{"id":12991,"date":"2021-06-17T11:00:00","date_gmt":"2021-06-17T14:00:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/?p=12991"},"modified":"2022-10-18T08:09:15","modified_gmt":"2022-10-18T11:09:15","slug":"urban-computing-challenges-big-cities","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/ja\/%e3%82%a2%e3%83%bc%e3%83%90%e3%83%b3%e3%83%bb%e3%82%b3%e3%83%b3%e3%83%94%e3%83%a5%e3%83%bc%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%bb%e3%83%81%e3%83%a3%e3%83%ac%e3%83%b3%e3%82%b8%e3%82%b9%e3%83%bb\/","title":{"rendered":"\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3002\u5927\u90fd\u5e02\u306e\u5927\u304d\u306a\u8ab2\u984c\u306b\u6311\u3080"},"content":{"rendered":"<p>\u73fe\u5728\u3001\u5927\u90fd\u5e02\u306f\u4ea4\u901a\u6e0b\u6ede\u3001\u5927\u6c17\u6c5a\u67d3\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u306a\u3069\u306e\u5927\u304d\u306a\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5927\u90fd\u5e02\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u8ab2\u984c\u306b\u5bfe\u3057\u3066 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class=\"has-large-font-size\"><strong>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u306f\uff1f<\/strong><\/p>\n\n\n\n<p>\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306e\u8ad6\u6587\u3067<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff1a\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u65b9\u6cd5\u8ad6\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/a>\"\u3068\u984c\u3057\u3001\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u975e\u4fb5\u5165\u578b\u306e\u30e6\u30d3\u30ad\u30bf\u30b9\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u3001\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u5206\u6790\u30e2\u30c7\u30eb\u3001\u65b0\u3057\u3044\u53ef\u8996\u5316\u624b\u6cd5\u3092\u7d50\u3073\u3064\u3051\u3001\u90fd\u5e02\u74b0\u5883\u3001\u4eba\u9593\u306e\u751f\u6d3b\u306e\u8cea\u3001\u90fd\u5e02\u904b\u55b6\u30b7\u30b9\u30c6\u30e0\u3092\u6539\u5584\u3059\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5275\u9020\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u5b66\u969b\u7684\u306a\u5206\u91ce\u3067\u3042\u308b\u3053\u3068\u3082\u5f37\u8abf\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u90fd\u5e02\u7a7a\u9593\u3068\u3044\u3046\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u79d1\u5b66\u3068\u4ea4\u901a\u3001\u571f\u6728\u3001\u7d4c\u6e08\u3001\u751f\u614b\u3001\u793e\u4f1a\u5b66\u3068\u3044\u3063\u305f\u4ed6\u306e\u5206\u91ce\u3092\u7d71\u5408\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u304a\u305d\u3089\u304f\u3001\u7686\u3055\u3093\u306e\u982d\u306e\u4e2d\u306b\u3042\u308b\u5927\u304d\u306a\u7591\u554f\u306f\u3001\u300c\u5927\u90fd\u5e02\u306e\u554f\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306b\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5c0e\u5165\u3059\u308b\u304b\u300d\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u3055\u3066\u3001\u6717\u5831\u3067\u3059\uff01\u305d\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong><\/p>\n\n\n\n<p>\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306e\u8ad6\u6587\u3067<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff1a\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u65b9\u6cd5\u8ad6\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/a>\"\u3068\u984c\u3057\u3001\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u30014\u3064\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30a2\u30fc\u30d0\u30f3\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u30a2\u30fc\u30d0\u30f3\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c7\u30a3\u30f3\u30b0\u306e4\u3064\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5404\u30ec\u30a4\u30e4\u30fc\u306f\u7279\u5b9a\u306e\u6a5f\u80fd\u3092\u6709\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u30a2\u30fc\u30d0\u30f3\u30bb\u30f3\u30b7\u30f3\u30b0<\/strong> \u5c64\u306f\u3001\u90fd\u5e02\u7a7a\u9593\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u3053\u3068\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u3001\u53c2\u52a0\u578b\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u30af\u30e9\u30a6\u30c9\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u30e2\u30d0\u30a4\u30eb\u30bb\u30f3\u30b7\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u624b\u6cd5\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u90fd\u5e02\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/strong> \u5c64\u306f\u3001\u6642\u7a7a\u9593\u60c5\u5831\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u4e21\u65b9\u3092\u542b\u3080\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u9020\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u652f\u63f4\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3067\u306e<strong> \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5c64<\/strong>\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6280\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data_mining\">\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0<\/a>, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Machine_learning\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u305d\u3057\u3066 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data_visualization\">\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/a> \u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8b58\u5225\u3057\u3001\u305d\u306e\u5f8c\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3042\u308b\u60c5\u5831\u3092\u5f97\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b<\/strong> \u30ec\u30a4\u30e4\u30fc\u306f\u3001\u4eba\u3005\u306e\u30c9\u30e9\u30a4\u30d6\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u3001\u4ea4\u901a\u6e0b\u6ede\u3084\u5927\u6c17\u6c5a\u67d3\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u3055\u307e\u3056\u307e\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002  \u4f8b\u3048\u3070\u3001\u4ea4\u901a\u7570\u5e38\u3092\u691c\u77e5\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u60c5\u5831\u306f\u4ea4\u901a\u6a5f\u95a2\u306b\u914d\u4fe1\u3055\u308c\u3001\u4ea4\u901a\u6574\u7406\u3084\u7570\u5e38\u306e\u8a3a\u65ad\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u3067\u306f\u3001\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3069\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/strong><\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u7406\u60f3\u7684\u306b\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u306f\u30013\u3064\u306e\u5927\u304d\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u307e\u3059\u3002 <\/p>\n\n\n\n<p class=\"has-medium-font-size\">1.<strong>\u30bb\u30f3\u30b7\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u53d6\u5f97\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u8ab2\u984c\u306f\u3001\u90fd\u5e02\u306b\u5206\u5e03\u3059\u308b\u30bb\u30f3\u30b5\u30fc\u306e\u6570\u306e\u5236\u9650\u3092\u8003\u616e\u3057\u3001\u3044\u304b\u306b\u975e\u4fb5\u5165\u7684\u304b\u3064\u7d99\u7d9a\u7684\u306b\u90fd\u5e02\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u304b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002&nbsp;<\/p>\n\n\n\n<p>\u65b0\u305f\u306a\u30bb\u30f3\u30b7\u30f3\u30b0\u30a4\u30f3\u30d5\u30e9\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u76ee\u7684\u306f\u9054\u6210\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u90fd\u5e02\u306e\u8ca0\u62c5\u3092\u5897\u3084\u3059\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u30bb\u30f3\u30b5\u30fc\u3068\u3057\u3066\u306e\u4eba\u9593\u306f\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3084GPS\u306e\u75d5\u8de1\u3092\u5229\u7528\u3057\u3066\u3001\u81ea\u5206\u306e\u5468\u308a\u3067\u8d77\u304d\u3066\u3044\u308b\u51fa\u6765\u4e8b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u65b0\u3057\u3044\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30f3\u30b5\u30fc\u3068\u3057\u3066\u306e\u4eba\u9593\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u8ab2\u984c\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>\u30c7\u30d0\u30a4\u30b9\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u4f7f\u7528\u91cf\u306e\u5897\u52a0\u3002<\/li><li>\u500b\u4eba\u60c5\u5831\u306e\u4fdd\u8b77<\/li><li>\u30e6\u30fc\u30b6\u30fc\u304c\u4e00\u69d8\u306b\u5206\u5e03\u3057\u3066\u304a\u3089\u305a\u3001\u540c\u3058\u983b\u5ea6\u3067\u30bb\u30f3\u30b7\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3057\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u3042\u308b\u3002<\/li><li>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u63d0\u4f9b\u3055\u308c\u308b\u975e\u69cb\u9020\u5316\u3001\u6697\u9ed9\u7684\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u3002\u3053\u308c\u306b\u5bfe\u3057\u3001\u5f93\u6765\u306e\u30bb\u30f3\u30b5\u30fc\u304c\u751f\u6210\u3059\u308b\u30c7\u30fc\u30bf\u306f\u3001\u69cb\u9020\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u660e\u793a\u7684\u3067\u3001\u30af\u30ea\u30fc\u30f3\u3067\u3001\u7406\u89e3\u3057\u3084\u3059\u3044\u3002&nbsp;<\/li><\/ul>\n\n\n\n<p class=\"has-medium-font-size\">2. <strong>\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30c7\u30fc\u30bf\u3002<\/strong><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u6280\u8853\u306f\u3001\u901a\u5e38\u3001\u4e00\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u90fd\u5e02\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8981\u7d20\u304c\u95a2\u308f\u3063\u3066\u304d\u307e\u3059\uff08\u4f8b\u3048\u3070\u3001\u5927\u6c17\u6c5a\u67d3\u306e\u8abf\u67fb\u306b\u306f\u3001\u4ea4\u901a\u306e\u6d41\u308c\u3001\u6c17\u8c61\u3001\u571f\u5730\u5229\u7528\u3092\u540c\u6642\u306b\u8abf\u67fb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">3. <strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30b7\u30b9\u30c6\u30e0\u3002<\/strong><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u304c\u30c7\u30b8\u30bf\u30eb\u4e16\u754c\u3067\u751f\u6210\u30fb\u6d88\u8cbb\u3055\u308c\u308b\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u30c7\u30b8\u30bf\u30eb\u30b2\u30fc\u30e0\u3068\u306f\u7570\u306a\u308a\u3001\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u901a\u5e38\u3001\u4e21\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u304c\u7d71\u5408\u3055\u308c\u307e\u3059\uff08\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3068\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u7d50\u5408\uff09\u3002<\/p>\n\n\n\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u306f\u3001\u591a\u304f\u306e\u6a5f\u5668\u3084\u30e6\u30fc\u30b6\u30fc\u3068\u540c\u6642\u306b\u901a\u4fe1\u3057\u3001\u7570\u306a\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u9001\u53d7\u4fe1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u5f93\u6765\u306e\u30b7\u30b9\u30c6\u30e0\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u56f0\u96e3\u306a\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u4e3b\u306a\u7528\u9014\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u6570\u3048\u5207\u308c\u306a\u3044\u307b\u3069\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u90fd\u5e02\u8a08\u753b\u3001\u4ea4\u901a\u3001\u74b0\u5883\u3001\u516c\u5171\u5b89\u5168\u30fb\u5b89\u5fc3\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u3001\u7d4c\u6e08\u3001\u30a8\u30b3\u30ed\u30b8\u30fc\u3001\u793e\u4f1a\u306e7\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3054\u304f\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>\u90fd\u5e02\u8a08\u753b<\/strong>.&nbsp;<\/li><\/ul>\n\n\n\n<p>\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u306f\u3001\u4ea4\u901a\u7db2\u306e\u6839\u672c\u7684\u306a\u554f\u984c\u306e\u691c\u51fa\u3001\u90fd\u5e02\u306e\u6a5f\u80fd\u9818\u57df\uff08\u6559\u80b2\u5730\u533a\u3084\u30d3\u30b8\u30cd\u30b9\u5730\u533a\u306a\u3069\u3001\u4eba\u3005\u306e\u7570\u306a\u308b\u30cb\u30fc\u30ba\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u7d44\u7e54\u5316\u306e\u624b\u6cd5\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u9818\u57df\uff09\u306e\u767a\u898b\u3001\u90fd\u5e02\u306e\u9032\u5316\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u5883\u754c\u306e\u691c\u51fa\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>\u4ea4\u901a\u624b\u6bb5<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>\u3053\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u306f\u3001\u904b\u8ee2\u4f53\u9a13\u306e\u5411\u4e0a\u3001\u30bf\u30af\u30b7\u30fc\u30b5\u30fc\u30d3\u30b9\u3001\u516c\u5171\u4ea4\u901a\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>\u74b0\u5883<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>\u90fd\u5e02\u5316\u306e\u6025\u901f\u306a\u9032\u5c55\u306f\u3001\u90fd\u5e02\u306e\u74b0\u5883\u306b\u5bfe\u3059\u308b\u6f5c\u5728\u7684\u306a\u8105\u5a01\u3068\u306a\u308b\u3002\u74b0\u5883\u306b\u5bfe\u3059\u308b\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u306f\u3001\u90fd\u5e02\u306e\u5927\u6c17\u8cea\u306e\u6539\u5584\u3084\u9a12\u97f3\u516c\u5bb3\u306e\u4f4e\u6e1b\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>\u516c\u5171\u306e\u5b89\u5168\u3068\u5b89\u5fc3<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u4ea4\u901a\u7570\u5e38\u306e\u691c\u51fa\u3001\u707d\u5bb3\u306e\u691c\u51fa\u3001\u4e8b\u6545\u306e\u691c\u51fa\u306a\u3069\u306e\u7528\u9014\u3092\u6319\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<ul><li><strong>\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u91cf\u3002<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>\u90fd\u5e02\u5316\u306e\u6025\u901f\u306a\u9032\u5c55\u306b\u4f34\u3044\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u306f\u307e\u3059\u307e\u3059\u5897\u5927\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30ac\u30b9\u3084\u96fb\u6c17\u306e\u6d88\u8cbb\u91cf\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>\u7d4c\u6e08<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>\u90fd\u5e02\u306e\u52d5\u614b\u306f\u3001\u305d\u306e\u90fd\u5e02\u306e\u7d4c\u6e08\u306e\u52d5\u5411\u3092\u793a\u3059\u3053\u3068\u304c\u3042\u308b\u3002\u3053\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u682a\u5f0f\u5e02\u5834\u306e\u52d5\u5411\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<ul><li><strong>\u30bd\u30fc\u30b7\u30e3\u30eb<\/strong><\/li><\/ul>\n\n\n\n<p>\u3053\u306e\u30ab\u30c6\u30b4\u30ea\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4f4d\u7f6e\u63a8\u85a6\u3001\u65c5\u7a0b\u8a08\u753b\u3001\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u30fb\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u3001\u90fd\u5e02\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518.png\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"768\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1024x768.png\" alt=\"\u30b0\u30ea\u30fc\u30f3\u30b7\u30c6\u30a3\" class=\"wp-image-13003\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1024x768.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-300x225.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-768x576.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1536x1152.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-2048x1536.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-large-font-size\"><strong>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u306f\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/strong><\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u3001\u305d\u308c\u3089\u306f\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3088\u308a\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b\u30ab\u30c6\u30b4\u30ea\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002&nbsp;<\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u624b\u6cd5\u30bb\u30f3\u30b5\u30fc\u3092\u8a2d\u7f6e\u3057\u3066\u8a08\u6e2c\u3059\u308b\u5f93\u6765\u306e\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u65e2\u5b58\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u5229\u7528\u3057\u3066\u7fa4\u8846\u304c\u751f\u307f\u51fa\u3059\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u30d1\u30c3\u30b7\u30d6\u306a\u30af\u30e9\u30a6\u30c9\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u305d\u3057\u3066\u4eba\u3005\u304c\u5468\u56f2\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u7a4d\u6975\u7684\u306b\u8ca2\u732e\u3059\u308b\u53c2\u52a0\u578b\u306e\u30bb\u30f3\u30b7\u30f3\u30b0\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u90fd\u5e02\u30c7\u30fc\u30bf\u7ba1\u7406\u6280\u8853\u306f\u3001\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u306e\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u7570\u7a2e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u77e5\u8b58\u878d\u5408\u6280\u8853\u306f\u3001\u8907\u6570\u306e\u7570\u7a2e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u3092\u52b9\u679c\u7684\u306b\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u90fd\u5e02\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u6280\u8853\u306f\u3001\u5358\u306b\u751f\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3057\u3001\u7d50\u679c\u3092\u63d0\u793a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3001\u50be\u5411\u3001\u95a2\u4fc2\u3092\u691c\u51fa\u3057\u3001\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u73fe\u4ee3\u306e\u90fd\u5e02\u304c\u62b1\u3048\u308b\u5927\u304d\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u975e\u5e38\u306b\u6709\u52b9\u306a\u30c4\u30fc\u30eb\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u76f4\u9762\u3059\u308b\u8ab2\u984c\u306f\u3001\u3044\u305a\u308c\u514b\u670d\u3055\u308c\u3001\u305d\u306e\u7d50\u679c\u3001\u90fd\u5e02\u306e\u3088\u308a\u826f\u3044\u672a\u6765\u3092\u624b\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\u53c2\u8003\u6587\u732e<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">Zheng, Y., Capra, L., Wolfson, O., &amp; Yang, H. (2014).\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff1a\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u65b9\u6cd5\u8ad6\u3001\u304a\u3088\u3073\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002 <em>ACM Transactions on Intelligent Systems and Technology (TIST) \uff08\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u6280\u8853\u8ad6\u6587\u8a8c<\/em>, <em>5<\/em>(3), 1-55.<\/a><\/p>\n\n\n\n<p>T.  Kindberg, M. Chalmers, and E. Paulos.  2007.  \u30b2\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u30fc\u306b\u3088\u308b\u7d39\u4ecb\u3002  \u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0.Pervasive Computing 6, 3, 18-20.<\/p>\n\n\n\n<p><a href=\"https:\/\/ideas.repec.org\/a\/igg\/jksr00\/v7y2016i1p113-119.html\">Torres-Ruiz, Miguel &amp; Lytras, Miltiadis.(2016).\u77e5\u8b58\u793e\u4f1a\u306e\u305f\u3081\u306e\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3.\u30a4\u30f3\u30bf\u30fc\u30ca\u30b7\u30e7\u30ca\u30eb\u30fb\u30b8\u30e3\u30fc\u30ca\u30eb\u30fb\u30aa\u30d6\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30bd\u30b5\u30a8\u30c6\u30a3\u30fb\u30ea\u30b5\u30fc\u30c1.7.113-119.10.4018\/IJKSR.2016010108.<\/a><\/p>\n\n\n\n<p>\u4e0b\u306e\u753b\u50cf\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001Mind the Graph for urban computing\u306e\u30a4\u30e9\u30b9\u30c8\u3092\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/mindthegraph.com\/app\/illustrations?search=urban%20computing\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"643\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-1024x643.png\" alt=\"\" class=\"wp-image-13046\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-1024x643.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-300x188.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-768x482.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1.png 1286w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>\u73fe\u5728\u3001\u5927\u90fd\u5e02\u306f\u4ea4\u901a\u6e0b\u6ede\u3001\u5927\u6c17\u6c5a\u67d3\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u306a\u3069\u306e\u5927\u304d\u306a\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5927\u90fd\u5e02\u306e\u5927\u304d\u306a\u554f\u984c\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff08\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3053\u3068\uff09\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u3055\u306b\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u3042\u308b\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u300c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u5927\u90fd\u5e02\u306e\u5927\u304d\u306a\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u300d\u3067\u3042\u308b\u3002\u3082\u3046\u5c11\u3057\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002\u30a2\u30fc\u30d0\u30f3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u306f\u3001\u90fd\u5e02\u7a7a\u9593\u306b\u304a\u3044\u3066\u591a\u69d8\u306a\u30bd\u30fc\u30b9\u304b\u3089\u751f\u6210\u3055\u308c\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3001\u7570\u7a2e\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3001\u7d71\u5408\u3001\u89e3\u6790\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u306f\u3001\u30bb\u30f3\u30b5\u30fc\u3001\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u3001\u81ea\u52d5\u8eca\u3001\u5efa\u7269\u3001\u4eba\u9593\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u306f\uff1f\u30a2\u30fc\u30d0\u30f3 [...]\u300d\u3068\u984c\u3055\u308c\u305f\u8ad6\u6587\u306e\u4e2d\u3067<\/p>","protected":false},"author":18,"featured_media":13002,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[554,250],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Urban Computing Challenges in Big Cities<\/title>\n<meta name=\"description\" content=\"Urban Computing gathers a large amount of data with the purpose to create solutions that improve the big cities&#039; environment and human life quality.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/ja\/\u30a2\u30fc\u30d0\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30c1\u30e3\u30ec\u30f3\u30b8\u30b9\u30fb\/\" \/>\n<meta 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