{"id":1072131,"date":"2023-05-31T20:47:00","date_gmt":"2023-06-01T03:47:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072131"},"modified":"2024-09-25T03:38:41","modified_gmt":"2024-09-25T10:38:41","slug":"exploratory-data-analysis","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/exploratory-data-analysis\/","title":{"rendered":"LLM\u65f6\u4ee3\uff0c\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u7684\u5347\u7ea7\u4e4b\u8def\u6709\u54ea\u4e9b\u65b0\u52a9\u653b\uff1f"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u9a6c\u5e73\u5ddd\u3001\u4e01\u9510<\/em><\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u6570\u636e\u5df2\u7ecf\u6210\u4e3a\u6211\u4eec\u751f\u6d3b\u3001\u5de5\u4f5c\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u91cd\u8981\u8d44\u6e90\u3002\u5927\u91cf\u7684\u6570\u636e\u72b9\u5982\u4e00\u5ea7\u5ea7\u91d1\u77ff\uff0c\u8574\u85cf\u7740\u65e0\u5c3d\u7684\u4ef7\u503c\u3002\u7136\u800c\uff0c\u5982\u679c\u65e0\u6cd5\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u51fa\u77e5\u8bc6\u548c\u4fe1\u606f\u5e76\u52a0\u4ee5\u6709\u6548\u5229\u7528\uff0c\u90a3\u4e48\u6570\u636e\u672c\u8eab\u5e76\u4e0d\u80fd\u9a71\u52a8\u548c\u5f15\u9886\u6280\u672f\u5e94\u7528\u53d6\u5f97\u6210\u529f\u3002\u5982\u4f55\u8ba9\u6570\u636e\u53d1\u6325\u5b83\u6700\u5927\u7684\u4ef7\u503c\uff1f\u662f\u6570\u636e\u3001\u77e5\u8bc6\u4e0e\u667a\u80fd\uff08DKI\uff09\u7ec4\u6301\u7eed\u63a2\u7d22\u7684\u65b9\u5411\uff0c\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u5728\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\uff08Exploratory Data Analysis\uff0cEDA\uff09\u9886\u57df\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u76f8\u5173\u6210\u679c\u5df2\u53d1\u8868\u5728 SIGMOD 2017\u3001SIGMOD 2019\u3001SIGMOD 2021\u3001KDD 2022 \u548c SIGMOD 2023 \u7b49\u5168\u7403\u9876\u4f1a\u4e0a\u3002\u540c\u65f6\uff0c\u8be5\u7cfb\u5217\u5de5\u4f5c\u4e5f\u5df2\u5e94\u7528\u4e8e Microsoft Excel\uff0cMicrosoft Power BI \u548c Microsoft Forms \u7b49\u5fae\u8f6f\u4ea7\u54c1\u4e2d\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u7684\u8fd9\u7bc7\u6587\u7ae0\u5c06\u4e3a\u5927\u5bb6\u4ecb\u7ecd DKI \u7ec4\u4e0e\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u5408\u4f5c\u5b8c\u6210\u7684\u5728\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u6210\u679c\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u63a2\u8ba8\u6570\u636e\u5206\u6790\u7684\u5916\u5ef6\u548c\u5185\u6db5\u5728\u5982\u4f55\u6f14\u53d8\uff0c\u4e00\u8d77\u4e86\u89e3\u5728\u5927\u8bed\u8a00\u6a21\u578b LLM\uff08Large Language Model\uff09\u7684\u5f3a\u529b\u52a9\u653b\u4e0b\uff0c\u8fd0\u7528\u6570\u636e\u6d1e\u5bdf\u4e0e\u56e0\u679c\u4fe1\u606f\u6765\u4fc3\u8fdb\u63a2\u7d22\u6570\u636e\u5206\u6790\u7684\u6f5c\u529b\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ec0\u4e48\u662f\u6570\u636e\u6d1e\u5bdf-data-insight\">\u4ec0\u4e48\u662f\u6570\u636e\u6d1e\u5bdf\uff08Data Insight\uff09\uff1f<\/h2>\n\n\n\n<p>\u201cInsight\u201d \u5728\u4e2d\u6587\u4e2d\u53ef\u4ee5\u7ffb\u8bd1\u4e3a\u201c\u6d1e\u5bdf\u201d\u3002\u800c\u5728\u8fd9\u6570\u636e\u5206\u6790\u4e2d\uff0c\u201cinsight\u201d \u662f\u6307\u4ece\u591a\u7ef4\u6570\u636e\u4e2d\u53d1\u73b0\u7684 interesting data pattern\uff08\u6709\u8da3\u7684\u6570\u636e\u6a21\u5f0f\uff09\uff0c\u5b83\u53cd\u6620\u4e86\u6570\u636e\u5728\u67d0\u79cd\u7279\u5b9a\u89c6\u89d2\u4e0b\u7684\u6709\u8da3\u7279\u5f81\u3002\u4f8b\u5982\uff0c<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u9500\u552e\u6570\u636e\u4e2d\uff0c\u53d1\u73b0\u67d0\u4e2a\u7279\u5b9a\u4ea7\u54c1\u5728\u67d0\u4e2a\u5730\u533a\u7684\u9500\u552e\u989d\u6bd4\u5176\u4ed6\u4ea7\u54c1\u9ad8\u51fa\u5f88\u591a\u3002<\/li>\n\n\n\n<li>\u5728\u533b\u7597\u6570\u636e\u4e2d\uff0c\u53d1\u73b0\u67d0\u79cd\u75be\u75c5\u7684\u65b0\u589e\u60a3\u8005\u6570\u76ee\u968f\u5e74\u4efd\u589e\u52a0\u3002<\/li>\n\n\n\n<li>\u5728\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u4e2d\uff0c\u53d1\u73b0\u67d0\u4e2a\u8bdd\u9898\u7684\u8ba8\u8bba\u91cf\u5b58\u5728\u5468\u671f\u6027\u89c4\u5f8b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u5177\u4f53\u7684\u6d1e\u5bdf\u53cd\u5e94\u4e86\u4eba\u4eec\u5bf9\u6570\u636e\u539f\u59cb\u4fe1\u53f7\u7684\u67d0\u79cd\u7279\u5b9a\u89c4\u5f8b\u7684\u603b\u7ed3\u3002\u5b83\u6709\u5982\u4e0b\u7279\u70b9\uff1a\u6d1e\u5bdf\u662f\u670d\u52a1\u4e8e\u6570\u636e\u5206\u6790\u4efb\u52a1\u7684\uff0c\u5f80\u5f80\u662f\u5bf9\u539f\u59cb\u4fe1\u53f7\u7684\u67d0\u79cd\u7b26\u53f7\u5316\u62bd\u8c61\uff1b\u76f8\u6bd4\u4e8e\u539f\u59cb\u4fe1\u53f7\uff0c\u6d1e\u5bdf\u5177\u6709\u66f4\u9ad8\u7684\u5206\u6790\u8bed\u4e49\u3002\u57fa\u4e8e\u6b64\uff0c\u5f62\u5f0f\u5316\u7684\u5b9a\u4e49\u6d1e\u5bdf\u4ee5\u53ca\u5982\u4f55\u4ece\u6570\u636e\u4e2d\u6316\u6398\u6f5c\u5728\u7684\u6d1e\u5bdf\u662f\u4e00\u4e2a\u9996\u8981\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u53ef\u4ee5\u9884\u89c1\u5230\uff0c\u7531\u4e8e\u6d1e\u5bdf\u5177\u6709\u7b26\u53f7\u5316\u7684\u5c5e\u6027\uff0c\u57fa\u4e8e\u8fd9\u4e9b\u5c5e\u6027\u7684\u4ee3\u6570\u64cd\u4f5c\uff08\u5f53\u7136\u9700\u8981\u6709\u5206\u6790\u8bed\u4e49\uff09\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6269\u5c55\u5206\u6790\u7684\u5e7f\u9614\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>QuickInsights \u662f\u4e00\u79cd\u80fd\u591f\u5feb\u901f\u81ea\u52a8\u53d1\u73b0\u591a\u7ef4\u6570\u636e\u4e2d\u6d1e\u5bdf\u7684\u6280\u672f\u3002\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u7edf\u4e00\u5b9a\u4e49\u6d1e\u5bdf\u7684\u62bd\u8c61\u65b9\u6cd5\uff0c\u5c06\u4e4b\u524d\u63d0\u51fa\u7684\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u6a21\u5f0f\u5f52\u5230\u7edf\u4e00\u67b6\u6784\u4e0b\uff0c\u800c\u4e14 QuickInsights \u7684\u6316\u6398\u6846\u67b6\u7684\u76ee\u6807\u662f\u81ea\u52a8\u53d1\u73b0\u9ad8\u8d28\u91cf\u3001\u9ad8\u6548\u7387\u7684\u6570\u636e\u6d1e\u5bdf\u3002\u6765\u81ea DKI \u7ec4\u7684 QuickInsights \u6280\u672f\u5df2\u7ecf\u5e94\u7528\u4e8e Microsoft Excel \u548c Microsoft Power BI \u7b49\u5fae\u8f6f\u4ea7\u54c1\u4e2d\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"518\" height=\"305\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-1.png\" alt=\"\u56fe1\uff1aMicrosoft Power BI \u4e2d\u7684 QuickInsight\" class=\"wp-image-1072329\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-1.png 518w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-1-300x177.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-1-240x141.png 240w\" sizes=\"auto, (max-width: 518px) 100vw, 518px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aMicrosoft Power BI \u4e2d\u7684 QuickInsight<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45045\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"610\" height=\"265\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-2.png\" alt=\"\u56fe2\uff1aMicrosoft Excel \u4e2d\u7684 QuickInsight\" class=\"wp-image-1072332\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-2.png 610w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-2-300x130.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-2-240x104.png 240w\" sizes=\"auto, (max-width: 610px) 100vw, 610px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aMicrosoft Excel \u4e2d\u7684 QuickInsight<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45046\"><\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0cQuickInsight \u5728\u4ee5 Analysis Entity\uff08AE\uff0c\u5373\u7531 \u4e09\u5143\u7ec4\u6784\u6210\u7684 data cube\uff09\u4e3a\u6838\u5fc3\u7684\u4f20\u7edf\u6570\u636e\u5206\u6790\u8303\u5f0f\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u62d3\u5c55\u3002\u4ee5 Analysis Entity \u4e3a\u57fa\u70b9\uff0cQuickInsight \u5c06 \u4e09\u5143\u7ec4\u4f5c\u4e3a\u6570\u636e\u5206\u6790\u7684\u57fa\u672c\u5355\u5143\uff0c\u5176\u4e2d Type \u8868\u793a\u8be5 AE \u539f\u59cb\u6570\u636e\u5206\u5e03\u4e0b\u7684\u7279\u5f81\u7c7b\u578b\uff0c\u4f8b\u5982\u8d8b\u52bf\uff08trend\uff09\u3001\u53d8\u66f4\u70b9\uff08change point\uff09\u7b49\u7279\u5f81\uff1bProperty \u5219\u5bf9\u8be5\u7279\u5f81\u7684\u5c5e\u6027\u8fdb\u884c\u7f16\u7801\uff08\u5373\u7b26\u53f7\u5316\uff09\uff0c\u4f8b\u5982\u8d8b\u52bf\u578b\u7279\u5f81\u7684\u65b9\u5411\u3001\u53d8\u66f4\u70b9\u7684\u5177\u4f53\u4f4d\u7f6e\u7b49\u3002Type \u548c Property \u7684\u52a0\u5165\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86\u6570\u636e\u5206\u6790\u7684\u64cd\u4f5c\u7a7a\u95f4\uff0c\u6253\u5f00\u4e86\u901a\u5f80\u6570\u636e\u5206\u6790\u65b0\u89c6\u754c\u7684\u5927\u95e8\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><em>Extracting top-k insights from multi-dimensional data<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3035918.3035922<\/em><\/p>\n\n\n\n<p><em>Quickinsights: Quick and automatic discovery of insights from multi-dimensional data<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3299869.3314037<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"metainsight-\u6570\u636e\u6d1e\u5bdf\u7684\u5185\u6db5\u6316\u6398\u4e4b\u9053\">MetaInsight\uff1a\u6570\u636e\u6d1e\u5bdf\u7684\u5185\u6db5\u6316\u6398\u4e4b\u9053<\/h2>\n\n\n\n<p>\u5728 QuickInsight \u7684\u6846\u67b6\u4e0b\uff0c\u6570\u636e\u6d1e\u5bdf\u88ab\u8868\u5f81\u4e3a \u4e09\u5143\u7ec4\u3002\u5b9e\u9645\u5206\u6790\u573a\u666f\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u8fd9\u6837\u7684\u6d1e\u5bdf\u4e3b\u8981\u9002\u7528\u4e8e\u670d\u52a1\u57fa\u7840\u7684\u5206\u6790\u4efb\u52a1\u3002\u4e00\u4e9b\u590d\u6742\u7684\u5206\u6790\u4efb\u52a1\uff0c\u5219\u9700\u8981\u5bf9\u82e5\u5e72\u5177\u6709\u7279\u5b9a\u5173\u7cfb\u7684\u6d1e\u5bdf\u8fdb\u884c\u590d\u5408\u624d\u80fd\u5b8c\u6210\u3002\u8fd9\u79cd\u590d\u5408\u64cd\u4f5c\u8d4b\u4e88\u4e86\u8fd9\u4e9b\u6d1e\u5bdf\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u5173\u7cfb\u800c\u5448\u73b0\u51fa\u6765\u7684\u65b0\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u57fa\u4e8e\u8fd9\u6837\u7684\u89c2\u5bdf\u4e0e\u601d\u8003\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u5178\u578b\u7684\u610f\u4e49\u6784\u5efa\u673a\u5236\uff08sensemaking mechanism\uff09\u83b7\u5f97\u542f\u53d1\uff0c\u63d0\u51fa\u4e86 MetaInsight\u3002MetaInsight \u662f\u5728\u57fa\u672c\u6570\u636e\u6d1e\u5bdf\u7684\u57fa\u7840\u4e0a\uff0c\u5229\u7528\u591a\u4e2a AE \u5185\u90e8\u7684\u540c\u8d28\u5173\u7cfb\uff0c\u5f62\u6210\u66f4\u9ad8\u5c42\u9762\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u4ece\u800c\u53ef\u66f4\u6709\u6548\u5730\u63a8\u52a8\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"362\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-1024x362.png\" alt=\"table\" class=\"wp-image-1072335\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-1024x362.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-300x106.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-768x271.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-1536x542.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3-240x85.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-3.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"374\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-1024x374.png\" alt=\"\u56fe3\uff1a\u4e00\u4e2a\u5178\u578b\u7684\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u7684\u8fc7\u7a0b\u00a0\" class=\"wp-image-1072338\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-1024x374.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-300x109.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-768x280.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-1536x560.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4-240x88.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-4.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u4e00\u4e2a\u5178\u578b\u7684\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u7684\u8fc7\u7a0b&nbsp;<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45048\"><\/p>\n\n\n\n<p>\u4ee5\u4e00\u4e2a\u5178\u578b\u7684\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u7684\u8fc7\u7a0b\u4e3a\u4f8b\u3002\u5982\u56fe3\u6240\u793a\uff0c\u5047\u8bbe\u6709\u4e00\u4e2a\u5173\u4e8e2019\u5e74\u7f8e\u56fd\u52a0\u5dde\u623f\u5c4b\u9500\u552e\u7684\u591a\u7ef4\u6570\u636e\u3002\u623f\u5730\u4ea7\u7ecf\u7eaa\u4eba Bob \u6b63\u5728\u5206\u6790\u8fd9\u4e2a\u6570\u636e\u96c6\u3002\u4ed6\u9996\u5148\u6ce8\u610f\u5230\uff0c\u4e0e\u5176\u4ed6\u6708\u4efd\u76f8\u6bd4\uff0c\u6d1b\u6749\u77f6\u57284\u6708\u4efd\u7684\u623f\u5c4b\u9500\u552e\u91cf\u6700\u4f4e\u3002\u7136\u540e\uff0cBob \u63d0\u51fa\u4e86\u4e00\u4e2a\u5f52\u7eb3\u5047\u8bbe\uff08inductive hypothesis\uff09\uff1a\u201c\u5176\u4ed6\u57ce\u5e02\u7684\u9500\u552e\u60c5\u51b5\u4e5f\u540c\u6837\u7cdf\u7cd5\u3002\u201d \u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u6570\u636e\u63a2\u7d22\uff0c\u4ed6\u4e86\u89e3\u5230\u8fd9\u662f\u4e00\u4e2a\u666e\u904d\u73b0\u8c61\uff0c\u56e0\u4e3a\u8fd8\u6709\u76f8\u5f53\u591a\u7684\u5176\u4ed6\u57ce\u5e02\u57284\u6708\u4efd\u7684\u9500\u552e\u8868\u73b0\u4e5f\u4e0d\u4f73\uff08commonness\uff0c\u5171\u6027\uff09\u3002\u57fa\u4e8e\u8fd9\u79cd\u5171\u6027\uff0cBob \u73b0\u5728\u5f00\u59cb\u5173\u6ce8\u5f02\u5e38\u60c5\u51b5\uff0c\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e2a\u9a8c\u8bc1\u6027\u8d28\u8be2\uff08validity inquiry\uff09\uff1a\u201c\u662f\u4e0d\u662f\u6240\u6709\u57ce\u5e02\u57284\u6708\u4efd\u7684\u9500\u552e\u90fd\u5f88\u5dee\uff0c\u8fd8\u662f\u6709\u4f8b\u5916\uff1f\u201d\u7ecf\u8fc7\u5bf9\u52a0\u5dde\u6240\u6709\u57ce\u5e02\u7684\u4ed4\u7ec6\u68c0\u67e5\uff0cBob \u53d1\u73b0\u5723\u5730\u4e9a\u54e5\u57287\u6708\u4efd\u7684\u9500\u552e\u60c5\u51b5\u4e0d\u4f73\uff08exception\uff0c\u5f02\u5e38\uff09\u3002\u6b64\u65f6\uff0cBob \u5df2\u7ecf\u5b8c\u6210\u4e86\u4e00\u4e2a\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u6d41\u7a0b\uff0c\u4ed6\u4ece\u6570\u636e\u4e2d\u5f97\u5230\u4e86\u4ee5\u4e0b\u6d1e\u5bdf\uff1a\u9996\u5148\u4ed6\u63d0\u53d6\u4e86\u4e00\u6761\u77e5\u8bc6\uff08\u6d1b\u6749\u77f6\u57284\u6708\u4efd\u7684\u9500\u552e\u8868\u73b0\u4e0d\u4f73\uff09\uff0c\u5e76\u8fdb\u4e00\u6b65\u4ece\u6570\u636e\u4e2d\u83b7\u5f97\u4e86\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\uff08\u9664\u5723\u5730\u4e9a\u54e5\u5916\uff0c\u5927\u591a\u6570\u57ce\u5e02\u57284\u6708\u4efd\u7684\u9500\u552e\u8868\u73b0\u4e0d\u4f73\uff09\u3002\u56e0\u6b64\uff0c\u4ed6\u5e0c\u671b\u5c06\u8fd9\u4e2a\u5f02\u5e38\u60c5\u51b5\uff08\u5723\u5730\u4e9a\u54e5\uff09\u4f5c\u4e3a\u8fdb\u4e00\u6b65\u5206\u6790\u7684\u65b0\u8d77\u70b9\u3002<\/p>\n\n\n\n<p>\u53d7\u4eba\u7c7b\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u610f\u4e49\u6784\u5efa\u673a\u5236\u7684\u542f\u53d1\uff0cMetaInsight \u53ef\u62bd\u8c61\u51fa\u201c\u5f52\u7eb3\u5047\u8bbe\u201d\u548c\u201c\u9a8c\u8bc1\u6027\u8d28\u8be2\u201d\u4e24\u4e2a\u5173\u952e\u673a\u5236\uff0c\u5e76\u7531\u6b64\u5728 QuickInsight \u7684\u57fa\u7840\u4e0a\uff0c\u83b7\u5f97\u66f4\u5177\u7ed3\u6784\u5316\u8bed\u4e49\u7684\u6570\u636e\u6d1e\u5bdf\u3002\u4f9d\u9760\u57fa\u672c\u7684\u6570\u636e\u6d1e\u5bdf\u673a\u5236\uff0cMetaInsight \u901a\u8fc7\u6355\u6349\u67d0\u4e2a\u7279\u5b9a\u6570\u636e\u533a\u57df\uff08data scope\uff09\u539f\u59cb\u6570\u636e\u5206\u5e03\u7684\u5173\u952e\u7279\u5f81\uff0c\u53ef\u5b9e\u73b0\u8be5\u6570\u636e\u533a\u57df\u7684\u77e5\u8bc6\u63d0\u53d6\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cMetaInsight \u5bf9\u5176\u8fdb\u884c\u6269\u5c55\uff0c\u4ece\u800c\u83b7\u5f97\u4e00\u7cfb\u5217\u8bed\u4e49\u4e0a\u6709\u5f52\u7eb3\u6f5c\u529b\u7684\u540c\u8d28\u6570\u636e\u533a\u57df\uff08homogeneous data scope\uff09\u3002\u4f8b\u5982\uff0c\u9488\u5bf9\u4e0a\u8ff0\u6848\u4f8b\u6d1b\u6749\u77f6\u623f\u4ef7\u7684\u8fd9\u4e2a\u6570\u636e\u533a\u57df\uff0c\u53ef\u4ee5\u5c06\u5176\u6269\u5c55\u4e3a\u4e0d\u540c\u57ce\u5e02\u7684\u623f\u4ef7\u540c\u8d28\u6570\u636e\u533a\u57df\u3002\u57fa\u4e8e QuickInsight \u5728\u521d\u59cb\u6570\u636e\u533a\u57df\u7684\u53d1\u73b0\uff0c\u8fdb\u800c\u8bc4\u4f30\u540c\u8d28\u6570\u636e\u533a\u57df\u5185\u4e0d\u540c\u6570\u636e\u533a\u57df\u662f\u5426\u5448\u73b0\u51fa\u76f8\u4f3c\u7684\u7279\u5f81\uff0c\u6700\u7ec8\u53ef\u83b7\u5f97\u5177\u6709\u7ed3\u6784\u5316\u8bed\u4e49\u7684 MetaInsight\u3002<\/p>\n\n\n\n<p>\u5728 MetaInsight \u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u9488\u5bf9 Insight Scoring\u3001Mining \u4ee5\u53ca Ranking \u7b49\u5177\u4f53\u95ee\u9898\u8fdb\u884c\u4e86\u7814\u7a76\uff0c\u8bbe\u8ba1\u51fa\u4e86\u4e00\u5957\u9ad8\u6548\u3001\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"712\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-1024x712.jpg\" alt=\"\u56fe4\uff1aQuickInsight \u548c MetaInsight \u7684\u7528\u6237\u4f7f\u7528\u53cd\u9988\" class=\"wp-image-1072341\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-1024x712.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-300x209.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-768x534.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-1536x1069.jpg 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-2048x1425.jpg 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-5-240x167.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aQuickInsight \u548c MetaInsight \u7684\u7528\u6237\u4f7f\u7528\u53cd\u9988<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45049\"><\/p>\n\n\n\n<p>\u4e00\u7cfb\u5217\u7684\u7528\u6237\u7814\u7a76\u8868\u660e\uff0cMetaInsight \u80fd\u591f\u66f4\u597d\u5730\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u6570\u636e\u3001\u542f\u53d1\u66f4\u6df1\u5c42\u6b21\u7684\u6570\u636e\u63a2\u7d22\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><em>MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2021\/03\/metainsight-extended.pdf<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"xinsight-\u5229\u7528\u56e0\u679c\u77e5\u8bc6\u6269\u5c55\u6570\u636e\u6d1e\u5bdf\u7684\u5916\u5ef6\">XInsight\uff1a\u5229\u7528\u56e0\u679c\u77e5\u8bc6\u6269\u5c55\u6570\u636e\u6d1e\u5bdf\u7684\u5916\u5ef6<\/h2>\n\n\n\n<p>\u5728\u6570\u636e\u5206\u6790\u573a\u666f\u4e2d\uff0c\u53ef\u89e3\u91ca\u6027\u662f\u56fa\u6709\u7684\u4e00\u4e2a\u9700\u6c42\u3002\u4eba\u4eec\u5bf9\u5404\u79cd\u6570\u636e\u4e2d\u7684\u73b0\u8c61\u8fdb\u884c\u89c2\u5bdf\uff0c\u603b\u7ed3\u51fa\u9002\u7528\u6982\u5ff5\uff0c\u63d0\u51fa\u5047\u8bbe\u6027\u7684\u673a\u5236\u6765\u89e3\u91ca\u89c2\u6d4b\uff0c\u518d\u63d0\u4f9b\u9884\u6d4b\uff0c\u7b49\u7b49\u3002\u8fd9\u4e9b\u5206\u6790\u8fc7\u7a0b\u4e2d\u53ef\u89e3\u91ca\u6027\u662f\u666e\u904d\u5b58\u5728\u7684\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u573a\u666f\u662f\u5bf9\u5f02\u5e38\u6570\u636e\u8fdb\u884c\u89e3\u91ca\u3002\u5bf9\u5f02\u5e38\u7684\u89e3\u91ca\u4e0d\u4ec5\u5728 MetaInsight \u7684\u4f7f\u7528\u4e2d\u8f83\u4e3a\u5e38\u89c1\uff0c\u800c\u4e14\u66f4\u5e7f\u6cdb\u5730\u5b58\u5728\u4e8e\u65e5\u5e38\u6570\u636e\u5206\u6790\u7684\u573a\u666f\u4e2d\u3002\u4f8b\u5982\u5728\u9500\u91cf\u6570\u636e\u4e2d\uff0c\u7528\u6237\u5e0c\u671b\u63a2\u77e5\u67d0\u4e00\u5e74\u9500\u91cf\u4e0b\u964d\u7684\u539f\u56e0\uff1b\u5728\u6e38\u5ba2\u6570\u636e\u4e2d\uff0c\u7528\u6237\u5e0c\u671b\u89e3\u6790\u51fa\u4e0d\u540c\u5730\u57df\u4e4b\u95f4\u6e38\u5ba2\u7684\u5dee\u5f02\u3002\u8fd9\u79cd\u5bf9\u89e3\u91ca\u7684\u9700\u6c42\u4fc3\u4f7f\u7814\u7a76\u5458\u4eec\u5728\u4f20\u7edf\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\u7684\u57fa\u7840\u4e0a\uff0c\u63d0\u51fa\u4e86\u65b0\u7684\u6570\u636e\u5206\u6790\u8303\u5f0f\u2014\u2014\u53ef\u89e3\u91ca\u6570\u636e\u5206\u6790\uff08Explainable Data Analysis, XDA\uff09\u3002<\/p>\n\n\n\n<p>\u5904\u7406\u53ef\u89e3\u91ca\u6570\u636e\u5206\u6790\u7684\u7b2c\u4e00\u4e2a\u8981\u7d20\u662f\u9700\u8981\u5229\u7528\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u73b0\u6709\u7684\u5de5\u5177\u5f80\u5f80\u57fa\u4e8e\u76f8\u5173\u6027\u6765\u751f\u6210\u6570\u636e\u7684\u89e3\u91ca\uff0c\u4f46\u76f8\u5173\u6027\u5e76\u4e0d\u610f\u5473\u7740\u56e0\u679c\u5173\u7cfb\u3002\u57fa\u4e8e\u76f8\u5173\u6027\u7684\u6570\u636e\u89e3\u91ca\u5f80\u5f80\u4f1a\u8ba9\u7528\u6237\u4ea7\u751f\u56e0\u679c\u7684\u5e7b\u89c9\uff08illusion of causality\uff09\uff0c\u8fdb\u800c\u5bfc\u81f4\u9519\u8bef\u7684\u6570\u636e\u7406\u89e3\u548c\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u89e3\u91ca\u53ef\u4ee5\u88ab\u5206\u4e3a\u56e0\u679c\uff08causal explanation\uff09\u548c\u975e\u56e0\u679c\uff08non-causal explanation\uff09\u4e24\u7c7b\u3002\u56e0\u679c\u89e3\u91ca\u901a\u8fc7\u5bfb\u627e\u56e0\u679c\u56e0\u7d20\u6765\u89e3\u91ca\u7ed3\u679c\u3002\u4f8b\u5982\u56fe5\uff0c\u5728\u4e00\u4e2a\u6a21\u62df\u7684\u80ba\u764c\u6570\u636e\u96c6\u4e2d\uff0c\u60a3\u8005\u7684\u5730\u7406\u4f4d\u7f6e\uff08\u53cd\u6620\u5730\u533a\u63a7\u70df\u653f\u7b56\uff09\u548c\u538b\u529b\u7a0b\u5ea6\u4f1a\u5f71\u54cd\u4ed6\u4eec\u662f\u5426\u5438\u70df\uff0c\u5438\u70df\u4f1a\u8fdb\u4e00\u6b65\u5f71\u54cd\u80ba\u764c\u7684\u4e25\u91cd\u7a0b\u5ea6\uff0c\u800c\u80ba\u764c\u4e25\u91cd\u7a0b\u5ea6\u53c8\u4f1a\u8fdb\u4e00\u6b65\u5f71\u54cd\u60a3\u8005\u662f\u5426\u63a5\u53d7\u624b\u672f\u548c\u4e94\u5e74\u5b58\u6d3b\u7387\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"991\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6-1024x991.png\" alt=\"\u56fe5\uff1a\u80ba\u764c\u6570\u636e\u96c6\u3001\u4e0d\u540c\u5730\u533a\u7684\u80ba\u764c\u5dee\u5f02\u4ee5\u53ca\u5bf9\u5e94\u4ea7\u751f\u7684 Why Query\" class=\"wp-image-1072344\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6-1024x991.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6-300x290.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6-768x744.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6-186x180.png 186w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-6.png 1381w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u80ba\u764c\u6570\u636e\u96c6\u3001\u4e0d\u540c\u5730\u533a\u7684\u80ba\u764c\u5dee\u5f02\u4ee5\u53ca\u5bf9\u5e94\u4ea7\u751f\u7684 Why Query<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45050\"><\/p>\n\n\n\n<p>\u5438\u70df\u4e3a\u60a3\u8005\u4e3a\u4ec0\u4e48\u60a3\u6709\u4e0d\u540c\u4e25\u91cd\u7a0b\u5ea6\u7684\u80ba\u764c\u63d0\u4f9b\u4e86\u89e3\u91ca\u3002\u8fd9\u662f\u4e00\u4e2a\u56e0\u679c\u89e3\u91ca\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u975e\u56e0\u679c\u7684\u89e3\u91ca\u4ec5\u901a\u8fc7\u7edf\u8ba1\u76f8\u5173\u6027\u6765\u89e3\u91ca\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u5728\u80ba\u764c\u6570\u636e\u96c6\u4e2d\uff0c\u624b\u672f\u5bf9\u80ba\u764c\u4e25\u91cd\u7a0b\u5ea6\u6709\u5f71\u54cd\u3002\u4f46\u8fd9\u5e76\u4e0d\u662f\u56e0\u679c\u5173\u7cfb\u89e3\u91ca\u3002\u56e0\u679c\u5173\u7cfb\u89e3\u91ca\u8fd8\u80fd\u8ba9\u7528\u6237\u8fdb\u884c\u53cd\u4e8b\u5b9e\u601d\u8003\uff08counterfactual thinking\uff09\u548c\u53ef\u884c\u51b3\u7b56\uff08actionable decision\uff09\u3002\u4f8b\u5982\uff0c\u6212\u70df\u53ef\u4ee5\u964d\u4f4e\u80ba\u764c\u7684\u4e25\u91cd\u7a0b\u5ea6\uff0c\u800c\u53d6\u6d88\u624b\u672f\u5e76\u4e0d\u80fd\u6539\u53d8\u80ba\u764c\u7684\u4e25\u91cd\u7a0b\u5ea6\u3002\u8fd9\u610f\u5473\u7740\uff0c\u56e0\u679c\u5173\u7cfb\u89e3\u91ca\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5236\u5b9a\u66f4\u5177\u9488\u5bf9\u6027\u7684\u51b3\u7b56\uff0c\u4ece\u800c\u66f4\u597d\u5730\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u53d1\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 XInsight\uff0c\u65e8\u5728\u63d0\u4f9b\u66f4\u53ef\u89e3\u91ca\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u51cf\u5c11\u56e0\u679c\u5173\u7cfb\u7684\u5e7b\u89c9\u6240\u5e26\u6765\u7684\u8bef\u89e3\u3002XInsight \u9996\u5148\u5229\u7528\u56e0\u679c\u53d1\u73b0\uff08causal discovery\uff09\u5b9a\u6027\u5730\u5bfb\u627e\u6570\u636e\u5185\u90e8\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u57fa\u4e8e\u5b9a\u6027\u7684\u56e0\u679c\u5173\u7cfb\uff0cXInsight \u63d0\u51fa\u4e86 XTranslator\uff0c\u5c06\u56e0\u679c\u56fe\uff08causal graph\uff09\u4e0a\u7684\u56e0\u679c\u8bed\u4e49\u8f6c\u5316\u4e3a\u53ef\u89e3\u91ca\u6570\u636e\u5206\u6790\uff08eXplainable Data Analysis\uff0cXDA\uff09\u7684\u8bed\u4e49\u3002\u6839\u636e XDA \u5c42\u9762\u7684\u8bed\u4e49\u4fe1\u606f\uff0cXInsight \u518d\u8fdb\u4e00\u6b65\u5229\u7528\u5b9e\u9645\u56e0\u679c\u6027\uff08actual causality\uff09\u6846\u67b6\u5b9a\u91cf\u5730\u5206\u6790\u6bcf\u4e2a\u53d8\u91cf\u5185\u90e8\u4e0d\u540c\u53d6\u503c\u5bf9\u6570\u636e\u5dee\u5f02\u7684\u5f71\u54cd\uff0c\u6700\u7ec8\u83b7\u5f97\u89e3\u91ca\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"777\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7.png\" alt=\"\u56fe6\uff1aXInsight \u7684\u6a21\u578b\u6846\u67b6\" class=\"wp-image-1072347\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7.png 782w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7-300x298.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7-150x150.png 150w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7-768x763.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7-180x180.png 180w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-7-181x180.png 181w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aXInsight \u7684\u6a21\u578b\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45051\"><\/p>\n\n\n\n<p>\u4e3e\u4e00\u4e2a\u4f7f\u7528 XInsight \u8fdb\u884c\u6570\u636e\u6d1e\u5bdf\u7684\u4f8b\u5b50\uff0c\u5982\u56fe7\u6240\u793a\u3002\u5728\u524d\u9762\u5c55\u793a\u7684\u80ba\u764c\u6570\u636e\u96c6\u4e2d\uff0c\u5206\u6790\u5e08\u89c2\u5bdf\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a\u201c\u533a\u57df A \u7684\u60a3\u8005\u80ba\u764c\u7684\u5e73\u5747\u4e25\u91cd\u7a0b\u5ea6\u6bd4\u533a\u57df B \u9ad8\u5f97\u591a\u201d\uff0c\u7136\u540e\u63d0\u51fa\u53ef\u80fd\u51fa\u73b0\u6b64\u73b0\u8c61\u7684\u5f52\u56e0\u3002\u901a\u8fc7 XInsight \u53ef\u4ee5\u5f97\u51fa\u4e00\u4e2a\u56e0\u679c\u5173\u7cfb\u7684\u89e3\u91ca\uff0c\u5373\u201c\u5438\u70df\u201d\u662f\u80ba\u764c\u4e25\u91cd\u7a0b\u5ea6\u7684\u5b9a\u6027\u56e0\u7d20\uff0c\u5e76\u4e14\u5f3a\u8c03\u201c\u5438\u70df=\u662f\u201d\uff08Smoking=Yes\uff09\u53ca\u5176\u4f5c\u4e3a\u5b9a\u91cf\u89e3\u91ca\u7684\u8d23\u4efb\uff08responsibility\uff09\u3002\u7528\u6237\u80fd\u591f\u636e\u6b64\u66f4\u6df1\u5165\u5730\u7406\u89e3\u4e0d\u540c\u533a\u57df\u60a3\u8005\u80ba\u764c\u4e25\u91cd\u7a0b\u5ea6\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u5e76\u9488\u5bf9\u5438\u70df\u8fd9\u4e00\u56e0\u7d20\u63d0\u51fa\u76f8\u5e94\u7684\u5e72\u9884\u63aa\u65bd\uff0c\u5982\u5236\u5b9a\u66f4\u4e25\u683c\u7684\u70df\u8349\u63a7\u5236\u653f\u7b56\u3001\u63a8\u5e7f\u7981\u70df\u5ba3\u4f20\u7b49\uff0c\u4ee5\u8fbe\u5230\u66f4\u597d\u7684\u9632\u63a7\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"820\" height=\"1024\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8-820x1024.png\" alt=\"\u56fe7\uff1a\u56e0\u679c\u89e3\u91ca\u548c\u975e\u56e0\u679c\u89e3\u91ca\" class=\"wp-image-1072350\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8-820x1024.png 820w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8-240x300.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8-768x960.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8-144x180.png 144w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-8.png 1090w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u56e0\u679c\u89e3\u91ca\u548c\u975e\u56e0\u679c\u89e3\u91ca<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-45052\"><\/p>\n\n\n\n<p>\u5c3d\u7ba1 XInsight \u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u60f3\u8981\u53d1\u6325\u51fa\u6bcf\u4e2a\u6a21\u5757\u7684\u7406\u60f3\u529f\u80fd\uff0c\u4ecd\u5177\u6709\u76f8\u5f53\u5927\u7684\u6311\u6218\u3002\u9996\u5148\uff0c\u5927\u591a\u6570\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u96c6\u662f\u5728\u4e0d\u8003\u8651\u56e0\u679c\u5145\u5206\u6027\uff08causal sufficiency\uff09\u7684\u524d\u63d0\u4e0b\u6536\u96c6\u7684\uff0c\u5373\u6211\u4eec\u89c2\u5bdf\u5230\u7684\u53d8\u91cf\u96c6\u5408\u5305\u542b\u4e86\u6240\u6709\u7684\u91cd\u8981\u56e0\u679c\u5173\u7cfb\uff0c\u6ca1\u6709\u9057\u6f0f\u4efb\u4f55\u5173\u952e\u7684\u6f5c\u5728\u53d8\u91cf\u3002\u6b64\u5916\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6570\u636e\u96c6\u4e2d\u5f80\u5f80\u6709\u4e00\u4e9b\u6570\u636e\u4e0e\u5176\u4ed6\u6570\u636e\u76f8\u5173\uff0c\u6bd4\u5982\u5b66\u751f\u7684\u6210\u7ee9\u7531\u5b66\u4e60\u60c5\u51b5\u51b3\u5b9a\u3002\u8fd9\u79cd\u6570\u636e\u95f4\u7684\u5173\u7cfb\u79f0\u4e3a\u51fd\u6570\u4f9d\u8d56\uff08Functional Dependency\uff0cFD\uff09\uff0c\u5c24\u5176\u662f\u5f53\u5b83\u4eec\u4ece\u5173\u7cfb\u6570\u636e\u5e93\u4e2d\u5b9e\u4f8b\u5316\u65f6\uff0c\u51fd\u6570\u4f9d\u8d56\u5173\u7cfb\u66f4\u4e3a\u5e38\u89c1\u3002\u4f46\u662f\u8fd9\u4e9b FD \u6709\u53ef\u80fd\u4f1a\u8ba9\u5206\u6790\u5e08\u8bef\u4ee5\u4e3a\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u56e0\u679c\u5173\u7cfb\uff0c\u4f46\u5b9e\u9645\u5e76\u6ca1\u6709\u3002\u8fd9\u5c31\u8fdd\u53cd\u4e86\u5fe0\u5b9e\u6027\u5047\u8bbe\uff08faithfulness assumption\uff09\uff0c\u8fd9\u5bf9\u4e8e\u8bb8\u591a\u60f3\u8981\u4ece\u6570\u636e\u95f4\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\u7684\u7b97\u6cd5\u662f\u4e00\u4e2a\u5173\u9698\u3002\u7b80\u5355\u800c\u8a00\uff0c\u5fe0\u5b9e\u6027\u5047\u8bbe\u662f\u6307\u5728\u56e0\u679c\u7ed3\u6784\u5b66\u4e60\u4e2d\uff0c\u6240\u6709\u7684\u7edf\u8ba1\u4f9d\u8d56\u6027\u90fd\u4e0e\u67d0\u4e2a\u56e0\u679c\u5173\u7cfb\u76f8\u5bf9\u5e94\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u5efa\u7acb\u4e86 FD-induced Graph \u7406\u8bba\u3002XLearner \u4f1a\u4f7f\u7528 FD-induced Graph \u4ece\u6570\u636e\u4e2d\u9009\u62e9\u4e00\u7ec4\u4e0d\u4f1a\u8fdd\u53cd\u5fe0\u5b9e\u6027\u5047\u8bbe\u7684\u53d8\u91cf\uff0c\u5e76\u91c7\u7528 FCI \uff08fast causal inference\uff09\u7b97\u6cd5\u6765\u5904\u7406\u56e0\u679c\u4e0d\u5145\u5206\uff08causal insufficiency\uff09\u7684\u6570\u636e\uff0c\u7136\u540e\u5c06 FCI \u7684\u7ed3\u679c\u4e0e FD-induced Graph \u4e2d\u7684\u56e0\u679c\u5173\u7cfb\u76f8\u7ed3\u5408\uff0c\u8fdb\u800c\u83b7\u5f97\u6700\u7ec8\u7684\u56e0\u679c\u56fe\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u4ece\u56e0\u679c\u539f\u8bed\uff08causal primitive\uff0c\u5373\u56e0\u679c\u56fe\u4e2d\u7684\u7ed3\u6784\u5173\u7cfb\uff09\u5230 XDA \u8bed\u4e49\uff08\u4f8b\u5982\uff0c\u53d8\u91cf\u662f\u5426\u63d0\u4f9b\u56e0\u679c\u89e3\u91ca\uff09\u7684\u8f6c\u6362\u5c1a\u672a\u5f97\u5230\u5145\u5206\u7814\u7a76\u3002\u56e0\u6b64\u76ee\u524d\u5c1a\u4e0d\u6e05\u695a\u5982\u4f55\u786e\u5b9a\u53d8\u91cf X \u662f\u5426\u53ef\u4ee5\u5728\u7ed9\u5b9a\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\u89e3\u91ca\u76ee\u6807\uff0c\u4ee5\u53ca X \u662f\u5426\u53ef\u4ee5\u63d0\u4f9b\u56e0\u679c\u6216\u975e\u56e0\u679c\u89e3\u91ca\u3002XTranslator \u4ece\u56e0\u679c\u56fe\u4e2d\u7684\u5404\u79cd\u56e0\u679c\u539f\u8bed\uff08\u4f8b\u5982\uff0cm-separation\uff0c\u7956\u5148\/\u540e\u4ee3\u5173\u7cfb\uff09\u51fa\u53d1\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u7cfb\u7edf\u6027\u5730\u5c06\u5b83\u4eec\u7ffb\u8bd1\u6210 XDA \u8bed\u4e49\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5728\u83b7\u53d6\u91cf\u5316\u89e3\u91ca\u65f6\uff0c\u540c\u6837\u5b58\u5728\u6311\u6218\u3002\u73b0\u6709\u7684\u6570\u636e\u5e93\u56e0\u679c\u5173\u7cfb\uff08DB Causality\uff09\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u6eaf\u6e90\uff0c\u901a\u5e38\u4ee5\u5143\u7ec4\uff08tuple\uff09\u4f5c\u4e3a\u89e3\u91ca\u3002\u76f8\u6bd4\u4e8e\u5143\u7ec4\uff0c\u8c13\u8bcd\u7ea7\u89e3\u91ca\uff08predicate-level explanation\uff09\u66f4\u52a0\u7b80\u6d01\u6613\u61c2\uff0c\u6240\u4ee5\u5728 XDA \u7684\u573a\u666f\u4e2d\u53ef\u80fd\u66f4\u4e3a\u7406\u60f3\uff0c\u7531\u6b64\u4e5f\u9700\u8981\u5bf9\u539f\u6709\u7684\u6570\u636e\u5e93\u56e0\u679c\u5173\u7cfb\u7406\u8bba\u8fdb\u884c\u9002\u914d\u3002\u6b64\u5916\uff0c\u6570\u636e\u5e93\u56e0\u679c\u5173\u7cfb\u7406\u8bba\u4e2d\uff0c\u5bf9\u4e00\u4e2a\u6f5c\u5728\u89e3\u91ca\u7684\u5b9a\u91cf\u5206\u6790\u5177\u6709\u76f8\u5f53\u9ad8\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\uff08NP-Complete\uff09\uff0c\u7531\u6b64\u4e5f\u9700\u8981\u4e00\u4e2a\u5feb\u901f\u4e14\u6709\u7406\u8bba\u4fdd\u8bc1\u7684\u8fd1\u4f3c\u7b97\u6cd5\u6765\u52a0\u901f\u8ba1\u7b97\u3002XPlainer \u9488\u5bf9\u6570\u636e\u5206\u6790\u4e2d\u4e0d\u540c\u7684\u805a\u5408\u51fd\u6570\uff08aggregate function\uff09\u8bbe\u8ba1\u4e86\u9488\u5bf9\u6027\u7684\u8fd1\u4f3c\u4f18\u5316\u7b97\u6cd5\uff0c\u65e2\u6ee1\u8db3\u4e86\u6570\u636e\u5206\u6790\u7684\u5b9e\u65f6\u6027\u8981\u6c42\uff0c\u4e5f\u63d0\u4f9b\u4e86\u7406\u8bba\u4fdd\u8bc1\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u5728\u591a\u4e2a\u516c\u5171\u6570\u636e\u96c6\u3001\u79c1\u6709\u6570\u636e\u96c6\u548c\u5408\u6210\u6570\u636e\u96c6\uff08synthetic dataset\uff09\u4e0a\u90fd\u9a8c\u8bc1\u4e86 XInsight \u7684\u6709\u6548\u6027\u3002\u4f8b\u5982\u5728\u822a\u73ed\u5ef6\u8bef\u6570\u636e\u96c6\u4e2d\uff0c\u5982\u56fe8\u6240\u793a\uff0cXInsight \u53d1\u73b0\u4e86\u96e8\u5b63\uff08Rain=Yes\uff09\u662f\u4e0d\u540c\u6708\u4efd\u822a\u73ed\u5e73\u5747\u5ef6\u8bef\u65f6\u95f4\u5dee\u5f02\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"453\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9-1024x453.jpg\" alt=\"\u56fe8\uff1aXInsight \u68c0\u6d4b\u51fa\u96e8\u5b63\u53ef\u4ee5\u5bf9\u822a\u73ed\u5ef6\u8bef\u8fdb\u884c\u89e3\u91ca\" class=\"wp-image-1072353\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9-1024x453.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9-300x133.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9-768x340.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9-240x106.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-9.jpg 1057w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aXInsight \u68c0\u6d4b\u51fa\u96e8\u5b63\u53ef\u4ee5\u5bf9\u822a\u73ed\u5ef6\u8bef\u8fdb\u884c\u89e3\u91ca<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45053\"><\/p>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\uff1a<\/p>\n\n\n\n<p>XInsight: eXplainable Data Analysis Through The Lens of Causality<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2207.12718<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ece\u610f\u56fe\u51fa\u53d1-llm\u5bfc\u822a\u7684\u6570\u636e\u63a2\u7d22\">\u4ece\u610f\u56fe\u51fa\u53d1\uff1aLLM\u5bfc\u822a\u7684\u6570\u636e\u63a2\u7d22<\/h2>\n\n\n\n<p>MetaInsight \u548c XInsight \u6240\u5c55\u73b0\u51fa\u7684\u81ea\u52a8\u5316\u6570\u636e\u63a2\u7d22\u5de5\u5177\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u90fd\u662f\u57fa\u4e8e\u67d0\u4e2a\u7279\u5b9a\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u4ece\u800c\u89e6\u53d1\u4e86\u6570\u636e\u5206\u6790\u610f\u56fe\uff08data analysis intent\uff09\uff0c\u5b83\u4eec\u7684\u8f93\u51fa\u662f\u6570\u636e\u5206\u6790\u610f\u56fe\u5728\u6570\u636e\u4e2d\u7684\u4e00\u79cd\u4f53\u73b0\u3002\u4f46\u662f\uff0c\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u8868\u793a\u73b0\u6709\u7684\u89e3\u51b3\u65b9\u6848\u7684\u667a\u80fd\u7a0b\u5ea6\u4ecd\u5b58\u5728\u4e0d\u8db3\uff0cMetaInsight \u548c XInsight \u8fd8\u9700\u8981\u4f9d\u8d56\u4eba\u7c7b\u6570\u636e\u5206\u6790\u5e08\u6765\u627e\u5230\u7279\u5b9a\u7684\u89e6\u53d1\u6761\u4ef6\uff0c\u5e76\u4e14\u5728\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5355\u4e00\u7684\u6570\u636e\u6d1e\u5bdf\u5f80\u5f80\u4e0d\u80fd\u6ee1\u8db3\u7528\u6237\u7684\u771f\u5b9e\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e00\u4f4d\u6559\u80b2\u5206\u6790\u5e08 Alice \u4e3a\u4f8b\u3002\u5979\u6b63\u5728\u901a\u8fc7\u63a2\u7d22\u5f0f\u6570\u636e\u5206\u6790\uff0c\u8bd5\u56fe\u4e86\u89e3\u5b66\u751f\u6570\u5b66\u6210\u7ee9\u7684\u603b\u4f53\u8d8b\u52bf\u3002Alice \u82b1\u8d39\u4e86\u6570\u5341\u5206\u949f\u624b\u52a8\u7b5b\u9009\u548c\u6392\u5e8f\u6570\u636e\uff0c\u5e76\u7ed8\u5236\u4e86\u6570\u5b66\u6210\u7ee9\u968f\u65f6\u95f4\u7684\u53d8\u5316\u56fe\uff0c\u53d1\u73b0\u6570\u5b66\u6210\u7ee9\u6574\u4f53\u4e0a\u5347\u3002\u63a5\u4e0b\u6765\uff0c\u5979\u5e0c\u671b\u6bd4\u8f83\u4e0d\u540c\u5b66\u6821\u5b66\u751f\u7684\u8868\u73b0\uff0c\u6240\u4ee5\u5979\u53c8\u82b1\u8d39\u4e86\u66f4\u591a\u7684\u65f6\u95f4\u624b\u52a8\u7b5b\u9009\u6570\u636e\uff0c\u5bf9\u6bd4\u4e86 A\u3001B\u3001C \u4e09\u6240\u5b66\u6821\u7684\u5b66\u751f\u6570\u5b66\u6210\u7ee9\u3002\u5979\u53d1\u73b0 A\u3001B \u4e24\u6821\u7684\u6570\u5b66\u6210\u7ee9\u5448\u73b0\u4e0a\u5347\u8d8b\u52bf\uff0c\u800c C \u6821\u57282020\u5e74\u51fa\u73b0\u4e86\u4e00\u4e2a\u5f02\u5e38\u503c\u3002Alice \u597d\u5947\u5730\u51b3\u5b9a\u6df1\u5165\u7814\u7a76\u8fd9\u4e2a\u5f02\u5e38\u503c\u3002\u5979\u82b1\u8d39\u4e86\u5927\u91cf\u65f6\u95f4\u6765\u56de\u63a2\u7d22\u6570\u636e\uff0c\u901a\u8fc7\u5404\u79cd\u53d8\u91cf\u8fdb\u884c\u7b5b\u9009\u548c\u5206\u7ec4\uff0c\u6700\u7ec8\u53d1\u73b0\u5f53\u6392\u9664 \u201cTake-home\u201d \u8003\u8bd5\u65f6\uff0cC \u68212020\u5e74\u7684\u5f02\u5e38\u503c\u4fbf\u4e0d\u518d\u5b58\u5728\u3002\u4e8e\u662f\uff0c\u5979\u8bb0\u5f55\u4e0b\u8fd9\u4e00\u53d1\u73b0\uff0c\u5e76\u5f97\u51fa\u7ed3\u8bba\uff1a\u8fd9\u4e2a\u5f02\u5e38\u503c\u662f\u7531\u4e8e C \u6821\u57282020\u5e74\u6539\u53d8\u8003\u8bd5\u5f62\u5f0f\u6240\u5bfc\u81f4\u7684\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"144\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10-1024x144.png\" alt=\"\u56fe9\uff1a\u6570\u636e\u63a2\u7d22\u793a\u4f8b\" class=\"wp-image-1072356\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10-1024x144.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10-300x42.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10-768x108.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10-240x34.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-10.png 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe9\uff1a\u6570\u636e\u63a2\u7d22\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45054\"><\/p>\n\n\n\n<p>\u6b63\u5982\u4e0a\u9762\u7684\u4f8b\u5b50\u6240\u5c55\u73b0\u7684\uff0c\u6570\u636e\u63a2\u7d22\u8fdc\u6bd4\u63d0\u4f9b\u4e00\u4e2a\u7279\u5b9a\u7684\u6570\u636e\u6d1e\u5bdf\u8981\u590d\u6742\uff0c\u5b83\u65e2\u4f9d\u8d56\u4e8e\u6570\u636e\u5206\u6790\u5e08\u7684\u4e13\u4e1a\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u9700\u8981\u5bf9\u7279\u5b9a\u6570\u636e\u96c6\u4e2d\u7684\u7528\u6237\u610f\u56fe\u548c\u9886\u57df\u77e5\u8bc6\u6709\u6240\u638c\u63e1\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u66f4\u4e3a\u667a\u80fd\u7684\u6570\u636e\u6d1e\u5bdf\u5de5\u5177 InsightPilot\u3002InsightPilot \u80fd\u591f\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u65b9\u5f0f\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u9ad8\u6548\u5730\u4ece\u6570\u636e\u4e2d\u6316\u6398\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u51cf\u8f7b\u6570\u636e\u5206\u6790\u5e08\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002\u76f8\u8f83\u4e8e MetaInsight \u548c XInsight \u7b49\uff0cInsightPilot \u4e0d\u4ec5\u53ef\u4ee5\u81ea\u52a8\u6267\u884c\u6570\u636e\u5206\u6790\u4efb\u52a1\uff0c\u66f4\u80fd\u4e3b\u52a8\u5730\u4ece\u6570\u636e\u4e2d\u5bfb\u627e\u6709\u4ef7\u503c\u7684\u6d1e\u5bdf\uff0c\u5e76\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u7cbe\u51c6\u7684\u6570\u636e\u5206\u6790\u7ed3\u679c\u3002\u524d\u9762\u7684\u793a\u4f8b\u4e2d\uff0cAlice \u9700\u8981\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u5bf9\u6570\u636e\u8fdb\u884c\u624b\u52a8\u7b5b\u9009\u3001\u6392\u5e8f\u548c\u5206\u7ec4\u3002\u7136\u800c\uff0c\u501f\u52a9 InsightPilot\uff0c\u8fd9\u4e9b\u7e41\u7410\u7684\u4efb\u52a1\u5c06\u88ab\u5927\u5927\u7b80\u5316\uff0c\u8282\u7701\u4e86\u5206\u6790\u5e08\u7684\u65f6\u95f4\uff0c\u8ba9\u4ed6\u4eec\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u6df1\u5c42\u6b21\u7684\u6570\u636e\u6d1e\u5bdf\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u66f4\u4e3a\u81ea\u52a8\u5316\u7684\u6570\u636e\u63a2\u7d22\uff0cInsightPilot \u5c06\u6570\u636e\u63a2\u7d22\u7684\u8fc7\u7a0b\u62bd\u8c61\u4e3a\u7531 context-intent-analysis \u7ec4\u6210\u7684\u5e8f\u5217\uff0c\u5373\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7406\u89e3\u5df2\u6709\u7684\u6570\u636e\u6d1e\u5bdf\uff08context\uff09\u3001\u63d0\u51fa\u4e00\u4e2a\u5408\u7406\u7684\u6570\u636e\u5206\u6790\u610f\u56fe\uff08intent\uff09\uff0c\u5e76\u7531 Insight Engine \u5c06\u610f\u56fe\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u6570\u636e\u5206\u6790\uff08analysis\uff09\u3002\u901a\u8fc7\u5229\u7528\u6570\u636e\u5206\u6790\u7684\u7ed3\u679c\u5bf9\u6570\u636e\u6d1e\u5bdf\u8fdb\u884c\u66f4\u65b0\uff0c\u8ba9 LLM \u63a8\u8350\u65b0\u7684\u6570\u636e\u5206\u6790\u610f\u56fe\uff0c\u4ece\u800c\u8fed\u4ee3\u5f62\u6210\u82e5\u5e72\u4e2a\u7531 context-intent-analysis \u4e09\u5143\u7ec4\u5b8c\u6210\u7684\u5e8f\u5217\uff0c\u4ece\u800c\u4f7f InsightPilot \u5b8c\u6210\u6574\u4e2a\u6570\u636e\u63a2\u7d22\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u56fe10\u6f14\u793a\u4e86\u5982\u4f55\u5c06 InsightPilot \u5e94\u7528\u4e8e Alice \u7684\u573a\u666f\u3002\u9996\u5148\uff0c\u7528\u6237\u901a\u8fc7\u7528\u6237\u754c\u9762\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898\uff1a\u201c\u8bf7\u5c55\u793a\u5b66\u751f\u6570\u5b66\u6210\u7ee9\u4e2d\u503c\u5f97\u6316\u6398\u7684\u8d8b\u52bf\u3002\u201d\u7136\u540e\uff0cInsight Engine \u4f1a\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\u4ece\u6570\u636e\u4e2d\u751f\u6210\u521d\u59cb\u6d1e\u5bdf\uff0c\u5e76\u4ee5\u81ea\u7136\u8bed\u8a00\u7684\u5f62\u5f0f\u5448\u73b0\u7ed9 LLM\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u6839\u636e\u7528\u6237\u95ee\u9898\u751f\u6210\u7684\u6d1e\u5bdf\u53ef\u80fd\u662f\uff1a\u201c\u5b66\u6821 A \u7684\u5e73\u5747\u6210\u7ee9\u6392\u540d\u7b2c\u4e00\u3002\u201d\u9488\u5bf9\u7528\u6237\u7684\u95ee\u9898\uff0cLLM \u4ece\u521d\u59cb\u6d1e\u5bdf\u4e2d\u9009\u62e9\u4e0e\u7528\u6237\u95ee\u9898\u6700\u76f8\u5173\u7684\u6d1e\u5bdf\uff0c\u56e0\u6b64\u9009\u62e9\u4e86\u201c\u5b66\u751f\u7684\u6570\u5b66\u6210\u7ee9\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5448\u4e0a\u5347\u8d8b\u52bf\u3002\u201d<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"193\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11-1024x193.png\" alt=\"\u56fe10\uff1a\u5982\u4f55\u5229\u7528 InsightPilot \u5b9e\u73b0\u56fe9\u4e2d\u7684\u6570\u636e\u63a2\u7d22\u8fc7\u7a0b\" class=\"wp-image-1072359\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11-1024x193.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11-300x56.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11-768x144.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11-240x45.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/exploratory-data-analysis-11.png 1377w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe10\uff1a\u5982\u4f55\u5229\u7528 InsightPilot \u5b9e\u73b0\u56fe9\u4e2d\u7684\u6570\u636e\u63a2\u7d22\u8fc7\u7a0b<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45055\"><\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u5f53 LLM \u9009\u62e9\u4e86\u4e00\u4e2a\u76f8\u5173\u6d1e\u5bdf\u540e\uff0cInsight Engine \u4f1a\u5bf9\u8fd9\u4e2a\u6d1e\u5bdf\u8fdb\u884c\u5206\u6790\uff0c\u5e76\u5411 LLM \u63d0\u4f9b\u53ef\u884c\u7684\u5206\u6790\u610f\u56fe\u9009\u9879\u3002\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cLLM \u5728\u201c\u7406\u89e3\u201d\u548c\u201c\u5f52\u7eb3\u201d\u4e24\u79cd\u610f\u56fe\u4e2d\u6700\u7ec8\u9009\u62e9\u4e86\u201c\u5f52\u7eb3\u201d\u3002\u7136\u540e\uff0c\u5728\u6536\u5230\u9009\u5b9a\u7684\u5206\u6790\u610f\u56fe\u540e\uff0cInsight Engine \u5c06\u6267\u884c\u76f8\u5e94\u7684\u67e5\u8be2\u8bed\u53e5\u5e76\u7528\u4e00\u7ec4\u65b0\u7684\u6d1e\u5bdf\u6765\u56de\u5e94\u5206\u6790\u610f\u56fe\u3002\u4e3a\u4e86\u603b\u7ed3\u6240\u9009\u7684\u6d1e\u5bdf\uff0cInsight Engine \u4f1a\u5c1d\u8bd5\u6309\u7167\u4e0d\u540c\u5b66\u6821\u548c\u8003\u8bd5\u5f62\u5f0f\u6765\u603b\u7ed3\u6570\u5b66\u6210\u7ee9\u7684\u8d8b\u52bf\u3002\u5b83\u53d1\u73b0\uff1a\u201c\u9664\u4e86\u5b66\u6821 C\uff0c\u5927\u591a\u6570\u5b66\u6821\u7684\u5b66\u751f\u6570\u5b66\u6210\u7ee9\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5448\u4e0a\u5347\u8d8b\u52bf\u3002\u5b66\u6821 C \u57282020\u5e74\u51fa\u73b0\u4e86\u4e00\u4e2a\u5f02\u5e38\u503c\u3002\u201d\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22\u6570\u636e\uff0cLLM \u5c06\u518d\u6b21\u9009\u62e9\u6d1e\u5bdf\u548c\u5206\u6790\u610f\u56fe\u4e0eInsight Engine\u4ea4\u4e92\u3002\u6b64\u65f6\uff0cLLM\u8981\u6c42 Insight Engine \u201c\u89e3\u91ca\u5b66\u6821 C \u57282020\u5e74\u7684\u5f02\u5e38\u503c\u3002\u201d<\/p>\n\n\n\n<p>\u8fd9\u79cd\u57fa\u4e8e\u6d1e\u5bdf\u548c\u610f\u56fe\u7684\u4ea4\u4e92\u5c06\u6301\u7eed\u8fdb\u884c\uff0c\u76f4\u5230 LLM \u5bf9\u63a2\u7d22\u7ed3\u679c\u6ee1\u610f\u6216\u8fbe\u5230\u6700\u5927 token \u6570\u9650\u5236\u3002\u5728\u6570\u636e\u63a2\u7d22\u7ed3\u675f\u540e\uff0cInsight Engine \u5c06\u8f93\u51fa\u5df2\u63a2\u7d22\u6d1e\u5bdf\uff0c\u7531 LLM \u5c06\u5b83\u4eec\u603b\u7ed3\u6210\u4e00\u4e2a\u6709\u610f\u4e49\u4e14\u8fde\u8d2f\u7684\u62a5\u544a\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e8e\u4f7f\u7528 LLM \u76f4\u63a5\u7406\u89e3\u6570\u636e\uff0cInsightPilot \u501f\u52a9\u4e86 MetaInsight\u3001XInsight \u7b49\u89e3\u51b3\u65b9\u6848\u6765\u5b8c\u6210\u6570\u636e\u5206\u6790\u4efb\u52a1\uff0c\u4e3a LLM \u63d0\u4f9b\u7ed3\u679c\uff0c\u4fdd\u969c\u4e86\u6570\u636e\u63a2\u7d22\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p><em>\u76f8\u5173\u8bba\u6587\uff1a<\/em><\/p>\n\n\n\n<p><em>Demonstration of InsightPilot: An LLM-Empowered Automated Data Exploration System<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2304.00477<\/em><\/p>\n\n\n\n<p>\u6570\u636e\u5206\u6790\u662f\u4e00\u4e2a\u4ee5\u4eba\u4e3a\u672c\u7684\u5e94\u7528\u9886\u57df\u3002\u5e0c\u671b\u901a\u8fc7\u4e0a\u8ff0\u7684\u6848\u4f8b\u5206\u6790\u53ef\u4ee5\u4ece\u7814\u7a76\u7684\u89c6\u89d2\u542f\u53d1\u5927\u5bb6\u3002\u4ece\u8ba4\u8bc6\u8bba\u89d2\u5ea6\u6765\u8bb2\uff0c\u4eba\u7c7b\u63a2\u7d22\u4e16\u754c\u7684\u8fb9\u754c\u5728\u4e0d\u65ad\u6269\u5927\uff0c\u7406\u89e3\u4e16\u754c\u7684\u5185\u6db5\u4e5f\u5728\u4e30\u5bcc\uff0c\u8fd9\u4e2a\u9053\u7406\u540c\u6837\u9002\u7528\u4e8e\u6570\u636e\u5206\u6790\u3002\u800c\u4ece\u6548\u7528\u89d2\u5ea6\u6765\u8bb2\uff0c\u6570\u636e\u5206\u6790\u7684\u76ee\u6807\u662f\u5b8c\u6210\u5b9e\u9645\u751f\u4ea7\u751f\u6d3b\u4e2d\u5404\u79cd\u7531\u6570\u636e\u9a71\u52a8\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u662f\u591a\u73af\u8282\u591a\u89d2\u5ea6\u6784\u6210\u7684\uff0c\u4f46\u76ee\u524d\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5f80\u5f80\u662f\u6563\u843d\u5728\u67d0\u4e2a\u73af\u8282\uff0c\u4ece\u67d0\u4e2a\u89d2\u5ea6\u6765\u89e3\u51b3\u4e00\u4e2a\u5c40\u90e8\u95ee\u9898\uff0c\u662f\u8f85\u52a9\u6027\u7684\u3002\u56e0\u6b64\uff0c\u6570\u636e\u5206\u6790\u7684\u821e\u53f0\u662f\u8db3\u591f\u5927\u7684\uff0c\u76f8\u4fe1\u672a\u6765\u4f1a\u6709\u66f4\u591a\u76f8\u5173\u7684\u79d1\u7814\u6210\u679c\u8bde\u751f\uff0c\u8fdb\u4e00\u6b65\u63a2\u7d22\u6570\u636e\u5206\u6790\u7684\u667a\u80fd\u5316\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u9a6c\u5e73\u5ddd\u3001\u4e01\u9510 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