{"id":4515,"date":"2019-07-26T10:31:56","date_gmt":"2019-07-26T07:31:56","guid":{"rendered":"https:\/\/www.berjournal.com\/?p=4515"},"modified":"2019-07-26T19:03:30","modified_gmt":"2019-07-26T16:03:30","slug":"examining-the-dynamics-of-macroeconomic-indicators-and-banking-stock-returns-with-bayesian-networks","status":"publish","type":"post","link":"https:\/\/www.berjournal.com\/tr\/examining-the-dynamics-of-macroeconomic-indicators-and-banking-stock-returns-with-bayesian-networks","title":{"rendered":"Examining the Dynamics of Macroeconomic Indicators and Banking Stock Returns with Bayesian Networks"},"content":{"rendered":"<p><\/p>\n<table style=\"font-family: Arial, serif; text-align: justify;\" width=\"534\" cellspacing=\"0\" cellpadding=\"7\">\n<tbody>\n<tr>\n<td style=\"color: #ffffff; font-weight: bold;\" valign=\"middle\" bgcolor=\"#0188a6\" width=\"534\" height=\"40\">Makale Bilgileri<\/td>\n<\/tr>\n<tr>\n<td valign=\"TOP\" bgcolor=\"#ffffff\" width=\"534\" height=\"169\">\n<table border=\"0\" width=\"100%\" cellspacing=\"5\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"120\">Dergi:<\/td>\n<td>Business and Economics Research Journal<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Makalenin Ba\u015fl\u0131\u011f\u0131:<\/td>\n<td>Examining the Dynamics of Macroeconomic Indicators and Banking Stock Returns with Bayesian Networks<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Yazar(lar):<\/td>\n<td>Fatma Busem Hatipo\u011flu, Umut Uyar<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Cilt:<\/td>\n<td>10<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Say\u0131:<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Y\u0131l:<\/td>\n<td>2019<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">Sayfa:<\/td>\n<td>807-822<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">ISSN:<\/td>\n<td>2619-9491<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"0\">DOI Numaras\u0131:<\/td>\n<td>10.20409\/berj.2019.202<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #ffffff; font-weight: bold;\" valign=\"middle\" bgcolor=\"#0188a6\" width=\"534\" height=\"40\">\u00d6z<\/td>\n<\/tr>\n<tr>\n<td valign=\"TOP\" bgcolor=\"#ffffff\" width=\"534\">According to the modern portfolio theory, the direction of the relationship between the securities in the portfolio is stated to be effective in reducing the risk. Moreover, securities in high correlation are avoided by taking place in the same portfolio. The models structured by the Bayesian networks are capable of visually illustrate the probabilistic relationship. Also, portfolio returns could be refreshed simultaneously when new information has arrived. The study aims to provide dynamic information through Bayesian networks and to investigate the relationship between macroeconomic indicators and stock returns of Turkish major bank stocks based on the Arbitrage Pricing Model. The dataset includes stock returns of four banks listed in the Borsa Istanbul from June 2001 to January 2017. Besides, macroeconomic variables such as BIST-100 Index, oil prices, inflation, exchange, and interest rate &amp; money supply are gathered for the same period. The results suggest that the Bayesian network models allow dynamics among stock returns could be investigated in more detail. Additionally, it determines that macroeconomic variables would have various impacts on stock returns on bank stocks by comparison of the conventional methods.<\/td>\n<\/tr>\n<tr>\n<td valign=\"TOP\" bgcolor=\"#ffffff\" width=\"534\" height=\"22\">\n<hr style=\"height: 5px; background-color: #0188a6; margin-top: 5px; margin-bottom: 5px;\" \/>\n<table border=\"0\" width=\"100%\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" align=\"left\" valign=\"top\" width=\"120\">Anahtar Kelimeler:<\/td>\n<td>Arbitrage Pricing Model, Bayesian Networks, Machine Learning, Portfolio Selection Theory, Banking Stocks<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"TOP\" bgcolor=\"#ffffff\" width=\"534\">\n<hr style=\"height: 5px; background-color: #0188a6; margin-top: 5px; margin-bottom: 5px;\" \/>\n<table border=\"0\" width=\"100%\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td style=\"color: #0188a6; font-weight: bold;\" width=\"120\">JEL S\u0131n\u0131fland\u0131rmas\u0131:<\/td>\n<td>C11, G11, G12<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr style=\"height: 5px; background-color: #0188a6; margin-top: 5px; margin-bottom: 5px;\" \/>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><table style=\"border: 0px solid #CCC;\" cellpadding=\"3\" width=\"100%\">\r\n  <tr>\r\n    <td width=\"35\">\r\n      <img decoding=\"async\" src=\"https:\/\/www.berjournal.com\/tr\/wp-content\/uploads\/icons\/pdf.gif\" alt=\"https:\/\/www.berjournal.com\/tr\/wp-content\/uploads\/icons\/pdf.gif\" width=20 height=18>\r\n    <\/td>\r\n    <td>\r\n      <b> \r\n<a href=\"https:\/\/www.berjournal.com\/tr\/?file_id=601\">Tam Metin\r\n<\/b> ( <span style=\"font-weight:bolder;\">\u2193<\/span> 3073)<\/a>    <\/td>\r\n  <\/tr>\r\n<\/table>Tam Metin\r\n<\/b> ( <span style=\"font-weight:bolder;\">\u2193<\/span> 3073)<\/a>    <\/td>\r\n  <\/tr>\r\n<\/table><\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_4515\" class=\"pvc_stats all  \" data-element-id=\"4515\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.berjournal.com\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Makale Bilgileri Dergi: Business and Economics Research Journal Makalenin Ba\u015fl\u0131\u011f\u0131: Examining the Dynamics of Macroeconomic Indicators and Banking Stock Returns with Bayesian Networks Yazar(lar): Fatma Busem Hatipo\u011flu, Umut Uyar Cilt: 10 Say\u0131: 4 Y\u0131l: 2019 Sayfa: 807-822 ISSN: 2619-9491 DOI Numaras\u0131: 10.20409\/berj.2019.202 \u00d6z According to the modern portfolio theory, the direction of the relationship between [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_4515\" class=\"pvc_stats all  \" data-element-id=\"4515\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":4638,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1,7],"tags":[],"class_list":["post-4515","post","type-post","status-publish","format-standard","hentry","category-makale","category-manuscript","category-manuscript2"],"a3_pvc":{"activated":true,"total_views":113,"today_views":0},"_links":{"self":[{"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/posts\/4515","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/users\/4638"}],"replies":[{"embeddable":true,"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/comments?post=4515"}],"version-history":[{"count":0,"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/posts\/4515\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/media?parent=4515"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/categories?post=4515"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.berjournal.com\/tr\/wp-json\/wp\/v2\/tags?post=4515"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}