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 <\/p>\n\n<p>\u30a2\u30f3\u30b1\u30fc\u30c8\u3084\u305d\u306e\u4ed6\u306e\u5a92\u4f53\u3092\u901a\u3058\u3066\u53d7\u3051\u53d6\u3063\u305f\u4f55\u5343\u3082\u306e\u8cb4\u91cd\u306a\u30c7\u30fc\u30bf\u306f\u3001\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u6280\u8853\u3092\u4f7f\u3063\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u691c\u7d22\u30fb\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u3001\u3042\u308b\u3044\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30d5\u30a1\u30a4\u30eb\u4e0a\u306e\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002 <\/p>\n\n<ul>\n<li><strong>\u8a00\u8a9e\u5206\u6790\uff1a <\/strong>\u901a\u5e38\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306e\u4e3b\u306a\u95a2\u5fc3\u4e8b\u306f\u3001\u6587\u7ae0\u304c\u81ea\u8db3\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u3042\u308b\u304c\u3001\u8a00\u8a9e\u306e\u771f\u9ac4\u306f\u3001\u8907\u6570\u306e\u6587\u7ae0\u304c\u3069\u308c\u3060\u3051\u3046\u307e\u304f\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u304b\u3001\u305d\u3057\u3066\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u5168\u4f53\u304c<a href=\"https:\/\/www.questionpro.com\/audience\/\">\u8996\u8074<\/a>\u8005\u306b\u3068\u3063\u3066\u3069\u308c\u3060\u3051\u610f\u5473\u306e\u3042\u308b\u3082\u306e\u3067\u3042\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u901a\u5e38\u3001\u9ad8\u5ea6\u306a\u7d71\u8a08\u7684\u624b\u6cd5\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u97f3\u58f0\u30bf\u30b0\u4ed8\u3051\u306a\u3069\u306e\u5e83\u7bc4\u306a\u81ea\u7136\u8a00\u8a9e\u9032\u884c\u30e1\u30bd\u30c3\u30c9\u3084\u305d\u306e\u4ed6\u306e\u8a00\u8a9e\u5206\u6790\u30e1\u30bd\u30c3\u30c9\u306e\u3088\u3046\u306a\u4ed6\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u306f\u3082\u3068\u3082\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4e00\u90e8\u3067\u6587\u6cd5\u4e0a\u306e\u30a8\u30e9\u30fc\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u6700\u7d42\u7684\u306b\u306f\u3001\u7279\u5b9a\u306e\u6587\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3001\u3059\u306a\u308f\u3061\u305d\u308c\u304c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u306a\u3069\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u5e83\u7bc4\u306a\u611f\u899a\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e1\u30bd\u30c3\u30c9\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u65b9\u6cd5\u3092\u7528\u3044\u3066\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3059\u969b\u306b\u306f\u3001\u4f5c\u8005\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u8c61\u8aad\u8005\u3082\u8003\u616e\u3055\u308c\u308b\u3002  <\/li>\n\n\n\n<li><strong>\u540d\u524d\u4ed8\u304d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\uff1a <\/strong>\u540d\u524d\u4ed8\u304d\u30c6\u30ad\u30b9\u30c8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u5730\u540d\u3001\u500b\u4eba\u540d\u3001\u982d\u5b57\u8a9e\u306a\u3069\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u306b\u6307\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u5730\u7406\u7d22\u5f15\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u624b\u6cd5\u3002NER\u306f\u3001\u6587\u6cd5\u6280\u6cd5\u307e\u305f\u306f\u6570\u5024\u89e3\u6790\u6280\u6cd5\u3001\u3042\u308b\u3044\u306f\u305d\u306e\u4e21\u65b9\u3092\u7528\u3044\u3066\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u629c\u7c8b\u3092\u751f\u6210\u3059\u308b\u3002NER\u5206\u6790\u304c\u884c\u308f\u308c\u308b\u306e\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u672a\u5b9a\u7fa9\u306e\u6587\u7ae0\u304c\u3042\u308b\u5834\u5408\u3067\u3042\u308b\uff1a<strong>\u300c\u30b8\u30e3\u30c3\u30af\u306f2001\u5e74\u304b\u3089300\u30a8\u30fc\u30ab\u30fc\u306e\u8fb2\u5834\u3092\u6240\u6709\u3057\u3066\u3044\u308b\uff1a<\/strong> <strong>\u300cJack[Person] owns a 300-acre farm in Nashville[Location] since 2001[Time].&#8221; \u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u3082\u306e\u306b\u5909\u63db\u3055\u308c\u308b\u3002<\/strong>  <\/li>\n\n\n\n<li><strong>Sentiment Analysis: <\/strong>Probing into the mood and feelings of customer feedback provided via call, website or social media pages can be integral in faster problem-solving and enhancement of&nbsp;<a href=\"https:\/\/www.questionpro.com\/customer-satisfaction.html\">customer satisfaction<\/a>. It helps you to understand how well your products\/services are faring with your target market or what can be improved in comparison to the others in the market.Extract information about emotions and attitudes using computational methods by identifying, quantifying and learning about subjective data. Insights into respondents\u2019 emotions, moods or opinions are tracked using sentiment analysis (opinion mining) are analyzed to deliver better results.There are 3 primary ways in which sentiment analysis is conducted.\n<ol>\n<li><strong>\u30cf\u30c3\u30d4\u30fc\u300d\uff5e\u300c\u30b5\u30c3\u30c9\u300d\u3001\u307e\u305f\u306f0\uff5e10\u306e\u30b9\u30b1\u30fc\u30eb\u3067<\/strong>\u3001\u9867\u5ba2\u304c\u3042\u306a\u305f\u306e\u7d44\u7e54\u3067\u306e\u7d4c\u9a13\u3092\u5b9a\u7fa9\u3059\u308b\u3082\u306e\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b9\u30b3\u30a2\u306b\u57fa\u3065\u3044\u3066\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u6539\u5584\u3084\u7dad\u6301\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/li>\n\n\n\n<li><strong>\u6975\u6027\u5206\u6790\u3092\u4f7f\u3063\u3066<\/strong>\u3001\u9867\u5ba2\u304c\u6975\u7aef\u306b\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u7d4c\u9a13\u3092\u3057\u3066\u3044\u308b\u304b\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u7d4c\u9a13\u3092\u3057\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4f8b\u3048\u3070\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8\u30fb\u30c1\u30fc\u30e0\u306b\u5bfe\u3057\u3066\u3069\u306e\u7a0b\u5ea6\u6012\u3063\u3066\u3044\u308b\u304b\u3001\u3042\u308b\u3044\u306f\u3069\u306e\u7a0b\u5ea6\u4e0d\u6e80\u306b\u601d\u3063\u3066\u3044\u308b\u304b\u3092\u8868\u73fe\u3059\u308b\u306a\u3069\u3001\u611f\u60c5\u3092\u8a73\u7d30\u306b<strong>\u5206\u985e\u3059\u308b<\/strong>\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5b9a\u91cf\u7684\u30c6\u30ad\u30b9\u30c8\u5206\u6790\uff1a <\/strong>\u3053\u306e\u5206\u6790\u6280\u6cd5\u306f\u3001\u4eba\u9593\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3088\u3063\u3066\u3001\u5358\u8a9e\u9593\u306e\u6587\u6cd5\u7684\u307e\u305f\u306f\u6c7a\u5b9a\u7684\u306a\u7b49\u5f0f\u3092\u78ba\u7acb\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5b58\u5728\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u306b\u610f\u5473\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5b9f\u65bd\u3059\u308b\u306b\u306f3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u3042\u308b\uff1a \n<ol>\n<li>\u5206\u6790\u306e\u305f\u3081\u306b\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u5358\u8a9e\u6570\u3001\u54c1\u8a5e\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30ab\u30c6\u30b4\u30ea\u306a\u3069\u306e\u5b9a\u91cf\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u5b9a\u91cf\u7684\u306a\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u306b\u5165\u529b\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3084\u8457\u8005\u306b\u3064\u3044\u3066\u9069\u5207\u306a\u7d50\u8ad6\u304c\u51fa\u308b\u3088\u3046\u306b\u3001\u3053\u306e\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u7d71\u8a08\u5206\u6790\u624b\u6cd5\u3092\u4f7f\u3063\u3066\u5206\u6790\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u6587\u8108\u5206\u6790\uff1a <\/strong>\u6587\u8108\u5206\u6790\u3067\u306f\u3001\u6587\u5316\u7684\u3001\u793e\u4f1a\u7684\u3001\u6b74\u53f2\u7684\u8981\u56e0\u306a\u3069\u3055\u307e\u3056\u307e\u306a\u8981\u7d20\u3092\u8003\u616e\u306b\u5165\u308c\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u6790\u3057\u3001\u7279\u5b9a\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u751f\u307e\u308c\u305f\u80cc\u666f\u3092\u8003\u5bdf\u3059\u308b\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u554f\u304c\u3042\u308b\uff1a\u300c\u6587\u8108\u3092\u78ba\u7acb\u3059\u308b\u6700\u5584\u306e\u65b9\u6cd5\u306f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u5185\u306e\u8907\u6570\u306e\u7528\u8a9e\u306e\u95a2\u9023\u6027\u3092\u5206\u6790\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u96a3\u540c\u58eb\u3067\u3042\u308b\u540d\u8a5e\u3068\u4ed6\u306e\u95a2\u9023\u7528\u8a9e\u3068\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002 <\/li>\n\n\n\n<li><strong>Named Entity Disambiguation (NED):<\/strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30ea\u30f3\u30af\u3068\u3082\u547c\u3070\u308c\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u304b\u3089\u6982\u5ff5\u306e\u8a8d\u8b58\u3068\u5f62\u6210\u3092\u63d0\u4f9b\u3059\u308b\u6982\u5ff5\u3067\u3001NER\u306e\u3088\u3046\u306a<a href=\"https:\/\/www.questionpro.com\/blog\/ja\/%e7%b5%b1%e8%a8%88%e8%a7%a3%e6%9e%90%ef%bc%9a%e7%b5%b1%e8%a8%88%e8%a7%a3%e6%9e%90%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%e3%80%81%e3%81%9d%e3%81%ae%e7%94%a8%e9%80%94%e3%81%a8%e6%96%b9%e6%b3%95%e3%81%ab\/\">\u7d71\u8a08\u7684\u5206\u6790\u306b<\/a>\u4f9d\u5b58\u3057\u3066\u6982\u5ff5\u3092\u62bd\u51fa\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u307e\u305f\u7279\u5b9a\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u691c\u7d22\u3059\u308b\u3082\u306e\u3067\u3082\u306a\u3044\u3002\u4f8b\u3048\u3070\u3001&#8221;Steve jobs was integral towards Apple&#8217;s success.&#8221;\uff08\u30b9\u30c6\u30a3\u30fc\u30d6\u30fb\u30b8\u30e7\u30d6\u30b9\u306f\u30a2\u30c3\u30d7\u30eb\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u3060\u3063\u305f\uff09\u3068\u3044\u3046\u6587\u7ae0\u3067\u306f\u3001Apple\u3068\u3044\u3046\u30d6\u30e9\u30f3\u30c9\u306b\u3064\u3044\u3066\u306e\u6982\u5ff5\u3067\u3042\u308a\u3001\u679c\u7269\u306b\u3064\u3044\u3066\u306e\u6982\u5ff5\u3067\u306f\u306a\u3044\u3002\u3053\u308c\u306f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30fb\u30ea\u30f3\u30af\u3092\u4f7f\u3063\u3066\u8868\u73fe\u3055\u308c\u308b\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u8a00\u53ca\u3092\u542b\u3080\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u77e5\u8b58\u30d9\u30fc\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002  <\/li>\n<\/ul>\n\n<p><strong>\u307e\u305f\u3001\u5b66\u3076\uff1a<\/strong> <a href=\"https:\/\/www.questionpro.com\/conjoint-analysis.html\">\u30b3\u30f3\u30b8\u30e7\u30a4\u30f3\u30c8\u5206\u6790<\/a>\u3001<a href=\"https:\/\/www.questionpro.com\/article\/turf-analysis.html\">TURF\u5206\u6790<\/a>\u3001<a href=\"https:\/\/www.questionpro.com\/features\/gap-analysis.html\">GAP\u5206\u6790<\/a>\u3001<a href=\"https:\/\/www.questionpro.com\/article\/trend-analysis.html\">\u30c8\u30ec\u30f3\u30c9\u5206\u6790<\/a><\/p>\n\n<h2 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