u7ed9\u51fa\u5de5\u4e1a\u5206\u7c7b\u7684\u7b97\u6cd5\u5de5\u5177\u7bb1\u4e0e\u4e0d\u5e73\u8861\u5e94\u5bf9\u4f53\u7cfb\u3002\u4e00\u3001\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u56db\u5927\u7c7b\u578b &#x1f5c2;\ufe0f<br \/>\n#mermaid-svg-gta1xiHgwXaRc6Yi{font-family:\\&#8221;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9137,50,2395,100,62,427],"topic":[],"class_list":["post-88622","post","type-post","status-publish","format-standard","hentry","category-server","tag-atomgit","tag-50","tag-2395","tag-100","tag-62","tag-427"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/88622.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7b2c 7 \u671f | \u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb&#xff1a;\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u7ec8\u6781\u5f62\u6001\u662f&quot;\u8bca\u65ad&quot;&#xff1a;\u5224\u65ad\u8bbe\u5907\u662f\u5426\u6545\u969c\u3001\u7089\u51b5\u662f\u5426\u5f02\u5e38\u3001\u4ea7\u54c1\u662f\u5426\u5408\u683c\u3002\u4e0e\u4e92\u8054\u7f51\u5206\u7c7b&#xff08;\u732b\u72d7\u56fe\u7247&#xff09;\u4e0d\u540c&#xff0c;\u5de5\u4e1a\u8bca\u65ad\u9762\u4e34\u7c7b\u522b\u6781\u7aef\u4e0d\u5e73\u8861\u3001\u6807\u7b7e\u6a21\u7cca\u3001\u8bef\u62a5\u4ee3\u4ef7\u4e0d\u5bf9\u79f0\u4e09\u91cd\u6311\u6218\u3002\u672c\u671f\u7ed9\u51fa\u5de5\u4e1a\u5206\u7c7b\u7684\u7b97\u6cd5\u5de5\u5177\u7bb1\u4e0e\u4e0d\u5e73\u8861\u5e94\u5bf9\u4f53\u7cfb\u3002\u4e00\u3001\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u56db\u5927\u7c7b\u578b &#x1f5c2;\ufe0f #mermaid-svg-gta1xiHgwXaRc6Yi{font-family:&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/88622.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-01T05:56:38+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/88622.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/88622.html\",\"name\":\"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-01T05:56:38+00:00\",\"dateModified\":\"2026-08-01T05:56:38+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/88622.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/88622.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/88622.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/88622.html","og_locale":"zh_CN","og_type":"article","og_title":"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u7b2c 7 \u671f | \u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb&#xff1a;\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u7ec8\u6781\u5f62\u6001\u662f\"\u8bca\u65ad\"&#xff1a;\u5224\u65ad\u8bbe\u5907\u662f\u5426\u6545\u969c\u3001\u7089\u51b5\u662f\u5426\u5f02\u5e38\u3001\u4ea7\u54c1\u662f\u5426\u5408\u683c\u3002\u4e0e\u4e92\u8054\u7f51\u5206\u7c7b&#xff08;\u732b\u72d7\u56fe\u7247&#xff09;\u4e0d\u540c&#xff0c;\u5de5\u4e1a\u8bca\u65ad\u9762\u4e34\u7c7b\u522b\u6781\u7aef\u4e0d\u5e73\u8861\u3001\u6807\u7b7e\u6a21\u7cca\u3001\u8bef\u62a5\u4ee3\u4ef7\u4e0d\u5bf9\u79f0\u4e09\u91cd\u6311\u6218\u3002\u672c\u671f\u7ed9\u51fa\u5de5\u4e1a\u5206\u7c7b\u7684\u7b97\u6cd5\u5de5\u5177\u7bb1\u4e0e\u4e0d\u5e73\u8861\u5e94\u5bf9\u4f53\u7cfb\u3002\u4e00\u3001\u5de5\u4e1a\u5206\u7c7b\u4efb\u52a1\u7684\u56db\u5927\u7c7b\u578b &#x1f5c2;\ufe0f #mermaid-svg-gta1xiHgwXaRc6Yi{font-family:\"","og_url":"https:\/\/www.wsisp.com\/helps\/88622.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-01T05:56:38+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"10 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/88622.html","url":"https:\/\/www.wsisp.com\/helps\/88622.html","name":"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-01T05:56:38+00:00","dateModified":"2026-08-01T05:56:38+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/88622.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/88622.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/88622.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"AI\u63a8\u52a8\u5de5\u4e1a\u667a\u80fd\u5316\u8f6c\u578b~\u7cfb\u5217\u6587\u7ae007\uff1a\u5206\u7c7b\u4e0e\u8bca\u65ad\u7b97\u6cd5\u4f53\u7cfb\uff1a\u6545\u969c\u8bc6\u522b\u7684\u5b8c\u6574\u5de5\u5177\u7bb1"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/88622","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=88622"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/88622\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=88622"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=88622"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=88622"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=88622"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}