{"id":4106,"date":"2025-10-15T10:09:35","date_gmt":"2025-10-15T02:09:35","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4106"},"modified":"2025-10-15T10:09:35","modified_gmt":"2025-10-15T02:09:35","slug":"202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-sohupds-an-efficient-one-phase-algorithm-for-mining-high-utility-patterns-over-a-data-stream","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-sohupds-an-efficient-one-phase-algorithm-for-mining-high-utility-patterns-over-a-data-stream\/","title":{"rendered":"202510 \u8bba\u6587\u7814\u8bfb-SOHUPDS+: An Efficient One-phase Algorithm for Mining High Utility Patterns over a Data Stream"},"content":{"rendered":"\n

\u6765\u6e90\uff1aACM Transactions on Knowledge Discovery from Data<\/em>
\u4f5c\u8005\uff1aBijay Prasad Jaysawal\uff0cJen-Wei Huang<\/em>
\u5355\u4f4d\uff1aNational Cheng Kung University
\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e7412\u6708<\/p>\n\n\n\n

\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/strong><\/h2>\n\n\n\n

\u9ad8\u6548\u7528\u6a21\u5f0f\uff08HUP\uff09\u6316\u6398\u7684\u7814\u7a76\u6e90\u4e8e\u9ad8\u9891\u6a21\u5f0f\u6316\u6398\uff0c\u800c\u9ad8\u9891\u6a21\u5f0f\u6316\u6398\u4ec5\u5c06\u6a21\u5f0f\u9891\u7387\u4f5c\u4e3a\u6570\u636e\u5e93\u4e2d\u7684\u91cd\u8981\u503c\uff0c\u672a\u8003\u8651\u5355\u4e2a\u9879\u76ee\u7684\u72ec\u7acb\u6027\uff0cHUP\u6316\u6398\u5219\u517c\u987e\u4e86\u9879\u76ee\u7684\u4e2a\u4f53\u6548\u7528\u3002\u6570\u636e\u6316\u6398\u65b9\u9762\u5df2\u7ecf\u5e7f\u6cdb\u5c55\u5f00\u4ece\u9759\u6001\u6570\u636e\u5e93\u4e2d\u6316\u6398HUP\u7684\u7814\u7a76\uff0c\u5bf9\u4e8e\u6570\u636e\u6d41\u73af\u5883\u7684HUP\u6316\u6398\u7814\u7a76\u6781\u4e3a\u6709\u9650\uff0c\u4e5f\u66f4\u6709\u6311\u6218\u3002\u5728\u8fc7\u53bb\u5341\u51e0\u5e74\u91cc\uff0c\u63d0\u51fa\u8fc7\u51e0\u79cd\u6316\u6398HUP\u7684\u7b97\u6cd5\uff0c\u4f46\u90fd\u91c7\u7528\u4e24\u9636\u6bb5\u8bbe\u8ba1\uff0c\u7b2c\u4e00\u9636\u6bb5\u5254\u9664\u8f83\u4f4e\u6548\u7528\u9009\u9879\uff0c\u91c7\u7528\u4e86\u9ad8\u4f30\u7684\u6548\u7528\u4e0a\u754c\uff0c\u5982\u6b64\u8fd8\u662f\u4f1a\u4ea7\u751f\u5927\u91cf\u5019\u9009\u96c6\uff0c\u96be\u4ee5\u6269\u5c55\uff0c\u5c24\u5176\u662f\u91c7\u7528\u4e86\u8f83\u5c0f\u7684\u9608\u503c\u65f6\uff1b\u7b2c\u4e8c\u9636\u6bb5\u9700\u91cd\u65b0\u626b\u63cf\u6570\u636e\u5e93\u4ee5\u786e\u8ba4\u5176\u771f\u5b9e\u6548\u7528\uff0c\u6548\u7387\u4f4e\u4e0b\u3002\u968f\u540e\u6709\u4eba\u63d0\u51fa\u4e86\u4e00\u4e9b\u5355\u9636\u6bb5\u7b97\u6cd5\uff0c\u5206\u522b\u63d0\u51fa\u4e86\u66f4\u7d27\u7684\u4e0a\u754c\u3001\u66f4\u597d\u7684\u526a\u679d\u3001\u4e8b\u52a1\u5408\u5e76\u3001\u6279\u91cf\u8ba1\u7b97\u7b49\u65b9\u9762\u7684\u4f18\u5316\uff0c\u8fd8\u6709\u4e00\u4e9b\u7279\u5b9a\u9886\u57df\u7684\u7814\u7a76\uff0c\u5982\u6316\u6398Top-K\u9ad8\u6548\u7528\u9879\u96c6\u3001\u6316\u6398\u95ed\u9ad8\u6548\u7528\u9879\u96c6\u3001\u4ee5\u9ad8\u6548\u7528\u9879\u96c6\u4f18\u5316\u5546\u5e97\u5546\u54c1\u9648\u5217\u7b49\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6838\u5fc3\u5185\u5bb9<\/strong><\/h2>\n\n\n\n

\u8fd9\u7bc7\u6587\u7ae0\u63d0\u4f9b\u7684\u4e5f\u662f\u4e00\u79cd\u5355\u9636\u6bb5\u7b97\u6cd5\uff08SOHUPDS+\uff09\uff0c\u662f\u57fa\u4e8e\u9608\u503c\u7684\u9ad8\u6548\u7528\u9879\u96c6\u6316\u6398\uff0c\u5373\u627e\u51fa\u6240\u6709\u8d85\u51fa\u7ed9\u5b9a\u9608\u503c\u7684\u6548\u7528\u9879\u96c6\uff0c\u66f4\u4e3a\u901a\u7528\u57fa\u7840\u3002<\/p>\n\n\n\n

    \n
  • \u63d0\u51fa\u7684SOHUPDS+\uff0c\u7528\u4e8e\u5728\u6570\u636e\u6d41\u7684\u5f53\u524d\u6ed1\u52a8\u7a97\u53e3\u4e2d\u6316\u6398\u5177\u6709\u7edd\u5bf9\u6216\u76f8\u5bf9\u6700\u5c0f\u6548\u7528\u9608\u503c\u7684\u9ad8\u6548\u7528\u9879\u96c6<\/li>\n\n\n\n
  • \u63d0\u51fa\u4e86\u540d\u4e3aIUDataListSW+\u7684\u6570\u636e\u7ed3\u6784\uff0c\u7528\u4e8e\u5b58\u50a8\u548c\u7ef4\u62a4\u5f53\u524d\u6ed1\u52a8\u7a97\u53e3\u4e2d\u7684\u6bcf\u4e2a\u9879\u7684\u6548\u7528\u503c\u3001\u4e0a\u754c\u503c\u53ca\u5176\u5728\u4e8b\u52a1\u4e2d\u7684\u4f4d\u7f6e\uff0c\u4ece\u800c\u9ad8\u6548\u83b7\u53d6\u6295\u5f71\u6570\u636e\u5e93<\/li>\n\n\n\n
  • \u63d0\u51fa\u4e86BitMapTransactionMerging\u6280\u672f\u5b9e\u73b0\u4e8b\u52a1\u5408\u5e76\uff0c\u5728\u9ad8\u5bc6\u5ea6\u6570\u636e\u96c6\u4e0a\u663e\u8457\u7f29\u77ed\u6548\u7528\u503c\u548c\u4e0a\u754c\u8ba1\u7b97\u7684\u6267\u884c\u65f6\u95f4<\/li>\n\n\n\n
  • \u63d0\u51fa\u4e86\u66f4\u65b0\u7b56\u7565\uff0c\u5229\u7528\u524d\u4e00\u6ed1\u52a8\u7a97\u53e3\u6316\u6398\u51fa\u7684HUPs\u6765\u66f4\u65b0\u5f53\u524d\u6ed1\u52a8\u7a97\u53e3\u7684HUPs<\/li>\n\n\n\n
  • \u5bf9\u6bd4\u4e86\u63d0\u51fa\u7684SOHUPDS\u548cSOHUPDS+\u5728\u7a00\u758f\u578b\u548c\u5bc6\u96c6\u578b\u771f\u5b9e\u6570\u636e\u96c6\u7684\u6709\u6548\u6027\u548c\u6548\u7387\uff0c\u5e76\u4e0e\u6700\u5148\u8fdb\u7684\u7b97\u6cd5\u8fdb\u884c\u6bd4\u8f83<\/li>\n<\/ul>\n\n\n\n

    \u4e09\u3001\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n

    \u9996\u6b21\u5b8c\u6574\u6316\u6398\uff0c\u540e\u7eed\u589e\u91cf\u66f4\u65b0\uff0c\u5176\u4e2d\u66f4\u65b0\u4f9d\u636e\u4e24\u4e2a\u6807\u5fd7\uff08batchAdded\uff0cbatchDeleted\uff09\uff0c\u4e14\u5bf9\u4e8e\u7edd\u5bf9\u9608\u503c\u548c\u76f8\u5bf9\u9608\u503c\u6709\u4e0d\u540c\u7684\u5904\u7406\u65b9\u5f0f\u3002
    Case 1: both batchAdded and batchDeleted are false
    Case 2: batchAdded is true and batchDeleted is false
    Case 3: batchAdded is false and batchDeleted is true
    Case 4: both batchAdded\uff0cbatchDeleted are true<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n
    \"\"<\/figure>\n\n\n\n

    \u8bfb\u53d6\u65b0\u6279\u6b21\uff0c\u79fb\u9664\u65e7\u6279\u6b21\uff0c\u66f4\u65b0IUDatalistSW+\u4e2d\u7684\u6570\u636e\uff0c\u7b5b\u9009\u51fa\u6240\u6709 TWU \u2265 \u03b4 \u7684\u9879\uff0c\u7ec4\u6210 promisingItems \u96c6\u5408\uff0cTWU < \u03b4 \u7684\u9879\u53ca\u5176\u8d85\u96c6\u5c06\u88ab\u76f4\u63a5\u526a\u679d\uff0c\u5bf9\u6bcf\u4e2a promisingItems \u4e2d\u7684\u9879\u76ee i\uff1a<\/p>\n\n\n\n

      \n
    • \u5982\u679c utility(i) \u2265 \u03b4\uff0c\u8f93\u51fa\u4e3a HUP\u3002<\/li>\n\n\n\n
    • \u5982\u679c extUB(i) \u2265 \u03b4\uff0c\u8c03\u7528 ExtendLevel1Node \u6269\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      \u4f7f\u7528tIndex\u548cposition\u6784\u5efa\u03b1-DB\u6295\u5f71\u6570\u636e\u5e93\uff0c\u83b7\u53d6\u53ef\u6269\u5c55\u9879\u96c6\uff0c\u6839\u636e\u8282\u70b9\u4e2denableTM\u5b57\u6bb5\u51b3\u5b9a\u662f\u5426\u8981\u8fdb\u884c\u4e8b\u52a1\u5408\u5e76\uff0c\u968f\u540e\u626b\u63cf\u03b1-DB\u8ba1\u7b97u(\u03b1\u222az)\u3001extUB(\u03b1\u222az)\u3001lu(\u03b1,z)\uff1a<\/p>\n\n\n\n

        \n
      • \u5982\u679c u(\u03b1\u222az) \u2265 \u03b4\uff0c\u8f93\u51fa\u4e3a HUP\u3002<\/li>\n\n\n\n
      • \u5982\u679c extUB(\u03b1\u222az) \u2265 \u03b4\uff0c\u52a0\u5165 Primary(\u03b1)\u3002<\/li>\n\n\n\n
      • \u5982\u679c lu(\u03b1,z) \u2265 \u03b4\uff0c\u52a0\u5165 Secondary(\u03b1)\u3002<\/li>\n\n\n\n
      • \u8c03\u7528 SearchForExtension \u9012\u5f52\u6269\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n
        \"\"<\/figure>\n\n\n\n

        \u6784\u5efa\u03b2-DB\uff08\u6269\u5c55\u9879\u96c6\u7684\u6295\u5f71\u6570\u636e\u5e93\uff09\uff0csecondary\u4e2d\u83b7\u53d6\u53ef\u6269\u5c55\u9879\uff0c\u5728\u5224\u65ad\u662f\u5426\u8fdb\u884c\u4e8b\u52a1\u5408\u5e76\uff0c\u626b\u63cf \u03b2-DB\uff0c\u8ba1\u7b97 u(\u03b2\u222az)\u3001extUB(\u03b2\u222az)\u3001lu(\u03b2,z)\uff1a<\/p>\n\n\n\n

          \n
        • \u5982\u679c\u00a0u(\u03b2\u222az) \u2265 \u03b4\uff0c\u8f93\u51fa\u4e3a HUP\u3002<\/li>\n\n\n\n
        • \u66f4\u65b0 Primary(\u03b2) \u548c Secondary(\u03b2)\uff0c\u9012\u5f52\u8c03\u7528 SearchForExtension\u3002<\/li>\n<\/ul>\n\n\n\n

          \u6839\u636e\u56db\u4e2acase\u5bf9\u9700\u8981\u66f4\u65b0\u7684\u8282\u70b9\u8c03\u7528\u7b97\u6cd52\u30013\u8fdb\u884c\u5c40\u90e8\u7684\u6316\u6398\u3001\u589e\u91cf\u7684\u6316\u6398\uff0c\u4e0d\u7528\u5168\u5c40\u6316\u6398<\/p>\n\n\n\n

          \u56db\u3001\u5b9e\u9a8c<\/strong><\/h2>\n\n\n\n

          \u5bf9SHUGrowth\u3001HUPMS\u3001HUPM_Stream\u3001SOHUPDS\u3001SOHUPDS+\u7b49\u7b97\u6cd5\u5728\u4e0d\u540c\u6570\u636e\u96c6\u5185\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u4e0b\u662f\u5176\u771f\u5b9e\u6570\u636e\u96c6\u3001\u5408\u6210\u6570\u636e\u96c6\u53ca\u5176\u9ed8\u8ba4\u53c2\u6570<\/p>\n\n\n\n

          \"\"<\/figure>\n\n\n\n
          \"\"<\/figure>\n\n\n\n

          \u4e94\u3001\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h2>\n\n\n\n
          \"\"<\/figure>\n\n\n\n
          \"\"<\/figure>\n\n\n\n

          \u56fe5\u30016\uff08\u7edd\u5bf9\u6700\u5c0f\u6548\u7528\u9608\u503c\uff09\u8868\u660e<\/p>\n\n\n\n

            \n
          • \u6267\u884c\u65f6\u95f4<\/strong>\uff1aSOHUPDS+ \u5728\u5927\u591a\u6570\u6570\u636e\u96c6\u4e0a\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u7b97\u6cd5\uff0c\u5728\u7a00\u758f\u6570\u636e\u96c6\u4e2d\u548cSOHUPD\u4e2d\u76f8\u4f3c\u662f\u56e0\u4e3a\u65e0\u6cd5\u4ece\u4e8b\u52a1\u5408\u5e76\u4e2d\u83b7\u76ca\uff0c\u751a\u81f3\u53ef\u80fd\u4ea7\u751f\u989d\u5916\u5f00\u9500\uff0c\u4f46\u5728\u7a20\u5bc6\u6570\u636e\u96c6\u4e2d\u5176\u4f18\u52bf\u6781\u5176\u660e\u663e\u3002\u552f\u4e00\u7684\u4f8b\u5916\u662faccident\u6570\u636e\u96c6\uff0cHUPM_Stream\u7a0d\u5feb\uff0c\u53ea\u80fd\u8bf4\u660e\u4e0d\u540c\u7b97\u6cd5\u5728\u4e0d\u540c\u7279\u6027\u6570\u636e\u4e0a\u5404\u6709\u4f18\u52bf\uff0c\u4f46SOHUPDS+\u7684\u7efc\u5408\u4f18\u52bf\u66f4\u660e\u663e\u3002<\/li>\n\n\n\n
          • \u5185\u5b58\u4f7f\u7528<\/strong>\uff1aSOHUPDS\/SOHUPDS+\u7684\u5185\u5b58\u6d88\u8017\u59cb\u7ec8\u6700\u5c11\uff0cSOHUPDS\/SOHUPDS+\u901a\u8fc7\u76f4\u63a5\u8ba1\u7b97\u771f\u5b9e\u6548\u7528\u503c\u4ee5\u53ca\u7d27\u81f4\u7684\u4e0a\u754c\uff0c\u907f\u514d\u4e86\u5019\u9009\u96c6\u7206\u70b8\u7684\u60c5\u51b5\uff0c\u4e14SOHUPDS+\u867d\u7136\u589e\u52a0\u4e86\u4f4d\u56fe\u7ed3\u6784\uff0c\u4f46\u5176\u8ba1\u7b97\u6548\u7387\u8fdc\u8d85\u5176\u5185\u5b58\u5f00\u9500<\/li>\n<\/ul>\n\n\n\n
            \"\"<\/figure>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

            \u56fe7\u30018\uff08\u76f8\u5bf9\u6700\u5c0f\u6548\u7528\u9608\u503c\uff09\u8868\u660e\u8d8b\u52bf\u4e0e\u7edd\u5bf9\u9608\u503c\u5b8c\u5168\u4e00\u81f4\uff0c\u8bc1\u660e\u4e86SOHUPDS+\u7684\u901a\u7528\u6027\uff0c\u4e0d\u4ec5\u9002\u7528\u4e8e\u56fa\u5b9a\u7684\u7edd\u5bf9\u9608\u503c\uff0c\u4e5f\u80fd\u9ad8\u6548\u5904\u7406\u968f\u7a97\u53e3\u52a8\u6001\u53d8\u5316\u7684\u76f8\u5bf9\u9608\u503c\u3002<\/p>\n\n\n\n

            \u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u65b9\u9762\u7684\u6bd4\u8f83\uff0c\u5982\u4e0d\u540c\u6279\u6b21\u5927\u5c0f\u7684\u5f71\u54cd\u3001\u4e0d\u540c\u6ed1\u52a8\u7a97\u53e3\u5927\u5c0f\u7684\u5f71\u54cd\u7b49\uff0cSOHUPDS\/SOHUPDS+\u4f9d\u65e7\u4fdd\u6301\u9886\u5148\u3002<\/p>\n\n\n\n

            \u5728\u6a21\u62df\u957f\u671f\u8fd0\u884c\u73af\u5883\uff08\u66f4\u5c0f\u7684\u6279\u6b21\u3001\u66f4\u5927\u7684\u7a97\u53e3\uff09\u4e0b\uff0cSOHUPDS\/SOHUPDS+ \u5728\u6240\u6709\u5927\u7a97\u53e3\u8bbe\u7f6e\u4e0b\u90fd\u80fd\u7a33\u5b9a\u8fd0\u884c\uff0c\u5e76\u4fdd\u6301\u4e86\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\uff0c\u4e14\u5728\u7a20\u5bc6\u6570\u636e\u96c6\u4e0aSOHUPDS+ \u76f8\u5bf9\u4e8e SOHUPDS \u7684\u52a0\u901f\u6bd4\u8fdb\u4e00\u6b65\u6269\u5927\u5230 20x \u4ee5\u4e0a<\/strong>\uff0c\u518d\u6b21\u8bc1\u660e\u4e86 BitmapTransactionMerging \u5728\u5904\u7406\u5927\u89c4\u6a21\u7a20\u5bc6\u6570\u636e\u65f6\u7684\u5a01\u529b\u3002<\/p>\n\n\n\n

            \u516d\u3001\u7ed3\u679c<\/strong><\/h2>\n\n\n\n
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              \u6765\u6e90\uff1aACM Transactions on Knowledge Discovery from Data\u4f5c\u8005\uff1a […]<\/p>\n","protected":false},"author":74,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4106","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4106","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/74"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4106"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4106\/revisions"}],"predecessor-version":[{"id":4121,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4106\/revisions\/4121"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4106"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4106"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4106"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}