{"id":15514,"date":"2011-09-15T09:40:03","date_gmt":"2011-09-15T07:40:03","guid":{"rendered":"https:\/\/mamchenkov.net\/wordpress\/?p=15514"},"modified":"2011-09-15T09:40:03","modified_gmt":"2011-09-15T07:40:03","slug":"statistics-in-a-time-of-war","status":"publish","type":"post","link":"https:\/\/mamchenkov.net\/wordpress\/2011\/09\/15\/statistics-in-a-time-of-war\/","title":{"rendered":"Statistics in a time of war"},"content":{"rendered":"<!-- google_ad_section_start -->\n<p><a href=\"http:\/\/www.johndcook.com\/blog\/2008\/01\/21\/selection-bias-and-bombers\/\">John D. Cook<\/a> shares this interesting piece of history:<\/p>\n<blockquote><p>During WWII, statistician Abraham Wald was asked to help the British decide where to add armor to their bombers.\u00a0After analyzing the records, he recommended adding more armor to the places where there was no damage!<\/p>\n<p>This seems backward at first, but Wald realized his data came from bombers that survived. That is, the British were only able to analyze\u00a0the bombers that returned to England; those that were shot down over enemy territory were not part of their sample. These bombers\u2019 wounds showed where they could afford to be hit. Said another way, the undamaged areas on the survivors showed where the lost planes must have been hit because the planes hit in those areas did not return from their missions.<\/p>\n<p>Wald assumed that the bullets were fired randomly, that no one could accurately aim for a particular part of the bomber. Instead they aimed in the general direction of the plane and sometimes got lucky.<\/p><\/blockquote>\n<p>It stories like this one, of a practical application, that make me regret of being a bad student. \u00a0I think that more of these should be a part of a curriculum.<\/p>\n<!-- google_ad_section_end -->\n","protected":false},"excerpt":{"rendered":"<!-- google_ad_section_start -->\n<p>John D. Cook shares this interesting piece of history: During WWII, statistician Abraham Wald was asked to help the British decide where to add armor to their bombers.\u00a0After analyzing the records, he recommended adding more armor to the places where there was no damage! This seems backward at first, but Wald realized his data came &hellip; <a href=\"https:\/\/mamchenkov.net\/wordpress\/2011\/09\/15\/statistics-in-a-time-of-war\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Statistics in a time of war<\/span><\/a><\/p>\n<!-- google_ad_section_end -->\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_links_to":"","_links_to_target":""},"categories":[1],"tags":[2905,286,1101,1041,2407],"keyring_services":[],"class_list":["post-15514","post","type-post","status-publish","format-standard","hentry","category-general","tag-abraham-wald","tag-history","tag-math","tag-statistics","tag-world-war-ii"],"aioseo_notices":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack-related-posts":[{"id":7880,"url":"https:\/\/mamchenkov.net\/wordpress\/2004\/09\/08\/everything-you-ever-wanted-to-know-about-mail-armor-mail\/","url_meta":{"origin":15514,"position":0},"title":"Everything you ever wanted to know about mail. Armor mail.","author":"Leonid Mamchenkov","date":"September 8, 2004","format":false,"excerpt":"Here is an excellent site about the craft of mail making. There is some history of mail, links to interesting websites, FAQs and much more. Check out their patterns' area, which shows how Europians, Japanese, Persians, and others were different in making mail.","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":10899,"url":"https:\/\/mamchenkov.net\/wordpress\/2007\/11\/11\/another-quake-3-impression\/","url_meta":{"origin":15514,"position":1},"title":"Another Quake 3 impression","author":"Leonid Mamchenkov","date":"November 11, 2007","format":false,"excerpt":"As I mentioned earlier, I'm back to Quake 3 battle fields.\u00c2\u00a0 I am still trying to remember things, and adjust my brain to how it all works.\u00c2\u00a0 While major things are still there, and still important, there have been quite a few small changes. Quake 3 is very much about\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":36749,"url":"https:\/\/mamchenkov.net\/wordpress\/2019\/03\/02\/dgraph-fast-transactional-distributed-graph-database\/","url_meta":{"origin":15514,"position":2},"title":"Dgraph &#8211;  fast, transactional, distributed graph database","author":"Leonid Mamchenkov","date":"March 2, 2019","format":false,"excerpt":"Dgraph is a fast, transactional distributed graph database, written in Go. It's Open Source too. If you need a quick introduction to graph databases or if you are wondering whether you need to use one, here's a good video to get you started. https:\/\/www.youtube.com\/watch?v=cHXbYLNa0qQ For even more insight, read \"Why\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2019\/03\/dgraph.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":7445,"url":"https:\/\/mamchenkov.net\/wordpress\/2004\/04\/20\/british-royal-navy\/","url_meta":{"origin":15514,"position":3},"title":"British Royal Navy","author":"Leonid Mamchenkov","date":"April 20, 2004","format":false,"excerpt":"Lev has sent me the link to Royal Navy website. Apart form usual information about the Royal Navy, there is a somewhat huge collection of images. It's been a while since I've enjoyed watching so many pictures in one go. Most of them are impressive photographic masterpieces, delivering the atmosphere\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":18812,"url":"https:\/\/mamchenkov.net\/wordpress\/2013\/11\/19\/realistically-colorized-historical-photographs\/","url_meta":{"origin":15514,"position":4},"title":"Realistically colorized historical photographs","author":"Leonid Mamchenkov","date":"November 19, 2013","format":false,"excerpt":"Weekly digest email from StumbleUpon frequently has some good stuff. \u00a0In this week's edition, there was a link to 36 realistically colorized historical photos, which does have quite a few images worth your time. \u00a0My best three picks would be these: \u00a0 Abraham Lincoln's portrait from 1865 - colorized version\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"Abraham Lincoln","src":"https:\/\/i0.wp.com\/mamchenkov.net\/wordpress\/wp-content\/uploads\/2013\/11\/Abraham-Lincoln-500x292.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":9149,"url":"https:\/\/mamchenkov.net\/wordpress\/2005\/06\/24\/statistics-refreshed\/","url_meta":{"origin":15514,"position":5},"title":"Statistics refreshed","author":"Leonid Mamchenkov","date":"June 24, 2005","format":false,"excerpt":"I've installed a couple of statistical plugins. SearchHistory. It lets me see the history of searches that were done on this site. The results are available only to me via the Administrator interface, but I thought I'd let you know. Counterize. This is yet another counter of visitors. Again, mostly\u2026","rel":"","context":"In &quot;All&quot;","block_context":{"text":"All","link":"https:\/\/mamchenkov.net\/wordpress\/category\/general\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_sharing_enabled":true,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts\/15514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/comments?post=15514"}],"version-history":[{"count":0,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/posts\/15514\/revisions"}],"wp:attachment":[{"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/media?parent=15514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/categories?post=15514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/tags?post=15514"},{"taxonomy":"keyring_services","embeddable":true,"href":"https:\/\/mamchenkov.net\/wordpress\/wp-json\/wp\/v2\/keyring_services?post=15514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}