{"id":6460,"date":"2019-11-18T04:23:59","date_gmt":"2019-11-18T04:23:59","guid":{"rendered":"https:\/\/www.kolabtree.com\/blog\/?p=6460"},"modified":"2019-11-27T10:47:24","modified_gmt":"2019-11-27T10:47:24","slug":"top-applications-of-machine-learning-in-healthcare","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/","title":{"rendered":"\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c8\u30c3\u30d7\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f11ddf9d512\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f11ddf9d512\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#Healthcare_Applications_of_Machine_Learning\" title=\"\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d8\u30eb\u30b9\u30b1\u30a2\u3078\u306e\u5fdc\u7528\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d8\u30eb\u30b9\u30b1\u30a2\u3078\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#1_The_Diagnosis_of_Heart_Disease\" title=\"1.\u5fc3\u81d3\u75c5\u306e\u8a3a\u65ad\u306b\u3064\u3044\u3066\">1.\u5fc3\u81d3\u75c5\u306e\u8a3a\u65ad\u306b\u3064\u3044\u3066<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#2_The_Prediction_of_Diabetes\" title=\"2.\u7cd6\u5c3f\u75c5\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066\">2.\u7cd6\u5c3f\u75c5\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#3_The_Prediction_of_Liver_Disease\" title=\"3.\u809d\u75be\u60a3\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066\">3.\u809d\u75be\u60a3\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#4_ML_Applications_in_Surgery\" title=\"4.\u624b\u8853\u306b\u304a\u3051\u308bML\u306e\u5fdc\u7528\">4.\u624b\u8853\u306b\u304a\u3051\u308bML\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#5_The_Detection_of_Cancer\" title=\"5.\u764c\u306e\u767a\u898b\">5.\u764c\u306e\u767a\u898b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#6_The_Discovery_of_New_Drugs\" title=\"6.\u65b0\u85ac\u306e\u767a\u898b\">6.\u65b0\u85ac\u306e\u767a\u898b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#7_The_Personalization_of_Treatment\" title=\"7.\u6cbb\u7642\u306e\u500b\u5225\u5316\">7.\u6cbb\u7642\u306e\u500b\u5225\u5316<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/#Conclusion\" title=\"\u7d50\u8ad6\">\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n<p><em>\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=ML-Healthcare\">\u6a5f\u68b0\u5b66\u7fd2<\/a> in healthcare include detection and diagnosis of disease, drug discovery,\u00a0 and personalized medicine. Nicholas Walker describes how ML is being used to advance healthcare and medical <a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">\u30ea\u30b5\u30fc\u30c1<\/a>.\u00a0<\/em><\/p>\n<p><span style=\"font-weight: 400;\">\u75c5\u9662\u306e\u60a3\u8005\u6570\u306f\u6025\u901f\u306b\u5897\u52a0\u3057\u3066\u304a\u308a\u3001\u73fe\u5728\u306e\u60a3\u8005\u306e\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u3055\u3089\u306b\u8a18\u9332\u3059\u308b\u3053\u3068\u306f\u307e\u3059\u307e\u3059\u56f0\u96e3\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u308b\u306e\u304c\u6a5f\u68b0\u5b66\u7fd2\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3092\u7c21\u5358\u306b\u81ea\u52d5\u5316\u3057\u3001\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u3092\u3088\u308a\u5f37\u56fa\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=ML-Healthcare\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u533b\u7642\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u533b\u5b66\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u3044\u30462\u3064\u306e\u5206\u91ce\u306e\u878d\u5408\u3067\u3059\u3002\u3053\u306e\u63d0\u643a\u306b\u3088\u308a\u3001\u533b\u7642\u5206\u91ce\u306f\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u9032\u6b69\u3092\u9042\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u5206\u91ce\u3067\u306f\u3001\u305f\u304f\u3055\u3093\u306e\u7814\u7a76\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Google\u306f <a href=\"https:\/\/www.mercurynews.com\/2017\/03\/03\/google-computers-trained-to-detect-cancer\/\">\u3092\u767a\u660e\u3057\u307e\u3057\u305f\u3002 <\/a><\/span><a href=\"https:\/\/www.mercurynews.com\/2017\/03\/03\/google-computers-trained-to-detect-cancer\/\"><span style=\"font-weight: 400;\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/span><\/a><span style=\"font-weight: 400;\"> \u764c\u7d30\u80de\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ed6\u306b\u3082\u69d8\u3005\u306a\u9032\u6b69\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u305d\u308c\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Healthcare_Applications_of_Machine_Learning\"><\/span><b>\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d8\u30eb\u30b9\u30b1\u30a2\u3078\u306e\u5fdc\u7528<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u76ee\u7684\u306f\u3001\u6a5f\u68b0\u3092\u3088\u308a\u52b9\u7387\u7684\u3067\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u533b\u7642\u306b\u304a\u3044\u3066\u306f\u3001\u6a5f\u68b0\u306f\u533b\u5e2b\u306e\u8133\u306e\u5ef6\u9577\u7dda\u4e0a\u306b\u3042\u308a\u3001\u529b\u3092\u500d\u5897\u3055\u305b\u308b\u3082\u306e\u3067\u3059\u3002\u7d50\u5c40\u306e\u3068\u3053\u308d\u3001\u60a3\u8005\u306f\u5e38\u306b\u4eba\u9593\u306e\u89e6\u308c\u5408\u3044\u3068\u30b1\u30a2\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u304c\u3001\u305d\u308c\u306f\u6a5f\u68b0\u3067\u306f\u63d0\u4f9b\u3067\u304d\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6a5f\u68b0\u306e\u4ed5\u4e8b\u306f\u533b\u5e2b\u306b\u53d6\u3063\u3066\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u3080\u3057\u308d\u533b\u5e2b\u304c\u3088\u308a\u826f\u3044\u30b5\u30fc\u30d3\u30b9\u3084\u30b1\u30a2\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u624b\u52a9\u3051\u3059\u308b\u3082\u306e\u306a\u306e\u3067\u3059\u3002\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_The_Diagnosis_of_Heart_Disease\"><\/span><b>1.\u5fc3\u81d3\u75c5\u306e\u8a3a\u65ad\u306b\u3064\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u5fc3\u81d3\u306f\u79c1\u305f\u3061\u306e\u4f53\u306e\u4e2d\u3067\u4e3b\u8981\u306a\u5668\u5b98\u306e\u4e00\u3064\u3067\u3059\u3002\u51a0\u72b6\u52d5\u8108\u75be\u60a3\u3001\u51a0\u72b6\u52d5\u8108\u75be\u60a3\u306a\u3069\u3001\u79c1\u305f\u3061\u304c\u60a3\u3046\u5fc3\u81d3\u306e\u75c5\u6c17\u306f\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u5fc3\u81d3\u75c5\u306e\u8a3a\u65ad\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u4e16\u754c\u7684\u306b\u3082\u975e\u5e38\u306b\u7814\u7a76\u304c\u9032\u3093\u3067\u3044\u308b\u30c6\u30fc\u30de\u3067\u3042\u308a\u3001\u5fc3\u81d3\u75c5\u306e\u8a3a\u65ad\u3092\u81ea\u52d5\u5316\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f\u300121\u4e16\u7d00\u306e\u4eba\u985e\u306e\u6700\u5927\u306e\u5049\u696d\u306e\u4e00\u3064\u306b\u306a\u308b\u3067\u3057\u3087\u3046<\/span><span style=\"font-weight: 400;\">st<\/span><span style=\"font-weight: 400;\"> \u4e16\u7d00\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u5fc3\u81d3\u75c5\u306e\u691c\u51fa\u3068\u8a3a\u65ad\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001Support Vector Machines\u3084Na\u00efve Bayes\u306a\u3069\u306e\u6559\u5e2b\u4ed8\u304d\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/strong> \u3053\u306e\u5206\u91ce\u3067\u6700\u3082\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e1\u3064\u304c <\/span><a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/Heart+Disease\"><span style=\"font-weight: 400;\">UCI<\/span><\/a><span style=\"font-weight: 400;\">\u3053\u308c\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_The_Prediction_of_Diabetes\"><\/span><b>2.\u7cd6\u5c3f\u75c5\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u7cd6\u5c3f\u75c5\u306f\u5371\u967a\u306a\u75c5\u6c17\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u4e16\u754c\u3067\u6700\u3082\u4e00\u822c\u7684\u306a\u75c5\u6c17\u306e\u4e00\u3064\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u7cd6\u5c3f\u75c5\u306f\u3001\u5371\u967a\u306a\u75c5\u6c17\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u4e16\u754c\u3067\u6700\u3082\u4e00\u822c\u7684\u306a\u75c5\u6c17\u306e1\u3064\u3067\u3042\u308a\u3001\u305d\u308c\u81ea\u4f53\u304c\u4ed6\u306e\u75c5\u6c17\u306e\u4e3b\u8981\u306a\u539f\u56e0\u306e1\u3064\u3067\u3042\u308a\u3001\u72a0\u7272\u8005\u3092\u7121\u60c5\u306b\u3082\u6b7b\u3078\u3068\u5c0e\u304f\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u75be\u60a3\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7cd6\u5c3f\u75c5\u306f\u3001\u5fc3\u81d3\u3001\u814e\u81d3\u3001\u795e\u7d4c\u7cfb\u306a\u3069\u3001\u4f53\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u306b\u30c0\u30e1\u30fc\u30b8\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u7cd6\u5c3f\u75c5\u306e\u30de\u30fc\u30ab\u30fc\u3092\u65e9\u671f\u306b\u767a\u898b\u3057\u3001\u60a3\u8005\u3055\u3093\u306e\u547d\u3092\u6551\u3046\u65b9\u6cd5\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7cd6\u5c3f\u75c5\u306e\u4e88\u6e2c\u306b\u4f7f\u3048\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001\u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30fb\u30d5\u30a9\u30ec\u30b9\u30c8\u3001KNN\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba\u306f\u3001\u305d\u306e\u6027\u80fd\u306e\u826f\u3055\u3068\u8a08\u7b97\u6642\u9593\u306e\u77ed\u3055\u304b\u3089\u3001\u7cbe\u5ea6\u306b\u95a2\u3057\u3066\u306f\u4ed6\u3092\u5727\u5012\u3057\u3066\u3044\u307e\u3059\u3002\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_The_Prediction_of_Liver_Disease\"><\/span><b>3.\u809d\u75be\u60a3\u306e\u4e88\u77e5\u306b\u3064\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u809d\u81d3\u306f\u3001\u4f53\u5185\u306e\u4e3b\u8981\u306a\u5668\u5b98\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u307e\u305f\u5225\u306e\u5668\u5b98\u3067\u3059\u3002\u4ee3\u8b1d\u306b\u6b20\u304b\u305b\u306a\u3044\u81d3\u5668\u3067\u3042\u308a\u3001\u809d\u81d3\u304c\u3093\u3001\u6162\u6027\u809d\u708e\u3001\u809d\u786c\u5909\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u75c5\u6c17\u306b\u8972\u308f\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd1\u5e74\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u6982\u5ff5\u304c\u3001\u809d\u81d3\u75be\u60a3\u3092\u4e88\u6e2c\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6b63\u76f4\u306a\u3068\u3053\u308d\u3001\u809d\u81d3\u75be\u60a3\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u56f0\u96e3\u306a\u8a66\u307f\u3067\u3059\u3002\u809d\u81d3\u3092\u4fb5\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u75c5\u6c17\u304c\u975e\u5e38\u306b\u591a\u304f\u3001\u307e\u305f\u3001\u3053\u306e\u554f\u984c\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u304c\u81a8\u5927\u3067\u3042\u308b\u3053\u3068\u3082\u7406\u7531\u306e\u4e00\u3064\u3067\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3057\u304b\u3057\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u6700\u5584\u3092\u5c3d\u304f\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u306b\u3082\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067 <\/span><a href=\"https:\/\/edubirdie.com\/\"><span style=\"font-weight: 400;\">\u7c73\u56fd\u306b\u304a\u3051\u308b\u30a8\u30c3\u30bb\u30a4\u4f5c\u6210\u30b5\u30fc\u30d3\u30b9<\/span><\/a><span style=\"font-weight: 400;\"> \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u5206\u985e\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u4f7f\u7528\u306b\u3064\u3044\u3066\u3002\u307e\u305f\u3001\u7814\u7a76\u8005\u304c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3082\u3042\u308a\u307e\u3059\u3002\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_ML_Applications_in_Surgery\"><\/span><b>4.\u624b\u8853\u306b\u304a\u3051\u308bML\u306e\u5fdc\u7528<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/surgery?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=ML-Healthcare\">\u624b\u8853<\/a>\u7279\u306b\u30ed\u30dc\u30c3\u30c8\u624b\u8853\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u5206\u91ce\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u6700\u3082\u6709\u671b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e1\u3064\u3067\u3059\u3002\u3053\u306e\u5206\u91ce\u306f\u4e00\u3064\u306e\u5927\u304d\u306a\u5206\u91ce\u3067\u306f\u306a\u304f\u3001\u624b\u8853\u30b9\u30ad\u30eb\u306e\u8a55\u4fa1\u3001\u81ea\u52d5\u7e2b\u5408\u3001\u624b\u8853\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30ed\u30dc\u30c3\u30c8\u624b\u8853\u7528\u6750\u6599\u306e\u6539\u826f\u3068\u3044\u30464\u3064\u306e\u30b5\u30d6\u5206\u91ce\u304b\u3089\u306a\u308b\u5305\u62ec\u7684\u306a\u30ab\u30c6\u30b4\u30ea\u30fc\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7e2b\u5408\u3068\u306f\u3001\u50b7\u53e3\u3092\u7e2b\u3046\u4f5c\u696d\u306e\u3053\u3068\u3067\u3059\u3002\u7e2b\u5408\u304c\u81ea\u52d5\u7684\u306b\u884c\u308f\u308c\u308b\u3068\u3001\u624b\u8853\u6642\u9593\u304c\u5927\u5e45\u306b\u77ed\u7e2e\u3055\u308c\u3001\u5916\u79d1\u533b\u306e\u30b9\u30c8\u30ec\u30b9\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u5206\u91ce\u306e\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u539f\u7406\u3092\u624b\u8853\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u306b\u5fdc\u7528\u3057\u3001\u30ed\u30dc\u30c3\u30c8\u652f\u63f4\u624b\u8853\u304c\u52b9\u679c\u7684\u304b\u3064\u5b89\u5168\u3067\u3001\u3055\u3089\u306b\u306f\u4f4e\u4fb5\u8972\u306a\u3082\u306e\u306b\u306a\u308b\u672a\u6765\u3092\u76ee\u6307\u3057\u3066\u3001\u591a\u304f\u306e\u7814\u7a76\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f8b\u3048\u3070\u3001\u8133\u795e\u7d4c\u5916\u79d1\u3067\u306f\u3001\u30ed\u30dc\u30c3\u30c8\u306e\u6027\u80fd\u304c\u307e\u3060\u5341\u5206\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u307b\u3068\u3093\u3069\u3059\u3079\u3066\u306e\u624b\u8853\u304c\u624b\u52d5\u3067\u884c\u308f\u308c\u3066\u304a\u308a\u3001\u3059\u3079\u3066\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u304b\u306a\u308a\u306e\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u81ea\u52d5\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u306f\u3001\u975e\u5e38\u306b\u6709\u76ca\u306a\u3082\u306e\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_The_Detection_of_Cancer\"><\/span><b>5.\u764c\u306e\u767a\u898b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u305d\u306e\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u816b\u760d\u3092\u4e88\u6e2c\u30fb\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u5e45\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5206\u91ce\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306b\u4e0d\u8db3\u304c\u306a\u304f\u3001\u624b\u6cd5\u3082\u5229\u7528\u3057\u3084\u3059\u3044\u305f\u3081\u3001\u6df1\u5c64\u5b66\u7fd2\u3082\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u5b9f\u969b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u4e73\u304c\u3093\u306e\u8a3a\u65ad\u3067\u304b\u306a\u308a\u306e\u6210\u679c\u3092\u4e0a\u3052\u3066\u304a\u308a\u3001\u3053\u306e\u5206\u91ce\u306e\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u305f\u304c\u3093\u7a2e\u306e\u5206\u985e\u6cd5\u3067\u3042\u308b\u300cDeepGene\u300d\u306f\u3001\u4e2d\u56fd\u306e\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u3084\u6df1\u5c64\u5b66\u7fd2\u304c\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u6700\u3082\u6709\u671b\u306a\u304c\u3093\u4e88\u6e2c\u65b9\u6cd5\u306e\u4e00\u3064\u306b\u3001\u907a\u4f1d\u5b50\u767a\u73fe\u30c7\u30fc\u30bf\u304b\u3089\u306e\u7279\u5fb4\u62bd\u51fa\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3042\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_The_Discovery_of_New_Drugs\"><\/span><b>6.\u65b0\u85ac\u306e\u767a\u898b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u6a5f\u68b0\u5b66\u7fd2\u306f\u85ac\u306e\u767a\u898b\u306b\u5e83\u304f\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001\u975e\u5e38\u306b\u6709\u671b\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002 <strong>\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u3067\u306f\u3001\u300cProject Hanover\u300d\u3068\u79f0\u3057\u3066\u696d\u7e3e\u5411\u4e0a\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/precision-medicine?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=ML-Healthcare\">\u7cbe\u5bc6\u533b\u7642<\/a> \u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066<\/strong> \u540c\u3058\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u4f01\u696d\u306f\u4ed6\u306b\u3082\u3044\u304f\u3064\u304b\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u7570\u306a\u308b\u6709\u671b\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u554f\u984c\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u30d8\u30eb\u30b9\u30b1\u30a2\u306e\u5206\u91ce\u306b\u5fdc\u7528\u3059\u308b\u3068\u3001\u3044\u304f\u3064\u304b\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u65b0\u85ac\u306e\u767a\u898b\u30d7\u30ed\u30bb\u30b9\u3092\u8fc5\u901f\u5316\u3057\u3001\u5931\u6557\u7387\u3092\u5927\u5e45\u306b\u4e0b\u3052\u308b\u3053\u3068\u3067\u3001\u30a8\u30e9\u30fc\u306e\u767a\u751f\u3092\u6291\u5236\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u533b\u85ac\u54c1\u306e\u88fd\u9020\u30d7\u30ed\u30bb\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u5275\u85ac\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_The_Personalization_of_Treatment\"><\/span><b>7.\u6cbb\u7642\u306e\u500b\u5225\u5316<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u6cbb\u7642\u306e\u500b\u4eba\u5316\u306b\u9069\u7528\u3055\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e21\u65b9\u306b\u304a\u3044\u3066\u6700\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u7814\u7a76\u5206\u91ce\u306e\u4e00\u3064\u3067\u3059\u3002\u6cbb\u7642\u306e\u500b\u5225\u5316\u306e\u76ee\u7684\u306f\u3001\u9ad8\u5ea6\u306b\u500b\u5225\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3068\u5206\u6790\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u500b\u3005\u306e\u533b\u7642\u30b5\u30fc\u30d3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u5206\u91ce\u3067\u306f\u3001\u8a08\u7b97\u3084\u7d71\u8a08\u306e\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u30c4\u30fc\u30eb\u304c\u4f7f\u7528\u3055\u308c\u3001\u60a3\u8005\u306e\u907a\u4f1d\u5b50\u60c5\u5831\u3084\u75c7\u72b6\u306b\u57fa\u3065\u3044\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u6cbb\u7642\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u307e\u3059\u3002\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30b9\u30fc\u30d1\u30fc\u30d0\u30a4\u30ba\u30c9\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u60a3\u8005\u306e\u500b\u5225\u533b\u7642\u60c5\u5831\u3092\u7528\u3044\u305f\u500b\u5225\u5316\u6cbb\u7642\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><b>\u7d50\u8ad6<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528\u306f\u3001\u500b\u5225\u5316\u533b\u7642\u306e\u958b\u767a\u3068\u63d0\u4f9b\u3001\u751f\u6d3b\u306e\u8cea\u306e\u5411\u4e0a\u3001\u75c5\u6c17\u306e\u65e9\u671f\u767a\u898b\u306a\u3069\u306b\u5f79\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u672a\u6765\u306f\u6709\u671b\u3067\u3042\u308a\u3001\u660e\u308b\u3044\u3082\u306e\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u73fe\u5728\u306e\u79c1\u305f\u3061\u304c\u60f3\u50cf\u3067\u304d\u306a\u3044\u3088\u3046\u306a\u7bc4\u56f2\u3067\u30d8\u30eb\u30b9\u30b1\u30a2\u3092\u9032\u5316\u3055\u305b\u308b\u3053\u3068\u3092\u7d04\u675f\u3057\u307e\u3059\u3002\u5c06\u6765\u7684\u306b\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u529b\u304c\u4eba\u985e\u306e\u8eab\u4f53\u7684\u306a\u4e0d\u8abf\u306b\u767a\u63ee\u3055\u308c\u3001\u4eba\u985e\u304c\u771f\u306b\u4e0d\u6ec5\u306e\u5b58\u5728\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u00a0<\/span><\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u304a\u56f0\u308a\u3067\u3059\u304b\uff1f  \u63a1\u7528\u60c5\u5831 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=ML-Healthcare\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8<\/a> \u3092Kolabtree\u306b\u63b2\u8f09\u3057\u307e\u3057\u305f\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6295\u7a3f\u3057\u3066\u3001\u898b\u7a4d\u3082\u308a\u3092\u3082\u3089\u3046\u306e\u306f\u7121\u6599\u3067\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>The applications of machine learning in healthcare include detection and diagnosis of disease, drug discovery,\u00a0 and personalized medicine. Nicholas Walker describes how ML is being used to advance healthcare and medical research.\u00a0 The number of patients in hospitals is growing rapidly, which means it\u2019s getting more and more challenging to analyze, and even record, all the data on patients today. A good solution to this problem is machine learning, which makes it easier to automate the analysis of data and makes the healthcare system more robust. Machine learning, as applied to healthcare, is the confluence of two fields: medical science and computer science. This alliance has allowed the medical field<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/\" title=\"\u7d9a\u304d\u3092\u8aad\u3080\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/div>","protected":false},"author":12,"featured_media":6472,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[443,433],"tags":[355,336,497],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top Applications of Machine Learning in Healthcare - The Kolabtree Blog<\/title>\n<meta name=\"description\" content=\"The application of machine learning in healthcare is helping to detect and predict diseases easily and deliver personalized medical treatments.\" \/>\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.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top Applications of Machine Learning in Healthcare\" \/>\n<meta property=\"og:description\" content=\"The application of machine learning in healthcare is helping to detect and predict diseases easily and deliver personalized medical treatments.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-applications-of-machine-learning-in-healthcare\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2019-11-18T04:23:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-11-27T10:47:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2019\/11\/machine-learning-applications-healthcare.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Ramya Sriram\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:site\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ramya Sriram\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"6\u5206\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Top Applications of Machine Learning in Healthcare - 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