{"id":2785,"date":"2017-06-14T16:50:09","date_gmt":"2017-06-14T20:50:09","guid":{"rendered":"http:\/\/blogs.bu.edu\/ellisrp\/?p=2785"},"modified":"2017-06-14T16:50:09","modified_gmt":"2017-06-14T20:50:09","slug":"excellent-articles-about-machine-learning-and-replication","status":"publish","type":"post","link":"https:\/\/blogs.bu.edu\/ellisrp\/2017\/06\/excellent-articles-about-machine-learning-and-replication\/","title":{"rendered":"Excellent articles about machine learning and replication"},"content":{"rendered":"<p>There is a wonderful article about Machine learning in the spring 2017 issue of the <em>Journal of Economic Perspectives<\/em>, and there is also a series of four fine articles in the AER May 2017. I decided to share as a BUHealth blog to all.<\/p>\n<p>Whether you are curious, newly interested or an expert working in the area, I recommend the JEP one to you. The AER series is for more serious work. Here are the links (They should all be free to access, since they are all at the AEA.) Also see below for links on replication.<\/p>\n<h1>Machine Learning: An Applied Econometric Approach<\/h1>\n<ul>\n<li>Sendhil Mullainathan and Jann Spiess<\/li>\n<li><a href=\"https:\/\/www.aeaweb.org\/issues\/453\">Journal of Economic Perspectives <\/a><\/li>\n<li><a href=\"https:\/\/www.aeaweb.org\/issues\/453\">vol. 31, no. 2, Spring 2017 <\/a>(pp. 87-106)<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.aeaweb.org\/atypon.php?doi=10.1257\/jep.31.2.87\">Download Full Text PDF<br \/>\n(Complimentary)<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Machine Learning in Econometrics (May, 2017)<\/strong><\/p>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171038\">Double\/Debiased\/Neyman Machine Learning of Treatment Effects<\/a><\/h3>\n<p><span>Victor<\/span> <span>Chernozhukov<\/span>, <span>Denis<\/span> <span>Chetverikov<\/span>, M<span>ert<\/span> <span>Demirer<\/span>, <span>Esther<\/span> <span>Duflo<\/span>, <span>Christian<\/span> <span>Hansen<\/span> and <span>Whitney<\/span> <span>Newey<\/span><\/p>\n<h3><span>(pp. 261-65)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171039\">Testing-Based Forward Model Selection<\/a><\/h3>\n<p><span>Damian<\/span> <span>Kozbur<\/span><\/p>\n<h3><span>(pp. 266-69)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171041\">Core Determining Class and Inequality Selection<\/a><\/h3>\n<p><span>Ye<\/span> <span>Luo<\/span> and <span>Hai<\/span> <span>Wang<\/span><\/p>\n<h3><span>(pp. 274-77)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171042\">Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges<\/a><\/h3>\n<p>S<span>usan<\/span> <span>Athey<\/span>, <span>Guido<\/span> <span>Imbens<\/span>, <span>Thai<\/span> <span>Pham<\/span> and <span>Stefan<\/span> <span>Wager<\/span><\/p>\n<h3><span>(pp. 278-81)<\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>The series in the AER on Replication in microeconomics will also be of interest. \u00a0This article title speaks for itself.<\/p>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171034\">A Preanalysis Plan to Replicate Sixty Economics Research Papers That Worked Half of the Time<\/a><\/h3>\n<p><strong>Replication in Microeconomics <\/strong><\/p>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171119\">Assessing the Rate of Replication in Economics<\/a><\/h3>\n<p><span>James<\/span> <span>Berry,<\/span> <span>Lucas C. Coffman<\/span>, <span>Douglas<\/span> <span>Hanley<\/span>, <span>Rania<\/span> <span>Gihleb<\/span> and <span>Alistair J. Wilson<\/span><\/p>\n<h3><span>(pp. 27-31)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171120\">Replications in Development Economics<\/a><\/h3>\n<p><span>Sandip<\/span> <span>Sukhtankar<\/span><\/p>\n<h3><span>(pp. 32-36)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171121\">Replication in Labor Economics: Evidence from Data, and What It Suggests<\/a><\/h3>\n<p><span>Daniel S. Hamermesh<\/span><\/p>\n<h3><span>(pp. 37-40)<\/span><\/h3>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171122\">A Proposal to Organize and Promote Replications<\/a><\/h3>\n<h3><span>Lucas C. Coffman<\/span>, <span>Muriel<\/span> <span>Niederle<\/span> and <span>Alistair J. Wilson<\/span><\/h3>\n<h3><span>(pp. 41-45)<\/span><\/h3>\n<p>Replication and Ethics in Economics: Thirty Years after Dewald, Thursby, and Anderson<\/p>\n<h3><a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/aer.p20171031\">What Is Meant by &#8220;Replication&#8221; and Why Does It Encounter Resistance in Economics?<\/a><\/h3>\n<p><span>Maren<\/span> <span>Duvendack<\/span>, <span>Richard<\/span> <span>Palmer-Jones<\/span> and <span>W. Robert Reed<\/span><\/p>\n<h3><span>(pp. 46-51)<\/span><\/h3>\n<p><strong>Replication and Economics Journal Policies<\/strong><\/p>\n<p><span>Jan H. H\u00f6ffler<\/span><\/p>\n<h3><span>(pp. 52-55)<\/span><\/h3>\n<p><strong>Replication, Meta-analysis, and Research Synthesis in Economics<\/strong><\/p>\n<p>Richard G. Anderson and Areerat Kichkha<\/p>\n<h3><span>(pp. 56-59)<\/span><\/h3>\n<p><strong>A <\/strong>Preanalysis<strong> Plan to Replicate Sixty Economics Research Papers That Worked Half of the Time<\/strong><\/p>\n<p><span>Andrew C. Chang<\/span> and <span>Phillip<\/span> <span>Li<\/span><\/p>\n<h3><span>(pp. 60-64)<\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>There is a wonderful article about Machine learning in the spring 2017 issue of the Journal of Economic Perspectives, and there is also a series of four fine articles in the AER May 2017. I decided to share as a BUHealth blog to all. Whether you are curious, newly interested or an expert working in &hellip; <a href=\"https:\/\/blogs.bu.edu\/ellisrp\/2017\/06\/excellent-articles-about-machine-learning-and-replication\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Excellent articles about machine learning and replication<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2755,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[185,7238,10931,7243],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/posts\/2785"}],"collection":[{"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/users\/2755"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/comments?post=2785"}],"version-history":[{"count":1,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/posts\/2785\/revisions"}],"predecessor-version":[{"id":2786,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/posts\/2785\/revisions\/2786"}],"wp:attachment":[{"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/media?parent=2785"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/categories?post=2785"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.bu.edu\/ellisrp\/wp-json\/wp\/v2\/tags?post=2785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}