{"id":69960,"date":"2023-10-18T07:44:35","date_gmt":"2023-10-18T07:44:35","guid":{"rendered":"https:\/\/wp.eastgate-software.com\/?p=69960"},"modified":"2026-03-30T14:08:36","modified_gmt":"2026-03-30T07:08:36","slug":"supervised-learning-what-is-it-and-how-does-it-work","status":"publish","type":"post","link":"https:\/\/wp.eastgate-software.com\/jp\/supervised-learning-what-is-it-and-how-does-it-work\/","title":{"rendered":"\u6559\u5e2b\u3042\u308a\u5b66\u7fd2: \u305d\u308c\u306f\u4f55\u3067\u3042\u308a\u3001\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u306e\u304b?"},"content":{"rendered":"<p data-start=\"37\" data-end=\"358\"><span style=\"color: #000000;\">According to a 2025 report by McKinsey, <strong data-start=\"77\" data-end=\"190\">over 50% of organizations have adopted machine learning to enhance decision-making and operational efficiency<\/strong>. As businesses increasingly rely on data to stay competitive, understanding how <a style=\"color: #000000;\" href=\"https:\/\/wp.eastgate-software.com\/jp\/ai-vs-machine-learning-vs-deep-learning-understanding-the-differences\/\"><strong><span style=\"color: #4970ae;\">\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09<\/span><\/strong><\/a>\u00a0works has become essential for leveraging its full potential.<\/span><\/p>\n<p data-start=\"360\" data-end=\"744\"><span style=\"color: #000000;\">2026\u5e74\u4ee5\u964d\u3001, <span style=\"color: #4970ae;\"><a style=\"color: #4970ae;\" href=\"https:\/\/eastgate-software.com\/5-real-world-examples-of-unsupervised-machine-learning\/'\"><strong data-start=\"380\" data-end=\"400\">\u6a5f\u68b0\u5b66\u7fd2<\/strong><\/a><\/span> is no longer just a trending concept\u2014it is a core technology powering everything from predictive analytics to automation and personalization. By enabling systems to learn from data and continuously improve without explicit programming, ML helps organizations uncover patterns, optimize processes, and make more accurate, data-driven decisions.<\/span><\/p>\n<p data-start=\"746\" data-end=\"916\"><span style=\"color: #000000;\">In this article, you will gain a clear understanding of how machine learning works, its key principles, and how it can be applied to solve real-world business challenges.<\/span><\/p>\n<h2 aria-level=\"2\"><strong><span style=\"color: #4970ae;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306f\u4f55\u3067\u3059\u304b?<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\"><strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong> \u3088\u308a\u5e83\u7bc4\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30e9\u30c0\u30a4\u30e0\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306f\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002\u672c\u8cea\u7684\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306f\u5165\u529b\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u6b63\u3057\u3044\u51fa\u529b\u307e\u305f\u306f\u7d50\u679c\u306e\u4e21\u65b9\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u30ac\u30a4\u30c9\u307e\u305f\u306f\u300c\u6559\u5e2b\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u305f\u3081\u3001\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3001\u65b0\u3057\u3044\u672a\u77e5\u306e\u5165\u529b\u30c7\u30fc\u30bf\u304c\u63d0\u793a\u3055\u308c\u305f\u969b\u306b\u6b63\u78ba\u306a\u51fa\u529b\u307e\u305f\u306f\u7d50\u679c\u3092\u4e88\u6e2c\u3067\u304d\u308b\u6b63\u78ba\u306a\u30de\u30c3\u30d4\u30f3\u30b0\u95a2\u6570\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u4e88\u6e2c\u304c\u5b9f\u969b\u306e\u7d50\u679c\u3068\u4e00\u81f4\u3059\u308b\u307e\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8abf\u6574\u3092\u7d9a\u3051\u3001\u8aa4\u5dee\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5c06\u6765\u306e\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><\/p>\n<h2 aria-level=\"2\"><strong><span style=\"color: #4970ae;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u307e\u3059\u304b?<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306b\u671b\u307e\u3057\u3044\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u6307\u793a\u3059\u308b\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u5165\u529b\u3068\u6b63\u3057\u3044\u51fa\u529b\u306e\u4e21\u65b9\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5f90\u3005\u306b\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7cbe\u5ea6\u306f\u640d\u5931\u95a2\u6570\u306b\u3088\u3063\u3066\u6e2c\u5b9a\u3055\u308c\u3001\u8aa4\u5dee\u304c\u9069\u5207\u306b\u6e1b\u5c11\u3059\u308b\u307e\u3067\u8abf\u6574\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u53cd\u5fa9\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u6b63\u78ba\u306a\u7d50\u679c\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u901a\u5e38\u3001\u4e00\u9023\u306e\u4f53\u7cfb\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u901a\u3058\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002. <\/span><\/p>\n<p><span style=\"color: #000000;\"><b>1\/ \u30c7\u30fc\u30bf\u53ce\u96c6:<\/b> \u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u5165\u529b\u3068\u51fa\u529b\u306e\u30da\u30a2\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>2\/\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406:<\/b> \u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u5f8c\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30ce\u30a4\u30ba\u3084\u7121\u95a2\u4fc2\u306a\u30c7\u30fc\u30bf\u306e\u9664\u53bb\u3001\u6b20\u640d\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u6b63\u898f\u5316\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>3\/ \u30e2\u30c7\u30eb\u306e\u9078\u629e:<\/b> \u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3068\u73fe\u5728\u306e\u554f\u984c\u306b\u57fa\u3065\u3044\u3066\u3001\u7dda\u5f62\u56de\u5e30\u3001\u6c7a\u5b9a\u6728\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u306e\u9069\u5207\u306a\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u9078\u629e\u3055\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>4\/ \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0:<\/b> \u30e2\u30c7\u30eb\u306f\u524d\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5165\u529b\u30c7\u30fc\u30bf\u3092\u5bfe\u5fdc\u3059\u308b\u51fa\u529b\u306b\u9069\u5408\u3055\u305b\u308b\u3053\u3068\u3067\u5b66\u7fd2\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u306e\u51fa\u529b\u5024\u306e\u5dee\u3001\u3064\u307e\u308a\u300c\u8aa4\u5dee\u300d\u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u5185\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3057\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>5\/\u8a55\u4fa1:<\/b> \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u691c\u8a3c\u30bb\u30c3\u30c8\u307e\u305f\u306f\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3068\u547c\u3070\u308c\u308b\u5225\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u8a55\u4fa1\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u5b66\u7fd2\u6bb5\u968e\u3067\u306f\u4f7f\u7528\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u5185\u5bb9\u3092\u65b0\u3057\u3044\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u3069\u306e\u7a0b\u5ea6\u4e00\u822c\u5316\u3067\u304d\u308b\u304b\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>6\/\u6700\u9069\u5316:<\/b> \u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3057\u3001\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u8a31\u5bb9\u30ec\u30d9\u30eb\u306b\u9054\u3059\u308b\u307e\u3067\u7d99\u7d9a\u3055\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>7\/ \u4e88\u6e2c:<\/b> \u6700\u5f8c\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u4e88\u6e2c\u3092\u884c\u3044\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0a\u8a18\u3067\u6982\u8aac\u3057\u305f\u624b\u9806\u306f\u3001\u5178\u578b\u7684\u306a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u4f7f\u7528\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3053\u3068\u306b\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u7684\u306b\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u5206\u985e\u3068\u56de\u5e30\u3068\u3044\u30462\u3064\u306e\u7570\u306a\u308b\u7a2e\u985e\u306e\u554f\u984c\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u5206\u985e\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u306a\u6027\u8cea\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3001\u5bfe\u51e6\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>\u5206\u985e <\/b> \u5206\u985e\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u554f\u984c\u3067\u3042\u308a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30ab\u30c6\u30b4\u30ea\u30e9\u30d9\u30eb\uff08\u30af\u30e9\u30b9\uff09\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u7269\u4f53\u306e\u8272\u3084\u30b5\u30a4\u30ba\u306a\u3069\u306e\u69d8\u3005\u306a\u7279\u5fb4\u304c\u4e0e\u3048\u3089\u308c\u305f\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3092\u300c\u8d64\u300d\u3084\u300c\u5927\u304d\u3044\u300d\u3068\u3044\u3063\u305f\u7570\u306a\u308b\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3057\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3001\u6c7a\u5b9a\u6728\u3001k\u8fd1\u508d\u6cd5\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>\u56de\u5e30 <\/b> \u4e00\u65b9\u3001\u56de\u5e30\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u554f\u984c\u306e\u4e00\u7a2e\u3067\u3042\u308a\u3001\u9023\u7d9a\u7684\u306a\u6570\u5024\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4f4f\u5b85\u4fa1\u683c\u3068\u305d\u308c\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u69d8\u3005\u306a\u7279\u5fb4\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u304c\u4e0e\u3048\u3089\u308c\u308c\u3070\u3001\u305d\u308c\u3089\u306e\u7279\u5fb4\u306b\u57fa\u3065\u3044\u3066\u65b0\u7bc9\u4f4f\u5b85\u306e\u4fa1\u683c\u3092\u63a8\u5b9a\u3059\u308b\u3088\u3046\u306b\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7dda\u5f62\u56de\u5e30\u3001\u6c7a\u5b9a\u6728\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306a\u3069\u306f\u3001\u3088\u304f\u4f7f\u308f\u308c\u308b\u56de\u5e30\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4f8b\u3067\u3059\u3002.<\/span><\/p>\n<h2 aria-level=\"2\"><strong><span style=\"color: #4970ae;\">\u4e00\u822c\u7684\u306a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u6570\u591a\u304f\u5b58\u5728\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u9577\u6240\u3068\u77ed\u6240\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u3044\u304f\u3064\u304b\u6319\u3052\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u7dda\u5f62\u56de\u5e30:<\/b> \u5358\u7d14\u304b\u3064\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\u7dda\u5f62\u56de\u5e30\u306f\u30011\u3064\u4ee5\u4e0a\u306e\u5165\u529b\u5909\u6570\u306b\u57fa\u3065\u3044\u3066\u9023\u7d9a\u7684\u306a\u51fa\u529b\u5909\u6570\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u89b3\u6e2c\u30c7\u30fc\u30bf\u306b\u7dda\u5f62\u65b9\u7a0b\u5f0f\u3092\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u3067\u3001\u5165\u529b\u5909\u6570\u3068\u51fa\u529b\u5909\u6570\u306e\u95a2\u4fc2\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30:<\/b> \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u3001\u305d\u306e\u540d\u524d\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5206\u985e\u554f\u984c\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u4e8c\u5024\u306e\u7d50\u679c\u306e\u78ba\u7387\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u95a2\u6570\u3092\u7528\u3044\u3066\u4e8c\u5024\u5f93\u5c5e\u5909\u6570\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u6c7a\u5b9a\u6728:<\/b> \u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u3068\u305d\u306e\u8d77\u3053\u308a\u3046\u308b\u7d50\u679c\u3092\u30c4\u30ea\u30fc\u69cb\u9020\u3067\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002\u76f4\u611f\u7684\u3067\u89e3\u91c8\u304c\u5bb9\u6613\u306a\u305f\u3081\u3001\u5206\u985e\u554f\u984c\u3068\u56de\u5e30\u554f\u984c\u306e\u4e21\u65b9\u3067\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8:<\/b> \u3053\u308c\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u591a\u6570\u306e\u6c7a\u5b9a\u6728\u3092\u69cb\u7bc9\u3057\u3001\u500b\u3005\u306e\u30c4\u30ea\u30fc\u306e\u30af\u30e9\u30b9\u306e\u30e2\u30fc\u30c9 (\u5206\u985e) \u307e\u305f\u306f\u5e73\u5747\u4e88\u6e2c (\u56de\u5e30) \u3067\u3042\u308b\u30af\u30e9\u30b9\u3092\u51fa\u529b\u3059\u308b\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u65b9\u6cd5\u3067\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3 (SVM):<\/b> SVM\u306f\u56de\u5e30\u5206\u6790\u3068\u5206\u985e\u5206\u6790\u306e\u4e21\u65b9\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u5206\u985e\u5206\u6790\u306b\u304a\u3044\u3066\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002SVM\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30b9\u306b\u5206\u5272\u3059\u308b\u76f4\u7dda\u307e\u305f\u306f\u8d85\u5e73\u9762\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba:<\/b> \u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306e\u539f\u7406\u306b\u57fa\u3065\u304f\u3068\u3001\u30ca\u30a4\u30fc\u30d6 \u30d9\u30a4\u30ba\u5206\u985e\u6cd5\u306f\u3001\u5165\u529b\u306e\u6b21\u5143\u304c\u9ad8\u3044\u5834\u5408\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ K\u8fd1\u508d\u6cd5\uff08KNN\uff09:<\/b> \u3053\u308c\u306f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30d9\u30fc\u30b9\u306e\u5b66\u7fd2\u3001\u307e\u305f\u306f\u9045\u5ef6\u5b66\u7fd2\u306e\u4e00\u7a2e\u3067\u3042\u308a\u3001\u95a2\u6570\u306f\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u307f\u8fd1\u4f3c\u3055\u308c\u3001\u3059\u3079\u3066\u306e\u8a08\u7b97\u306f\u95a2\u6570\u306e\u8a55\u4fa1\u307e\u3067\u5ef6\u671f\u3055\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>+ \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/b>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f\u3001\u4eba\u9593\u306e\u8133\u306e\u50cd\u304d\u3092\u6a21\u5023\u3057\u305f\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u6839\u5e95\u306b\u3042\u308b\u95a2\u4fc2\u6027\u3092\u8a8d\u8b58\u3057\u3088\u3046\u3068\u3059\u308b\u4e00\u9023\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u8907\u96d1\u306a\u5206\u985e\u554f\u984c\u3084\u56de\u5e30\u554f\u984c\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u629e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u3001\u54c1\u8cea\u3001\u6027\u8cea\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6700\u9069\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30bf\u30b9\u30af\u306e\u7dca\u6025\u6027\u3068\u5229\u7528\u53ef\u80fd\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306b\u3088\u3063\u3066\u3082\u7570\u306a\u308a\u307e\u3059\u3002.<\/span><\/p>\n<h2 aria-level=\"2\"><strong><span style=\"color: #4970ae;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2 vs. \u6559\u5e2b\u306a\u3057\u5b66\u7fd2 vs. \u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u306f\u3001, <b>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001,<\/b> <b>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3001,<\/b> \u3001 <b>\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/b> \u3053\u308c\u3089\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3068\u73fe\u5728\u306e\u554f\u984c\u306b\u57fa\u3065\u3044\u3066\u591a\u69d8\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b 3 \u3064\u306e\u4e3b\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\"><b>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001,<\/b> \u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u5165\u529b\u3068\u51fa\u529b\u306e\u30da\u30a2\u306e\u4f8b\u306b\u57fa\u3065\u3044\u3066\u3001\u5165\u529b\u3092\u51fa\u529b\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u95a2\u6570\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u5b66\u7fd2\u4f8b\u306e\u96c6\u5408\u304b\u3089\u306a\u308b\u30e9\u30d9\u30eb\u4ed8\u304d\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u95a2\u6570\u3092\u63a8\u8ad6\u3057\u3001\u660e\u793a\u7684\u306b\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u4e88\u6e2c\u3084\u6c7a\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u65b9\u3067\u3001, <b>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/b> \u30af\u30e9\u30b9\u30bf\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u65e2\u5b58\u306e\u30e9\u30d9\u30eb\u3092\u6301\u305f\u305a\u3001\u4eba\u9593\u306e\u4ecb\u5165\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u306a\u304c\u3089\u3001\u3053\u308c\u307e\u3067\u691c\u51fa\u3055\u308c\u3066\u3044\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u63a2\u3059\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u7a2e\u3067\u3059\u3002\u6700\u3082\u4e00\u822c\u7684\u306a\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u624b\u6cd5\u306f\u30af\u30e9\u30b9\u30bf\u5206\u6790\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u5185\u306e\u96a0\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002. <\/span><\/p>\n<p><span style=\"color: #000000;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4e2d\u9593\u306b\u306f <b>\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/b>. \u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u5b66\u7fd2\u6642\u306b\u5c11\u91cf\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3068\u5927\u91cf\u306e\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\uff08\u30e9\u30d9\u30eb\u4ed8\u304d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306a\u3057\uff09\u3068\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08\u5b8c\u5168\u306b\u30e9\u30d9\u30eb\u4ed8\u304d\u5b66\u7fd2\u30c7\u30fc\u30bf\u3042\u308a\uff09\u306e\u4e2d\u9593\u306b\u4f4d\u7f6e\u3057\u307e\u3059\u3002\u81ea\u5df1\u5b66\u7fd2\u3001\u30de\u30eb\u30c1\u30d3\u30e5\u30fc\u5b66\u7fd2\u3001\u534a\u6559\u5e2b\u3042\u308a\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306a\u3069\u306e\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u624b\u6cd5\u306f\u3001\u591a\u304f\u306e\u5fdc\u7528\u306b\u304a\u3044\u3066\u6709\u671b\u306a\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8981\u7d04\u3059\u308b\u3068\u3001\u4f7f\u7528\u3059\u308b\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7a2e\u985e\u306f\u3001\u624b\u5143\u306e\u554f\u984c\u3068\u5229\u7528\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002.<\/span><\/p>\n<h2 aria-level=\"2\"><strong><span style=\"color: #4970ae;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\"><b>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u5229\u70b9:<\/b><\/span><\/p>\n<table style=\"height: 144px; width: 100%; border-collapse: collapse;\" border=\"1\">\n<tbody>\n<tr style=\"height: 48px;\">\n<td style=\"width: 27.6649%; height: 48px; text-align: center;\"><strong><span class=\"TextRun SCXW62888999 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW62888999 BCX8\">\u4e88\u6e2c\u529b<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%; height: 48px;\"><span style=\"color: #000000;\"><span class=\"NormalTextRun SCXW184522328 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u5f37\u529b\u306a\u4e88\u6e2c\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u5341\u5206\u306a\u8cea\u306e\u9ad8\u3044\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u3001\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u9ad8\u5ea6\u306a\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/span><span class=\"NormalTextRun SCXW184522328 BCX8\">\u6b63\u78ba\u306a<\/span><span class=\"NormalTextRun SCXW184522328 BCX8\"> \u4e88\u6e2c\u3002.<\/span><\/span><\/td>\n<\/tr>\n<tr style=\"height: 48px;\">\n<td style=\"width: 27.6649%; height: 48px; text-align: center;\"><strong><span class=\"TextRun SCXW64427283 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW64427283 BCX8\">\u76f4\u63a5\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%; height: 48px;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW149506003 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW149506003 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u4e88\u6e2c\u8aa4\u5dee\u306b\u57fa\u3065\u3044\u3066\u30e2\u30c7\u30eb\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u76f4\u63a5\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 27.6649%; height: 24px; text-align: center;\"><strong><span class=\"TextRun SCXW4891662 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4891662 BCX8\">\u30b7\u30f3\u30d7\u30eb\u3055<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%; height: 24px;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW24884289 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW24884289 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u5b66\u7fd2\u306e\u7c21\u5358\u306a\u65b9\u6cd5\u3067\u3042\u308a\u3001 <\/span><span class=\"NormalTextRun SCXW24884289 BCX8\">\u6bd4\u8f03\u7684\u7c21\u5358<\/span><span class=\"NormalTextRun SCXW24884289 BCX8\"> \u7406\u89e3\u3057\u3001\u5b9f\u88c5\u3059\u308b\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 27.6649%; height: 24px; text-align: center;\"><strong><span class=\"TextRun SCXW165322968 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW165322968 BCX8\">\u89e3\u91c8\u53ef\u80fd\u6027<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%; height: 24px;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW139582984 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW139582984 BCX8\">\u6c7a\u5b9a\u6728\u3084\u7dda\u5f62\u56de\u5e30\u306a\u3069\u306e\u7279\u5b9a\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u660e\u78ba\u306b\u89e3\u91c8\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong><span style=\"color: #000000;\"><span class=\"TextRun SCXW98317528 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW98317528 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u9650\u754c:<\/span><\/span><\/span><\/strong><\/p>\n<table style=\"width: 100%; border-collapse: collapse;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 27.6649%; text-align: center;\"><strong><span class=\"TextRun SCXW11229307 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW11229307 BCX8\">\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u5fc5\u8981\u6027<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW128466754 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW128466754 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u8ab2\u984c\u306e\u4e00\u3064\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5fc5\u8981\u6027\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u306b\u306f\u6642\u9593\u3068\u8cbb\u7528\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 27.6649%; text-align: center;\"><strong><span class=\"TextRun SCXW94783566 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW94783566 BCX8\">\u904e\u5270\u9069\u5408<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW72597337 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW72597337 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u904e\u5270\u9069\u5408\u306e\u30ea\u30b9\u30af\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3067\u306f\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3067\u306f\u9069\u5207\u306b\u6a5f\u80fd\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 27.6649%; text-align: center;\"><strong><span class=\"TextRun SCXW12232368 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12232368 BCX8\">\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306b\u306f\u52b9\u679c\u304c\u4f4e\u3044<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW192564979 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW192564979 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u306f\u3001\u95a2\u4fc2\u304c\u5bb9\u6613\u306b\u8b58\u5225\u3067\u304d\u306a\u304b\u3063\u305f\u308a\u7dda\u5f62\u3067\u306a\u3044\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u304c\u56f0\u96e3\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 27.6649%; text-align: center;\"><strong><span class=\"TextRun SCXW109266876 BCX8\" lang=\"EN-US\" style=\"color: #000000;\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW109266876 BCX8\">\u30d0\u30a4\u30a2\u30b9<\/span><\/span><\/strong><\/td>\n<td style=\"width: 72.3351%;\"><span style=\"color: #000000;\"><span class=\"TextRun SCXW77096792 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW77096792 BCX8\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30bb\u30c3\u30c8\u304c\u6bcd\u96c6\u56e3\u3092\u4ee3\u8868\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u751f\u3058\u3001\u4e88\u6e2c\u306e\u7cbe\u5ea6\u306b\u5f71\u97ff\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/span><\/span><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><strong><span style=\"color: #4970ae;\"><span class=\"TextRun SCXW23271793 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW23271793 BCX8\" data-ccp-parastyle=\"heading 2\"><span style=\"color: #4970ae;\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u4f8b<\/span><\/span><\/span><\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\"><span class=\"TextRun SCXW73538065 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW73538065 BCX8\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u5e45\u5e83\u3044\u554f\u984c\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u3044\u304f\u3064\u304b\u4f8b\u3092\u6319\u3052\u307e\u3059\u3002<\/span><\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span class=\"TextRun SCXW159545134 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW159545134 BCX8\"><strong>\u30b9\u30d1\u30e0\u691c\u51fa<\/strong>:<\/span><\/span><span class=\"TextRun SCXW159545134 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW159545134 BCX8\"> \u30e1\u30fc\u30eb\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066 <\/span><span class=\"NormalTextRun SCXW159545134 BCX8\">\u6c7a\u5b9a\u3059\u308b<\/span><span class=\"NormalTextRun SCXW159545134 BCX8\"> \u53d7\u4fe1\u30e1\u30fc\u30eb\u304c\u30b9\u30d1\u30e0\u304b\u3069\u3046\u304b\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u30e1\u30fc\u30eb\uff08\u5165\u529b\uff09\u3068\u3001\u305d\u308c\u3089\u306e\u300c\u30b9\u30d1\u30e0\u300d\u307e\u305f\u306f\u300c\u975e\u30b9\u30d1\u30e0\u300d\u306e\u5206\u985e\uff08\u51fa\u529b\uff09\u306b\u57fa\u3065\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u305d\u306e\u5b66\u7fd2\u7d50\u679c\u3092\u65b0\u898f\u30e1\u30fc\u30eb\u306b\u9069\u7528\u3057\u307e\u3059\u3002.<\/span><\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span class=\"TextRun SCXW25483167 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW25483167 BCX8\"><strong>\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0<\/strong>:<\/span><\/span><span class=\"TextRun SCXW25483167 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW25483167 BCX8\"> \u9280\u884c\u3084\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u4f1a\u793e\u306f\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u7528\u3044\u3066\u5404\u9867\u5ba2\u306e\u50b5\u52d9\u4e0d\u5c65\u884c\u78ba\u7387\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u3001\u904e\u53bb\u306e\u53d6\u5f15\u3001\u4fe1\u7528\u5c65\u6b74\u3001\u4eba\u53e3\u7d71\u8a08\u30c7\u30fc\u30bf\u3001\u305d\u306e\u4ed6\u306e\u95a2\u9023\u60c5\u5831\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/span><\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span class=\"TextRun SCXW154212992 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW154212992 BCX8\"><strong>\u533b\u5b66<\/strong> <strong>\u8a3a\u65ad<\/strong>:<\/span><\/span><span class=\"TextRun SCXW154212992 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span 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data-contrast=\"auto\"><span class=\"NormalTextRun SCXW238736260 BCX8\"> \u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u3001\u753b\u50cf\u5185\u306e\u7269\u4f53\u8a8d\u8b58\u3068\u3044\u3063\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u30bf\u30b9\u30af\u3067\u3088\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u753b\u50cf\u30bb\u30c3\u30c8\uff08\u5165\u529b\uff09\u3068\u3001\u305d\u308c\u3089\u306e\u753b\u50cf\u5185\u306e\u7269\u4f53\u306e\u8b58\u5225\u60c5\u5831\uff08\u51fa\u529b\uff09\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002.<\/span><\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span class=\"TextRun SCXW216853244 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW216853244 BCX8\">\u3053\u308c\u3089\u306e\u4f8b\u306f\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u6c4e\u7528\u6027\u3068\u3001\u305d\u308c\u304c\u3055\u307e\u3056\u307e\u306a\u73fe\u5b9f\u306e\u554f\u984c\u306b\u3069\u306e\u3088\u3046\u306b\u9069\u7528\u3067\u304d\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/span><\/span><\/span><\/p>\n<h2><strong><span style=\"color: #4970ae;\"><span class=\"TextRun SCXW244565290 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW244565290 BCX8\" data-ccp-parastyle=\"heading 2\"><span style=\"color: #4970ae;\">\u307e\u3068\u3081<\/span><\/span><\/span><\/span><\/strong><\/h2>\n<p data-start=\"45\" data-end=\"365\"><span style=\"color: #000000;\">Supervised learning remains one of the most practical and widely adopted approaches in machine learning, enabling businesses to build accurate predictive models and data-driven solutions. However, to fully unlock its value, organizations must carefully manage data quality, mitigate bias, and optimize model performance.<\/span><\/p>\n<p data-start=\"367\" data-end=\"646\"><span style=\"color: #000000;\"><strong data-start=\"367\" data-end=\"434\">Looking to apply machine learning effectively in your business?<\/strong><\/span><br data-start=\"434\" data-end=\"437\" \/><span style=\"color: #000000;\">Contact Eastgate Software today to explore how our AI and custom software development services can help you design, train, and deploy high-performance ML solutions:<\/span> <strong><span style=\"color: #4970ae;\"><a class=\"decorated-link\" style=\"color: #4970ae;\" href=\"https:\/\/eastgate-software.com\/contact-us\/\" target=\"_new\" rel=\"noopener\" data-start=\"605\" data-end=\"646\">https:\/\/eastgate-software.com\/contact-us\/<\/a><\/span><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>According to a 2025 report by McKinsey, over 50% of organizations have adopted machine learning to enhance decision-making and operational efficiency. As businesses increasingly rely on data to stay competitive, understanding how Machine learning (ML)\u00a0works has become essential for leveraging its full potential. In 2026 and beyond, machine learning is no longer just a trending concept\u2014it is a core technology powering everything from predictive analytics to automation and personalization. By enabling systems to learn from data and continuously improve without explicit programming, ML helps organizations uncover patterns, optimize processes, and make more accurate, data-driven decisions. In this article, you will gain a clear understanding of how machine learning works, its [&hellip;]<\/p>","protected":false},"author":238283278,"featured_media":102561,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","inline_featured_image":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1428],"tags":[],"class_list":["post-69960","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.4 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Supervised Learning: What Is It And How Does It Work? - Eastgate Software<\/title>\n<meta name=\"description\" content=\"Supervised Learning is a key approach within the broader Machine Learning paradigm where the model is trained using labeled data...\" \/>\n<meta name=\"robots\" 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