{"id":2350,"date":"2026-07-31T17:16:26","date_gmt":"2026-07-31T14:16:26","guid":{"rendered":"https:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/?p=2350"},"modified":"2026-07-31T17:16:26","modified_gmt":"2026-07-31T14:16:26","slug":"ekonometride-yeni-donem-makine-ogrenmesi","status":"publish","type":"post","link":"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/2026\/07\/31\/ekonometride-yeni-donem-makine-ogrenmesi\/","title":{"rendered":"Ekonometride Yeni D\u00f6nem: Makine \u00d6\u011frenmesi"},"content":{"rendered":"

\u0130stanbul Ticaret \u00dcniversitesi, University of Alabama \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019yi \u201cMachine Learning Econometrics\u201d ba\u015fl\u0131kl\u0131 seminerde a\u011f\u0131rlad\u0131. Seminerde makine \u00f6\u011frenmesinin tahmin g\u00fcc\u00fcne, karma\u015f\u0131k ekonomik ili\u015fkilerin analizine ve model yanl\u0131l\u0131\u011f\u0131n\u0131n azalt\u0131lmas\u0131na sa\u011flad\u0131\u011f\u0131 katk\u0131lar ele al\u0131nd\u0131.<\/strong><\/p>\n

\u0130stanbul Ticaret \u00dcniversitesi Uluslararas\u0131 Ticaret (\u0130ngilizce) B\u00f6l\u00fcm\u00fc Seminerlerinin be\u015fincisi, Alabama \u00dcniversitesi \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019nin kat\u0131l\u0131m\u0131yla ger\u00e7ekle\u015ftirildi. \u201cMachine Learning Econometrics\u201d ba\u015fl\u0131kl\u0131 seminerde, makine \u00f6\u011frenmesi y\u00f6ntemlerinin ekonometrik analizlerde kullan\u0131m\u0131, sa\u011flad\u0131\u011f\u0131 avantajlar ve g\u00fcncel uygulama alanlar\u0131 ele al\u0131nd\u0131. Seminere \u00f6\u011fretim \u00fcyeleri, ara\u015ft\u0131rma g\u00f6revlileri, idari personeller ve lisans\u00fcst\u00fc \u00f6\u011frencileri yo\u011fun ilgi g\u00f6sterdi.<\/p>\n

Prof. Dr. Junsoo Lee, University of Alabama Ekonomi B\u00f6l\u00fcm\u00fc \u00d6\u011fretim \u00dcyesi ve d\u00fcnyada ekonometri alan\u0131nda en \u00e7ok at\u0131f alan bilim insanlar\u0131ndan biridir. \u00d6zellikle zaman serileri analizi, panel veri modelleri, yap\u0131sal k\u0131r\u0131lmalar ve birim k\u00f6k testleri \u00fczerine geli\u015ftirdi\u011fi metodolojilerle ekonometrik modellemelerin gelece\u011fine y\u00f6n veren Prof. Lee, Stanford \u00dcniversitesi taraf\u0131ndan haz\u0131rlanan \u201cD\u00fcnyan\u0131n En Etkili %2 Bilim \u0130nsan\u0131\u201d listesinde yer almaktad\u0131r.<\/p>\n

\"\"<\/p>\n

K\u00d6KSAL: AKADEM\u0130K \u00c7ALI\u015eMALARA YEN\u0130 BAKI\u015e A\u00c7ILARI SUNACAK<\/strong><\/p>\n

S\u00e2d\u00e2b\u00e2d Kamp\u00fcs\u00fc S\u00fctl\u00fcce\u2019de d\u00fczenlenen program\u0131n a\u00e7\u0131l\u0131\u015f konu\u015fmas\u0131n\u0131 Uluslararas\u0131 Ticaret (\u0130ngilizce) B\u00f6l\u00fcm Ba\u015fkan\u0131 Do\u00e7. Dr. Cihat K\u00f6ksal yapt\u0131. Do\u00e7. Dr. K\u00f6ksal, ekonomik ve finansal verilerin giderek daha karma\u015f\u0131k h\u00e2le geldi\u011fini belirterek geleneksel ekonometrik modeller ile makine \u00f6\u011frenmesi y\u00f6ntemlerinin birlikte kullan\u0131lmas\u0131n\u0131n \u00f6nemine dikkat \u00e7ekti.<\/p>\n

Prof. Dr. Junsoo Lee\u2019nin zaman serileri, birim k\u00f6k testleri ve panel veri analizleri alan\u0131nda \u00f6nemli \u00e7al\u0131\u015fmalara imza att\u0131\u011f\u0131n\u0131 ifade eden Do\u00e7. Dr. K\u00f6ksal, seminerin akademisyenler ve \u00f6\u011frenciler i\u00e7in yeni bak\u0131\u015f a\u00e7\u0131lar\u0131 sunaca\u011f\u0131na inand\u0131\u011f\u0131n\u0131 s\u00f6yledi.<\/p>\n

\"\"<\/p>\n

MAK\u0130NE \u00d6\u011eRENMES\u0130N\u0130N \u00dc\u00c7 TEMEL KATKISI<\/strong><\/p>\n

Prof. Dr. Junsoo Lee, konu\u015fmas\u0131nda makine \u00f6\u011frenmesi y\u00f6ntemlerinin ekonometrik \u00e7al\u0131\u015fmalara \u00fc\u00e7 temel alanda katk\u0131 sundu\u011funu belirtti. Bu katk\u0131lar\u0131 g\u00fc\u00e7l\u00fc tahmin kapasitesi, geleneksel y\u00f6ntemlerle elde edilmesi zor olan ayr\u0131nt\u0131l\u0131 bilgilerin ortaya \u00e7\u0131kar\u0131lmas\u0131 ve model tahminlerinde olu\u015fabilecek yanl\u0131l\u0131\u011f\u0131n azalt\u0131lmas\u0131 olarak s\u0131ralad\u0131.<\/p>\n

Makine \u00f6\u011frenmesi modellerinin \u00e7ok say\u0131da de\u011fi\u015fkeni ve farkl\u0131 fonksiyonel ili\u015fkileri ayn\u0131 anda de\u011ferlendirebildi\u011fini ifade eden Prof. Dr. Lee, bu y\u00f6ntemlerin \u00f6zellikle b\u00fcy\u00fck ve karma\u015f\u0131k veri k\u00fcmelerinde daha esnek analiz imk\u00e2n\u0131 sundu\u011funu kaydetti. Prof. Dr. Lee, random forest, XGBoost ve yapay sinir a\u011flar\u0131 gibi y\u00f6ntemlerin ekonomik ve finansal ara\u015ft\u0131rmalarda giderek daha fazla kullan\u0131ld\u0131\u011f\u0131n\u0131 belirtti.<\/p>\n

\"\"<\/p>\n

TAHM\u0130N G\u00dcC\u00dc VE DE\u011e\u0130\u015eKENLER\u0130N \u00d6NEM\u0130<\/strong><\/p>\n

Makine \u00f6\u011frenmesinin yaln\u0131zca tahmin ba\u015far\u0131s\u0131n\u0131 art\u0131rmad\u0131\u011f\u0131n\u0131 vurgulayan Prof. Dr. Lee, ara\u015ft\u0131rmalarda hangi de\u011fi\u015fkenlerin daha belirleyici oldu\u011funun anla\u015f\u0131lmas\u0131na da katk\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 s\u00f6yledi. Geleneksel regresyon modellerinde de\u011fi\u015fkenlerin etkisinin \u00e7o\u011funlukla tek bir katsay\u0131 \u00fczerinden de\u011ferlendirildi\u011fini belirten Prof. Dr. Lee, makine \u00f6\u011frenmesi y\u00f6ntemlerinin ise do\u011frusal olmayan ve de\u011fi\u015fkenler aras\u0131ndaki karma\u015f\u0131k ili\u015fkileri de ortaya koyabildi\u011fini aktard\u0131.<\/p>\n

Prof. Dr. Lee, y\u00fcr\u00fctt\u00fckleri do\u011furganl\u0131k oranlar\u0131 ara\u015ft\u0131rmas\u0131ndan \u00f6rnekler vererek kad\u0131nlar\u0131n e\u011fitim d\u00fczeyi, i\u015f g\u00fcc\u00fcne kat\u0131l\u0131m\u0131, kentle\u015fme ve n\u00fcfus yo\u011funlu\u011fu gibi de\u011fi\u015fkenlerin \u00fclkeler aras\u0131nda farkl\u0131 etkiler g\u00f6sterebildi\u011fini anlatt\u0131. Prof. Dr. Lee, \u00e7al\u0131\u015fmalar\u0131nda \u00f6zellikle kentle\u015fme ve n\u00fcfus yo\u011funlu\u011funun do\u011furganl\u0131k oranlar\u0131n\u0131 a\u00e7\u0131klamada \u00f6nemli de\u011fi\u015fkenler olarak \u00f6ne \u00e7\u0131kt\u0131\u011f\u0131n\u0131 ifade etti.<\/p>\n

\"\"<\/p>\n

YANLILI\u011eIN AZALTILMASINDA YEN\u0130 Y\u00d6NTEMLER<\/strong><\/p>\n

Seminerde makine \u00f6\u011frenmesinin tahmin g\u00fcc\u00fcne, karma\u015f\u0131k ekonomik ili\u015fkilerin analizine ve model tahminlerindeki yanl\u0131l\u0131\u011f\u0131n azalt\u0131lmas\u0131na sa\u011flad\u0131\u011f\u0131 katk\u0131lar ele al\u0131nd\u0131. Prof. Dr. Prof. Dr. Lee, Neyman ortogonalli\u011fi ile \u00e7ift ve yanl\u0131l\u0131ktan ar\u0131nd\u0131r\u0131lm\u0131\u015f makine \u00f6\u011frenmesi yakla\u015f\u0131m\u0131n\u0131n tahmin s\u00fcrecinde ortaya \u00e7\u0131kabilecek hatalar\u0131n etkisini azaltmada \u00f6nemli rol oynad\u0131\u011f\u0131n\u0131 belirtti.<\/p>\n

Modern makine \u00f6\u011frenmesi ara\u00e7lar\u0131n\u0131n ekonometrik y\u00f6ntemlerle birlikte kullan\u0131lmas\u0131n\u0131n daha g\u00fcvenilir sonu\u00e7lara ula\u015f\u0131lmas\u0131n\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 kaydeden Prof. Dr. Lee, ara\u015ft\u0131rmac\u0131lar\u0131n bu modelleri yaln\u0131zca birer tahmin arac\u0131 olarak de\u011fil, ekonomik ili\u015fkileri daha ayr\u0131nt\u0131l\u0131 anlamaya yard\u0131mc\u0131 olan y\u00f6ntemler olarak de\u011ferlendirmesi gerekti\u011fini s\u00f6yledi. Program, kat\u0131l\u0131mc\u0131lar\u0131n sorular\u0131n\u0131n cevapland\u0131r\u0131ld\u0131\u011f\u0131 de\u011ferlendirme b\u00f6l\u00fcm\u00fcn\u00fcn ard\u0131ndan hat\u0131ra foto\u011fraf\u0131n\u0131n \u00e7ekilmesiyle sona erdi.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u0130stanbul Ticaret \u00dcniversitesi, University of Alabama \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019yi \u201cMachine Learning Econometrics\u201d ba\u015fl\u0131kl\u0131 seminerde a\u011f\u0131rlad\u0131. Seminerde makine \u00f6\u011frenmesinin tahmin g\u00fcc\u00fcne, karma\u015f\u0131k ekonomik ili\u015fkilerin analizine ve model yanl\u0131l\u0131\u011f\u0131n\u0131n azalt\u0131lmas\u0131na sa\u011flad\u0131\u011f\u0131 katk\u0131lar ele al\u0131nd\u0131. \u0130stanbul Ticaret \u00dcniversitesi Uluslararas\u0131 Ticaret (\u0130ngilizce) B\u00f6l\u00fcm\u00fc Seminerlerinin be\u015fincisi, Alabama \u00dcniversitesi \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019nin kat\u0131l\u0131m\u0131yla ger\u00e7ekle\u015ftirildi. \u201cMachine […]<\/p>\n","protected":false},"author":263,"featured_media":2351,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"yoast_head":"\nEkonometride Yeni D\u00f6nem: Makine \u00d6\u011frenmesi - Haberler - Uluslararas\u0131 Ticaret<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/2026\/07\/31\/ekonometride-yeni-donem-makine-ogrenmesi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ekonometride Yeni D\u00f6nem: Makine \u00d6\u011frenmesi\" \/>\n<meta property=\"og:description\" content=\"\u0130stanbul Ticaret \u00dcniversitesi, University of Alabama \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019yi \u201cMachine Learning Econometrics\u201d ba\u015fl\u0131kl\u0131 seminerde a\u011f\u0131rlad\u0131. 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Seminerde makine \u00f6\u011frenmesinin tahmin g\u00fcc\u00fcne, karma\u015f\u0131k ekonomik ili\u015fkilerin analizine ve model yanl\u0131l\u0131\u011f\u0131n\u0131n azalt\u0131lmas\u0131na sa\u011flad\u0131\u011f\u0131 katk\u0131lar ele al\u0131nd\u0131. \u0130stanbul Ticaret \u00dcniversitesi Uluslararas\u0131 Ticaret (\u0130ngilizce) B\u00f6l\u00fcm\u00fc Seminerlerinin be\u015fincisi, Alabama \u00dcniversitesi \u00f6\u011fretim \u00fcyesi Prof. Dr. Junsoo Lee\u2019nin kat\u0131l\u0131m\u0131yla ger\u00e7ekle\u015ftirildi. \u201cMachine […]","og_url":"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/2026\/07\/31\/ekonometride-yeni-donem-makine-ogrenmesi\/","og_site_name":"Uluslararas\u0131 Ticaret","article_publisher":"https:\/\/www.facebook.com\/ticaretedutr","article_published_time":"2026-07-31T14:16:26+00:00","og_image":[{"width":1536,"height":1024,"url":"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/wp-content\/uploads\/sites\/18\/2026\/07\/WhatsApp-Image-2026-07-30-at-17.36.34-2-1536x1024-1.png","type":"image\/png"}],"author":"ugokun","twitter_card":"summary_large_image","twitter_creator":"@ticaretedutr","twitter_site":"@ticaretedutr","twitter_misc":{"Yazan:":"ugokun","Tahmini okuma s\u00fcresi":"5 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/2026\/07\/31\/ekonometride-yeni-donem-makine-ogrenmesi\/","url":"http:\/\/ticaret.edu.tr\/uluslararasi-ticaret\/2026\/07\/31\/ekonometride-yeni-donem-makine-ogrenmesi\/","name":"Ekonometride Yeni D\u00f6nem: Makine \u00d6\u011frenmesi - 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