0:00:00.100,0:00:02.050 ♪ (música) ♪ 0:00:03.620,0:00:05.700 - [Narradora] Bienvenidos[br]a Nobel Conversations. 0:00:07.000,0:00:08.521 En este episodio,[br]Josh Angrist y Guido Imbens 0:00:08.521,0:00:09.282 están con Isaiah Andrews[br]para discutir y discrepar 0:00:09.282,0:00:09.662 sobre el papel[br]del aprendizaje automático 0:00:09.662,0:00:10.043 en la econometría aplicada. 0:00:10.043,0:00:11.859 - [Isaiah] Entonces, por supuesto[br]que hay muchos temas 0:00:11.859,0:00:12.767 en los que ustedes están muy de acuerdo,[br]pero me gustaría pasar a uno 0:00:12.767,0:00:13.675 en el que tal vez[br]tengan algunas discrepancias. 0:00:13.675,0:00:15.127 Me gustaría escuchar[br]algunas de sus opiniones 0:00:15.127,0:00:15.853 sobre el aprendizaje automático 0:00:15.853,0:00:16.580 y el papel que está desempeñando[br]y va a desempeñar en la economía. 0:00:17.897,0:00:18.833 - [Guido] He consultado algunos datos[br]como el propietario----------------------. 0:00:18.833,0:00:19.301 Vemos que no hay[br]ningún documento publicado allí. 0:00:19.301,0:00:19.535 Se hizo un experimento[br]sobre algún algoritmo de búsqueda 0:00:19.535,0:00:19.652 y la cuestión era... 0:00:19.652,0:00:19.710 se trataba de clasificar cosas[br]y cambiar la clasificación. 0:00:19.710,0:00:19.739 Y estaba más o menos claro[br]que iba a haber mucha heterogeneidad. 0:00:19.739,0:00:19.754 Si buscas, digamos, una foto de Britney Spears -- 0:00:19.754,0:00:19.761 realmente no importa dónde la clasifiques-----------------------------------[br]porque vas a encontrar lo que estás buscando, 0:00:19.761,0:00:19.765 ya sea que la pongas en la primera,[br]segunda o tercera posición del ranking. 0:00:19.765,0:00:19.767 Pero si estás buscando[br]el mejor libro de econometría, 0:00:19.767,0:00:19.768 si pones tu libro en primer lugar[br]o en el décimo, 0:00:19.768,0:00:19.768 eso va a suponer una gran diferencia 0:00:19.768,0:00:19.768 en la frecuencia[br]con la que la gente va a hacer clic en él. 0:00:19.768,0:00:19.769 Así que ahí... 0:00:22.313,0:00:24.240 0:00:24.240,0:00:25.728 0:00:25.728,0:00:26.883 0:00:30.200,0:00:33.352 0:00:33.352,0:00:35.150 0:00:36.122,0:00:38.159 0:00:38.159,0:00:39.500 0:00:39.700,0:00:41.327 0:00:42.901,0:00:45.600 0:00:45.900,0:00:47.290 0:00:48.400,0:00:50.610 0:00:52.161,0:00:56.282 0:00:57.831,0:01:00.617 0:01:00.617,0:01:02.493 0:01:02.493,0:01:05.500 0:01:06.200,0:01:07.867 0:01:07.867,0:01:09.920 0:01:10.100,0:01:12.500 0:01:13.300,0:01:16.430 0:01:16.430,0:01:18.100 0:01:18.600,0:01:20.979 0:01:21.829,0:01:23.417 0:01:23.417,0:01:27.119 0:01:27.119,0:01:29.195 0:01:29.195,0:01:30.435 0:01:30.435,0:01:32.100 0:01:32.100,0:01:35.045 0:01:35.490,0:01:37.280 0:01:37.610,0:01:41.682 0:01:42.177,0:01:43.427 0:01:43.427,0:01:45.008 0:01:45.008,0:01:47.665 0:01:47.665,0:01:49.381 0:01:49.381,0:01:51.911 0:01:51.911,0:01:53.141 0:01:53.657,0:01:57.300 0:01:58.000,0:02:01.300 0:02:01.300,0:02:03.900 0:02:03.900,0:02:06.143 0:02:06.143,0:02:08.000 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