{"id":52253,"date":"2026-08-24T23:02:57","date_gmt":"2026-08-24T14:02:57","guid":{"rendered":"https:\/\/overcentral.com\/ja\/?p=52253"},"modified":"2026-08-24T23:02:57","modified_gmt":"2026-08-24T14:02:57","slug":"me-pois-google-research-52253","status":"publish","type":"post","link":"https:\/\/overcentral.com\/ja\/me-pois-google-research-52253\/","title":{"rendered":"Google Research\u3001\u4eba\u9593\u306e\u52d5\u304d\u3067\u5834\u6240\u3092\u7406\u89e3\u3059\u308bME-POIs\u3092\u767a\u8868"},"content":{"rendered":"

\u540c\u3058\u30ab\u30c6\u30b4\u30ea\u3001\u540c\u3058\u4f4f\u6240\u30d6\u30ed\u30c3\u30af\u3001\u540c\u3058\u30c6\u30ad\u30b9\u30c8\u30d9\u30af\u30c8\u30eb\u3092\u6301\u30642\u3064\u306e\u30b3\u30fc\u30d2\u30fc\u30b7\u30e7\u30c3\u30d7\u3002\u3057\u304b\u3057\u3001\u4e00\u65b9\u306f\u901a\u52e4\u5ba2\u304c\u6b21\u3005\u3068\u8a2a\u308c\u3001\u3082\u3046\u4e00\u65b9\u306f\u9867\u5ba2\u304c90\u5206\u4ee5\u4e0a\u6ede\u5728\u3059\u308b\u2015\u2015\u3002\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u5834\u6240\u306e\u300c\u5c5e\u6027\u300d\u3092\u8a18\u8ff0\u3067\u304d\u3066\u3082\u3001\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u300c\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u8868\u73fe\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u6839\u672c\u7684\u306a\u8ab2\u984c\u306b\u5bfe\u3057\u3001Google<\/a> Research\u3068USC\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u304c\u5168\u304f\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u793a\u3057\u305f\u3002\u305d\u306e\u540d\u306fMobility-Embedded POIs\uff08ME-POIs\uff09<\/strong>\u3002\u4eba\u9593\u306e\u96c6\u5408\u7684\u306a\u79fb\u52d5\u30c7\u30fc\u30bf\u3092\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u5834\u6240\u57cb\u3081\u8fbc\u307f\u306b\u6298\u308a\u8fbc\u3080\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u5834\u6240\u306b\u5bfe\u3059\u308b\u300c\u3088\u308a\u6df1\u3044\u7406\u89e3\u300d\u3092\u3082\u305f\u3089\u3059\u3002<\/p>\n

\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u8ad6\u6587\u300cMobility-Embedded POIs\u300d\u3092arXiv\u3067\u516c\u958b\u3057\u3001\u30ed\u30b5\u30f3\u30bc\u30eb\u30b9\u3068\u30d2\u30e5\u30fc\u30b9\u30c8\u30f3\u306e\u5b9f\u969b\u306e\u79fb\u52d5\u30c7\u30fc\u30bf<\/strong>\u3092\u7528\u3044\u305f5\u3064\u306e\u5730\u56f3\u88dc\u5b8c\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u6027\u80fd\u5411\u4e0a\u3092\u78ba\u8a8d\u3057\u3066\u3044\u308b\u3002\u7279\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306e\u5f37\u529b\u306a\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u5834\u5408\u3001\u8a2a\u554f\u610f\u56f3\u306eF1\u30b9\u30b3\u30a2\u3067\u6700\u592781.9%\u306e\u5411\u4e0a\u3001\u6df7\u96d1\u5ea6\u306eMAE\uff08\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\uff09\u306724.7%\u306e\u4f4e\u6e1b\u3092\u9054\u6210\u3057\u305f\u3002<\/p>\n

ME-POIs\u306e\u6838\u5fc3\u306f\u3001\u5404\u8a2a\u554f\u3092\u6587\u8108\u5316\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u7b26\u53f7\u5316\u3057\u3001\u30b3\u30f3\u30c8\u30e9\u30b9\u30c6\u30a3\u30d6\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u5bfe\u7167\u5b66\u7fd2\uff09\u306b\u3088\u3063\u3066\u5404\u8a2a\u554f\u3092POI\u3054\u3068\u306e\u5b66\u7fd2\u53ef\u80fd\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u5f15\u304d\u5bc4\u305b\u308b\u70b9\u306b\u3042\u308b\u3002\u3053\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306f\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u5e73\u5747\u5316\u3057\u305f\u6a5f\u80fd\u7684\u306a\u91cd\u5fc3\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002\u3059\u306a\u308f\u3061\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u8a18\u8ff0\u3059\u308b\u300c\u5834\u6240\u306e\u540d\u524d\u300d\u3067\u306f\u306a\u304f\u3001\u4eba\u3005\u306e\u300c\u884c\u52d5\u306e\u30d1\u30bf\u30fc\u30f3\u300d\u3092\u5834\u6240\u306e\u8868\u73fe\u306b\u7d44\u307f\u8fbc\u3080\u306e\u3067\u3042\u308b\u3002<\/p>\n

ME-POIs\u304c\u89e3\u6c7a\u3059\u308b\u554f\u984c\uff1a\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306f\u6349\u3048\u3089\u308c\u306a\u3044\u300c\u6a5f\u80fd\u300d<\/h2>\n

\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u3001\u5834\u6240\u306e\u30ab\u30c6\u30b4\u30ea\u3001\u540d\u79f0\u3001\u4f4f\u6240\u3001\u5468\u8fba\u306e\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u3068\u3044\u3063\u305f\u9759\u7684\u306a\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306f\u300c\u305d\u306e\u5834\u6240\u304c\u4f55\u3067\u3042\u308b\u304b\u300d\u3092\u6559\u3048\u3066\u304f\u308c\u308b\u3060\u3051\u3067\u3001\u300c\u3069\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u300d\u306f\u6559\u3048\u3066\u304f\u308c\u306a\u3044\u3002\u540c\u3058\u30ab\u30c6\u30b4\u30ea\u306e\u30b3\u30fc\u30d2\u30fc\u30b7\u30e7\u30c3\u30d7\u3067\u3082\u3001\u65e9\u671d\u306e\u901a\u52e4\u5ba2\u3067\u56de\u8ee2\u7387\u306e\u9ad8\u3044\u5e97\u3068\u3001\u5348\u5f8c\u304b\u3089\u9577\u6642\u9593\u6ede\u5728\u3059\u308b\u5ba2\u3067\u8cd1\u308f\u3046\u5e97\u3067\u306f\u3001\u305d\u306e\u6027\u8cea\u306f\u5927\u304d\u304f\u7570\u306a\u308b\u3002\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306f\u3053\u306e\u9055\u3044\u3092\u57cb\u3081\u8fbc\u307f\u306b\u53cd\u6620\u3067\u304d\u306a\u3044\u3002<\/p>\n

ME-POIs\u306f\u3053\u306e\u554f\u984c\u306b\u7acb\u3061\u5411\u304b\u3046\u305f\u3081\u3001\u643a\u5e2f\u96fb\u8a71\u306e\u4f4d\u7f6e\u60c5\u5831\u306a\u3069\u304b\u3089\u5f97\u3089\u308c\u308b\u533f\u540d\u5316\u3055\u308c\u305f\u8a2a\u554f\u30ed\u30b0\uff08\u5ea7\u6a19\u3001\u5230\u7740\u6642\u9593\u3001\u51fa\u767a\u6642\u9593\uff09\u3092\u5229\u7528\u3059\u308b\u3002\u5404\u8a2a\u554f\u306f3\u3064\u306e\u8981\u7d20\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u30c8\u30ea\u30d7\u30eb\u3068\u3057\u3066\u6271\u308f\u308c\u3001\u4f4d\u7f6e\u60c5\u5831\u306b\u306f\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u306aSpace2Vec<\/strong>\u3001\u5230\u7740\u6642\u9593\u3068\u51fa\u767a\u6642\u9593\u306b\u306f\u305d\u308c\u305e\u308cTime2Vec<\/strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u304c\u9069\u7528\u3055\u308c\u308b\u3002\u3053\u308c\u3089\u306e\u30d9\u30af\u30c8\u30eb\u3092\u9023\u7d50\u3057\u305f\u5f8c\u3001\u6b63\u5f26\u6ce2\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u4ed8\u52a0\u3057\u30014\u5c648\u30d8\u30c3\u30c9\u306eTransformer\uff08d_h=512\uff09\u3092\u901a\u904e\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u6587\u8108\u5316\u3055\u308c\u305f\u8a2a\u554f\u57cb\u3081\u8fbc\u307f\u304c\u751f\u6210\u3055\u308c\u308b\u3002<\/p>\n

\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4ed5\u7d44\u307f\uff1a\u30b3\u30f3\u30c8\u30e9\u30b9\u30c6\u30a3\u30d6\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u5bfe\u7b56<\/h2>\n

\u30b3\u30a2\u3068\u306a\u308b\u5b66\u7fd2\u76ee\u6a19\u306fInfoNCE\u640d\u5931\u3067\u3042\u308b\u3002\u5404POI\u306f1\u3064\u306e\u5b66\u7fd2\u53ef\u80fd\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u6301\u3057\u3001\u540c\u3058POI\u306e\u8a2a\u554f\u57cb\u3081\u8fbc\u307f\u306f\u305d\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u8fd1\u3065\u3051\u3089\u308c\u3001\u30df\u30cb\u30d0\u30c3\u30c1\u5185\u306e\u4ed6\u306ePOI\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304b\u3089\u306f\u9060\u3056\u3051\u3089\u308c\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306f\u305d\u306e\u5834\u6240\u306e\u6a5f\u80fd\u7684\u306a\u4e2d\u5fc3\u3068\u306a\u308a\u3001\u500b\u4eba\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306e\u591a\u69d8\u6027\u3092\u5438\u53ce\u3059\u308b\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u306f\u6975\u3081\u3066\u30b9\u30d1\u30fc\u30b9\u3067\u3042\u308b\u3002\u30ed\u30b5\u30f3\u30bc\u30eb\u30b9\u306ePOI\u306e\u3046\u3061\u3001\u30a2\u30f3\u30ab\u30fc\u30b9\u30ec\u30c3\u30b7\u30e7\u30eb\u30c9\uff08\u7dcf\u8a2a\u554f\u6570100\u56de\uff09\u3092\u30af\u30ea\u30a2\u3057\u305f\u306e\u306f\u308f\u305a\u304b9.07%\u3067\u3001\u30d2\u30e5\u30fc\u30b9\u30c8\u30f3\u3067\u306f7.04%\uff0850\u56de\uff09\u306b\u904e\u304e\u306a\u3044\u3002\u3053\u306e\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001ME-POIs\u306f3\u3064\u306e\u30d0\u30f3\u30c9\u5e45\uff080.3km\u30011.0km\u30013.0km\uff09\u306e\u30ac\u30a6\u30b7\u30a2\u30f3\u30ab\u30fc\u30cd\u30eb\u3092\u8a08\u7b97\u3057\u3001\u30a2\u30f3\u30ab\u30fcPOI\u306e\u8a2a\u554f\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u30b9\u30d1\u30fc\u30b9\u306aPOI\u306b\u8ee2\u9001\u3059\u308b\u3002\u305d\u3057\u3066\u3001KL\u30c0\u30a4\u30d0\u30fc\u30b8\u30a7\u30f3\u30b9\u9805\u3092\u7528\u3044\u3066\u30b9\u30d1\u30fc\u30b9\u306a\u57cb\u3081\u8fbc\u307f\u304c\u305d\u306e\u4e8b\u524d\u5206\u5e03\u3092\u4e88\u6e2c\u3059\u308b\u3088\u3046\u306b\u5f37\u5236\u3059\u308b\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3068\u306e\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3082\u884c\u308f\u308c\u3001\u5ea7\u6a19\u3001\u30ab\u30c6\u30b4\u30ea\u3001\u4f4f\u6240\u3001\u305d\u3057\u3066\u8ddd\u96e2\u3068\u65b9\u89d2\u3092\u542b\u3080\u76f4\u8fd110\u306ePOI\u60c5\u5831\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u3001\u6295\u5f71\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3068\u306e\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3092\u6700\u5927\u5316\u3059\u308b\u3002<\/p>\n

\u9a5a\u7570\u7684\u306a\u6027\u80fd\u5411\u4e0a\uff1a\u8a2a\u554f\u610f\u56f3\u306781.9%\u5411\u4e0a\u3001\u6df7\u96d1\u5ea6MAE\u306f24.7%\u524a\u6e1b<\/h2>\n

\u8a55\u4fa1\u306f\u3001\u30ed\u30b5\u30f3\u30bc\u30eb\u30b9\uff0839,557 POI\u3001690\u4e07\u8a2a\u554f\u30012019\u5e74\u30d5\u30eb\u30a4\u30e4\u30fc\uff09\u3068\u30d2\u30e5\u30fc\u30b9\u30c8\u30f3\uff0828,419 POI\u3001715,604\u8a2a\u554f\u30012020\u5e743\u6708\u306e20\u65e5\u9593\uff09\u306e2\u3064\u306e\u533f\u540d\u5316\u79fb\u52d5\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u884c\u308f\u308c\u305f\u30025\u3064\u306e\u5730\u56f3\u88dc\u5b8c\u30bf\u30b9\u30af\uff08\u55b6\u696d\u6642\u9593\u3001\u8a2a\u554f\u610f\u56f3\u3001\u4fa1\u683c\u5e2f\u3001\u6df7\u96d1\u5ea6\u3001\u9589\u5e97\u691c\u51fa\uff09\u306b\u5bfe\u3057\u3001\u51cd\u7d50\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u3092\u30d7\u30ed\u30fc\u30d6\u3068\u3057\u3066\u7dda\u5f62\u5206\u985e\u5668\u3092\u5b66\u7fd2\u3059\u308b\u65b9\u5f0f\u3060\u3002<\/p>\n

\u7d50\u679c\u306f\u5727\u5012\u7684\u3060\u3063\u305f\u3002\u30ed\u30b5\u30f3\u30bc\u30eb\u30b9\u3067\u306f\u300135\u306e\u30e2\u30c7\u30eb-\u30bf\u30b9\u30af\u30da\u30a2\u306e\u3046\u306134\u3067\u6539\u5584\u304c\u78ba\u8a8d\u3055\u308c\u305f\u3002\u4e3b\u306a\u76f8\u5bfe\u7684\u306a\u5411\u4e0a\u7387\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/p>\n

    \n
  • \u9031\u9593\u55b6\u696d\u6642\u9593\uff08F1\uff09<\/strong>\uff1aOpenAI-large\u306716.2%\u5411\u4e0a<\/li>\n
  • \u8a2a\u554f\u610f\u56f3\uff08F1\uff09<\/strong>\uff1aGemini\u3067\u6700\u592781.9%\u5411\u4e0a<\/li>\n
  • \u6c38\u4e45\u9589\u5e97\u691c\u51fa\uff08F1\uff09<\/strong>\uff1aE5\u30676.5%\u5411\u4e0a<\/li>\n
  • \u6df7\u96d1\u5ea6\uff08MAE\uff09<\/strong>\uff1aGemini\u306724.7%\u524a\u6e1b\uff08\u5024\u304c\u4f4e\u3044\u307b\u3069\u826f\u597d\uff09<\/li>\n
  • \u4fa1\u683c\u5e2f\uff08Accuracy\uff09<\/strong>\uff1aGTR-T5\u306775.1%\u5411\u4e0a<\/li>\n<\/ul>\n

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