{"id":95939,"date":"2026-08-27T04:00:20","date_gmt":"2026-08-26T20:00:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95939.html"},"modified":"2026-08-27T04:00:20","modified_gmt":"2026-08-26T20:00:20","slug":"%e6%95%b0%e6%8d%ae%e7%bb%93%e6%9e%84%e7%9f%a5%e8%af%86%e7%82%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95939.html","title":{"rendered":"\u6570\u636e\u7ed3\u6784\u77e5\u8bc6\u70b9"},"content":{"rendered":"<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p>\u4e00\u3001\u7eea\u8bba<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u6570\u636e\u7ed3\u6784\u4e09\u8981\u7d20&#xff1a;\u903b\u8f91\u7ed3\u6784\u3001\u5b58\u50a8\u7ed3\u6784\u3001\u8fd0\u7b97<\/p>\n<p>&#8211; \u903b\u8f91\u7ed3\u6784<\/p>\n<p>\u00a0 \u00a0&#8211; \u7ebf\u6027&#xff1a;\u7ebf\u6027\u8868\u3001\u6808\u3001\u961f\u5217\u3001\u4e32<\/p>\n<p>\u00a0 \u00a0&#8211; \u975e\u7ebf\u6027&#xff1a;\u6811\u3001\u56fe\u3001\u96c6\u5408<\/p>\n<p>&#8211; \u5b58\u50a8\u7ed3\u6784<\/p>\n<p>\u00a0 \u00a0&#8211; \u987a\u5e8f\u5b58\u50a8&#xff1a;\u6570\u7ec4&#xff0c;\u968f\u673a\u8bbf\u95ee&#xff0c;\u8fde\u7eed\u7a7a\u95f4<\/p>\n<p>\u00a0 \u00a0&#8211; \u94fe\u5f0f\u5b58\u50a8&#xff1a;\u6307\u9488\/\u5f15\u7528&#xff0c;\u7075\u6d3b&#xff0c;\u975e\u8fde\u7eed<\/p>\n<p>\u00a0 \u00a0&#8211; \u7d22\u5f15\u5b58\u50a8\u3001\u6563\u5217\u5b58\u50a8<\/p>\n<p>&#8211; \u65f6\u95f4\u590d\u6742\u5ea6 &amp; \u7a7a\u95f4\u590d\u6742\u5ea6<\/p>\n<p>\u00a0 \u00a0&#8211; \u5927O\u8868\u793a\u6cd5&#xff1a;O(1)\u3001O(log n)\u3001O(n)\u3001O(n log n)\u3001O(n\u00b2)<\/p>\n<p>\u00a0 \u00a0&#8211; \u5e38\u89c1\u590d\u6742\u5ea6\u6392\u5e8f&#xff1a;O(1) &lt; O(log n) &lt; O(n) &lt; O(n log n) &lt; O(n\u00b2) &lt; O(2\u207f)<\/p>\n<p>\u00a0<\/p>\n<p>\u4e8c\u3001\u7ebf\u6027\u8868<\/p>\n<p>\u00a0<\/p>\n<p>1. \u987a\u5e8f\u8868&#xff08;\u6570\u7ec4&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u7279\u70b9&#xff1a;\u903b\u8f91\u76f8\u90bb &#061; \u7269\u7406\u76f8\u90bb<\/p>\n<p>&#8211; \u64cd\u4f5c&#xff1a;\u63d2\u5165 O(n)\u3001\u5220\u9664 O(n)\u3001\u6309\u4f4d\u67e5\u627e O(1)<\/p>\n<p>&#8211; \u4f18\u7f3a\u70b9&#xff1a;\u652f\u6301\u968f\u673a\u8bbf\u95ee&#xff0c;\u63d2\u5165\u5220\u9664\u6162&#xff0c;\u6269\u5bb9\u6210\u672c\u9ad8<\/p>\n<p>\u00a0<\/p>\n<p>2. \u94fe\u8868<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u5355\u94fe\u8868<\/p>\n<p>\u00a0 \u00a0&#8211; \u5934\u7ed3\u70b9\u4f5c\u7528&#xff1a;\u7edf\u4e00\u63d2\u5165\u5220\u9664\u64cd\u4f5c<\/p>\n<p>\u00a0 \u00a0&#8211; \u6309\u503c\u67e5\u627e O(n)&#xff0c;\u63d2\u5165\u5220\u9664 O(1)&#xff08;\u5df2\u77e5\u4f4d\u7f6e&#xff09;<\/p>\n<p>&#8211; \u53cc\u94fe\u8868&#xff1a;\u524d\u9a71 &#043; \u540e\u7ee7&#xff0c;\u65b9\u4fbf\u53cd\u5411\u904d\u5386<\/p>\n<p>&#8211; \u5faa\u73af\u94fe\u8868&#xff1a;\u5c3e\u6307\u9488\u6307\u5411\u5934<\/p>\n<p>&#8211; \u9759\u6001\u94fe\u8868&#xff1a;\u7528\u6570\u7ec4\u6a21\u62df\u94fe\u8868&#xff08;\u65e0\u6307\u9488\u8bed\u8a00&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>3. \u5bf9\u6bd4<\/p>\n<p>\u00a0<\/p>\n<p>\u7ed3\u6784 \u8bbf\u95ee \u63d2\u5165\u5220\u9664 \u7a7a\u95f4<\/p>\n<p>\u987a\u5e8f\u8868 O(1) O(n) \u7d27\u51d1<\/p>\n<p>\u94fe\u8868 O(n) O(1) \u6307\u9488\u989d\u5916\u5f00\u9500<\/p>\n<p>\u00a0<\/p>\n<p>\u4e09\u3001\u6808\u548c\u961f\u5217<\/p>\n<p>\u00a0<\/p>\n<p>1. \u6808&#xff08;Stack&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u7279\u70b9&#xff1a;\u540e\u8fdb\u5148\u51fa LIFO<\/p>\n<p>&#8211; \u987a\u5e8f\u6808 \/ \u94fe\u6808<\/p>\n<p>&#8211; \u5e94\u7528&#xff1a;\u51fd\u6570\u8c03\u7528\u3001\u8868\u8fbe\u5f0f\u6c42\u503c\u3001\u62ec\u53f7\u5339\u914d\u3001\u9012\u5f52<\/p>\n<p>\u00a0<\/p>\n<p>2. \u961f\u5217&#xff08;Queue&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u7279\u70b9&#xff1a;\u5148\u8fdb\u5148\u51fa FIFO<\/p>\n<p>&#8211; \u5faa\u73af\u961f\u5217&#xff08;\u91cd\u70b9&#xff09;&#xff1a;<\/p>\n<p>&#034;front &#061;&#061; rear&#034; \u5224\u7a7a&#xff0c;<\/p>\n<p>&#034;(rear&#043;1)%max &#061;&#061; front&#034; \u5224\u6ee1<\/p>\n<p>&#8211; \u53cc\u7aef\u961f\u5217\u3001\u4f18\u5148\u961f\u5217&#xff08;\u5806\u5b9e\u73b0&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>\u56db\u3001\u4e32&#xff08;String&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u5b58\u50a8&#xff1a;\u5b9a\u957f\u987a\u5e8f\u3001\u5806\u5206\u914d\u3001\u5757\u94fe<\/p>\n<p>&#8211; \u6a21\u5f0f\u5339\u914d<\/p>\n<p>\u00a0 \u00a0&#8211; BF\u7b97\u6cd5&#xff1a;O(nm)&#xff0c;\u7b80\u5355\u4f46\u6162<\/p>\n<p>\u00a0 \u00a0&#8211; KMP\u7b97\u6cd5&#xff08;\u91cd\u70b9&#xff09;&#xff1a;O(n&#043;m)&#xff0c;\u6838\u5fc3\u662f next \u6570\u7ec4 \/ nextval \u6570\u7ec4<\/p>\n<p>\u00a0<\/p>\n<p>\u4e94\u3001\u6811\u4e0e\u4e8c\u53c9\u6811<\/p>\n<p>\u00a0<\/p>\n<p>1. \u4e8c\u53c9\u6811<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u6027\u8d28&#xff1a;<\/p>\n<p>\u00a0 \u00a0&#8211; \u7b2c i \u5c42\u6700\u591a 2\u2071\u207b\u00b9 \u4e2a\u7ed3\u70b9<\/p>\n<p>\u00a0 \u00a0&#8211; \u6df1\u5ea6\u4e3a k \u7684\u4e8c\u53c9\u6811\u6700\u591a 2\u1d4f \u2212 1 \u4e2a\u7ed3\u70b9<\/p>\n<p>\u00a0 \u00a0&#8211; n\u2080 &#061; n\u2082 &#043; 1<\/p>\n<p>&#8211; \u5b58\u50a8&#xff1a;\u987a\u5e8f&#xff08;\u5b8c\u5168\u4e8c\u53c9\u6811&#xff09;\u3001\u94fe\u5f0f&#xff08;\u4e8c\u53c9\u94fe\u8868&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>2. \u904d\u5386&#xff08;\u5fc5\u8003&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u5148\u5e8f \/ \u4e2d\u5e8f \/ \u540e\u5e8f&#xff08;\u9012\u5f52 &#043; \u975e\u9012\u5f52\u6808\u5b9e\u73b0&#xff09;<\/p>\n<p>&#8211; \u5c42\u6b21\u904d\u5386&#xff08;\u961f\u5217&#xff09;<\/p>\n<p>&#8211; \u7531\u4e2d\u5e8f &#043; \u5148\u5e8f \/ \u540e\u5e8f\u53ef\u552f\u4e00\u786e\u5b9a\u4e8c\u53c9\u6811<\/p>\n<p>\u00a0<\/p>\n<p>3. \u7279\u6b8a\u4e8c\u53c9\u6811<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u6ee1\u4e8c\u53c9\u6811 \/ \u5b8c\u5168\u4e8c\u53c9\u6811<\/p>\n<p>&#8211; \u4e8c\u53c9\u6392\u5e8f\u6811&#xff08;BST&#xff09;&#xff1a;\u5de6 &lt; \u6839 &lt; \u53f3<\/p>\n<p>&#8211; \u5e73\u8861\u4e8c\u53c9\u6811&#xff08;AVL&#xff09;&#xff1a;|\u5de6\u9ad8 \u2212 \u53f3\u9ad8| \u2264 1&#xff0c;\u56db\u79cd\u65cb\u8f6c<\/p>\n<p>&#8211; \u54c8\u592b\u66fc\u6811&#xff1a;\u5e26\u6743\u8def\u5f84\u6700\u77ed&#xff0c;\u54c8\u592b\u66fc\u7f16\u7801&#xff08;\u524d\u7f00\u7f16\u7801&#xff0c;\u65e0\u6b67\u4e49&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>\u516d\u3001\u56fe<\/p>\n<p>\u00a0<\/p>\n<p>1. \u5b58\u50a8\u7ed3\u6784<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u90bb\u63a5\u77e9\u9635&#xff1a;O(|V|\u00b2)&#xff0c;\u9002\u5408\u7a20\u5bc6\u56fe<\/p>\n<p>&#8211; \u90bb\u63a5\u8868&#xff1a;O(|V|&#043;|E|)&#xff0c;\u9002\u5408\u7a00\u758f\u56fe<\/p>\n<p>&#8211; \u5341\u5b57\u94fe\u8868&#xff08;\u6709\u5411\u56fe&#xff09;\u3001\u90bb\u63a5\u591a\u91cd\u8868&#xff08;\u65e0\u5411\u56fe&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>2. \u904d\u5386<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; DFS&#xff1a;\u6808 \/ \u9012\u5f52&#xff0c;\u65f6\u95f4 O(V&#043;E)<\/p>\n<p>&#8211; BFS&#xff1a;\u961f\u5217&#xff0c;\u6c42\u6700\u77ed\u8def\u5f84&#xff08;\u65e0\u6743\u56fe&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>3. \u6700\u5c0f\u751f\u6210\u6811<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; Prim&#xff1a;\u9002\u5408\u7a20\u5bc6\u56fe&#xff0c;O(V\u00b2)<\/p>\n<p>&#8211; Kruskal&#xff1a;\u9002\u5408\u7a00\u758f\u56fe&#xff0c;O(E log E)&#xff0c;\u5e76\u67e5\u96c6\u5b9e\u73b0<\/p>\n<p>\u00a0<\/p>\n<p>4. \u6700\u77ed\u8def\u5f84<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; Dijkstra&#xff1a;\u5355\u6e90\u6700\u77ed\u8def\u5f84&#xff0c;\u975e\u8d1f\u6743&#xff0c;O(V\u00b2) \/ O(E &#043; V log V)<\/p>\n<p>&#8211; Floyd&#xff1a;\u591a\u6e90\u6700\u77ed\u8def\u5f84&#xff0c;O(V\u00b3)<\/p>\n<p>&#8211; Bellman-Ford&#xff1a;\u53ef\u5904\u7406\u8d1f\u6743\u8fb9<\/p>\n<p>\u00a0<\/p>\n<p>5. \u62d3\u6251\u6392\u5e8f &amp; \u5173\u952e\u8def\u5f84<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; AOV \u7f51&#xff1a;\u62d3\u6251\u6392\u5e8f&#xff08;DFS \/ \u5165\u5ea6\u8868&#xff09;<\/p>\n<p>&#8211; AOE \u7f51&#xff1a;\u5173\u952e\u8def\u5f84&#xff08;\u6700\u65e9\/\u6700\u665a\u65f6\u95f4&#xff09;<\/p>\n<p>\u00a0<\/p>\n<p>\u4e03\u3001\u67e5\u627e<\/p>\n<p>\u00a0<\/p>\n<p>1. \u9759\u6001\u67e5\u627e<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u987a\u5e8f\u67e5\u627e&#xff1a;O(n)<\/p>\n<p>&#8211; \u6298\u534a\u67e5\u627e&#xff1a;O(log n)&#xff0c;\u8981\u6c42\u6709\u5e8f<\/p>\n<p>&#8211; \u5206\u5757\u67e5\u627e&#xff1a;\u5757\u95f4\u6709\u5e8f&#xff0c;\u5757\u5185\u65e0\u5e8f<\/p>\n<p>\u00a0<\/p>\n<p>2. \u52a8\u6001\u67e5\u627e<\/p>\n<p>\u00a0<\/p>\n<p>&#8211; \u4e8c\u53c9\u6392\u5e8f\u6811&#xff1a;\u5e73\u5747 O(log n)&#xff0c;\u6700\u574f O(n)<\/p>\n<p>&#8211; AVL \u6811&#xff1a;\u4e25\u683c\u5e73\u8861 O(log n)<\/p>\n<p>&#8211; B \u6811 \/ B&#043; \u6811<\/p>\n<p>\u00a0 \u00a0&#8211; B \u6811&#xff1a;\u591a\u8def\u5e73\u8861\u67e5\u627e\u6811&#xff0c;\u6570\u636e\u5e93\u7d22\u5f15<\/p>\n<p>\u00a0 \u00a0&#8211; 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