王泉：浅谈逻辑规则在知识图谱.pdf

娴呰皥閫昏緫瑙勫垯鍦ㄧ煡璇嗗浘璋 琛ㄧず瀛︿範涓殑搴旂敤 鐜 娉 涓浗绉戝闄俊鎭伐绋嬬爺绌舵墍 2015-06-27 姒傝堪 飦 鐭ヨ瘑鍥捐氨锛氬疄浣撳拰鍏崇郴鏋勬垚鐨勫紓璐ㄦ湁鍚戝浘 飦 琛ㄧず瀛︿範锛氬皢瀹炰綋鍜屽叧绯诲湪闅愬紡鍚戦噺绌洪棿杩涜琛ㄧず銆 寤烘ā涓庡涔 飦 鏂规硶鐡堕锛氬崟绾暟鎹┍鍔ㄥ瀷鏂规硶锛岀簿搴︽湁闄 飦 閫昏緫瑙勫垯锛氭洿鍑嗙‘鐨勮〃绀哄涔? 鎻愬崌浠诲姟绮惧害 澶х翰 飦 鐭ヨ瘑鍥捐氨 飦 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 飦 閫昏緫瑙勫垯鐨勪娇鐢 飦 缁撴潫璇 澶х翰 飦 鐭ヨ瘑鍥捐氨 飦 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 飦 閫昏緫瑙勫垯鐨勪娇鐢 飦 缁撴潫璇 鐭ヨ瘑鍥捐氨 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 閫昏緫瑙勫垯鐨勪娇鐢 缁撴潫璇 鐭ヨ瘑鍥捐氨 飦 鐭ヨ瘑鍥捐氨锛氬疄浣撳拰鍏崇郴鏋勬垚鐨勫紓璐ㄦ湁鍚戝浘 (John, athletePlaysForTeam, 76ers) (Bob, athletePlaysForTeam, 76ers) (Bob, teamMates, Tom) (Tom, athletePlayesInLeague, NBA) (76ers, teamPlaysInLeague, NBA) 鐭ヨ瘑鍥捐氨 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 閫昏緫瑙勫垯鐨勪娇鐢 缁撴潫璇 鐭ヨ瘑鍥捐氨 飦 鐭ヨ瘑鍥捐氨锛氬疄浣撳拰鍏崇郴鏋勬垚鐨勫紓璐ㄦ湁鍚戝浘 (John, athletePlaysForTeam, 76ers) (Bob, athletePlaysForTeam, 76ers) (Bob, teamMates, Tom) (Tom, athletePlayesInLeague, NBA) (76ers, teamPlaysInLeague, NBA) 飦 绗﹀彿鍖栫殑琛ㄧず褰㈠紡涓ラ噸鍒剁害鍏惰绠椾笌寤烘ā 澶х翰 飦 鐭ヨ瘑鍥捐氨 飦 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 飦 閫昏緫瑙勫垯鐨勪娇鐢 飦 缁撴潫璇 鐭ヨ瘑鍥捐氨 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 閫昏緫瑙勫垯鐨勪娇鐢 缁撴潫璇 鐭ヨ瘑鍥捐氨琛ㄧず瀛︿範 飦 鍩烘湰鎬濇兂 鈭 鍦ㄩ殣寮忓悜閲忕┖闂村瀹炰綋鍜屽叧绯昏繘琛岃〃绀恒€佸缓妯′笌瀛︿範 鈭 灏嗗疄浣撳拰鍏崇郴鍙绠楀寲锛岀畝鍖栫煡璇嗗浘璋辨搷浣滀笌寤烘ā 飦 搴旂敤鍦烘櫙 鈭 鐭ヨ瘑鎺ㄧ悊[Bordes et al., 2013; Socher et al., 2013] 鈭 鍏崇郴鎶藉彇[Riedel et al., 2013; Weston et al., 2013] 鈭 瀹炰綋娑堣В[Bordes et al., 2014] 鈭 瀹炰綋鍒嗙被[Nickel et al., 2012] 鐭ヨ瘑鍥捐氨 鐭ヨ瘑鍥捐氨琛ㄧず瀛