{"id":7249,"date":"2021-12-09T10:42:48","date_gmt":"2021-12-09T01:42:48","guid":{"rendered":"https:\/\/automaton-media.com\/en\/?p=7249"},"modified":"2021-12-09T13:25:16","modified_gmt":"2021-12-09T04:25:16","slug":"20211209-7249","status":"publish","type":"post","link":"https:\/\/automaton-media.com\/en\/news\/20211209-7249\/","title":{"rendered":"An unofficial Super Smash Bros. Ultimate database uses machine learning to make tier lists"},"content":{"rendered":"\n<p><em>Written by. Nick Mosier based on the&nbsp;<a href=\"https:\/\/automaton-media.com\/articles\/newsjp\/20211208-185042\/\" target=\"_blank\" rel=\"noreferrer noopener\">original Japanese article<\/a>&nbsp;(publication date: 2021-12-08 20:23 JST)<\/em><\/p>\n\n\n\n<p><br>Lately, an unofficial <em><strong>Super Smash Bros. Ultimate<\/strong><\/em> fan-made website called <a href=\"https:\/\/ssbu-shiratsuki-theory.net\/\" target=\"_blank\" rel=\"noreferrer noopener\">Shiratsuki-theory<\/a> (Japanese) has been getting the attention of <em>Smash <\/em>fans. While the site initially launched in May of this year, awareness of it spread after Twitter user Xendam <a href=\"https:\/\/twitter.com\/Xendam_\/status\/1467666855724974081\" target=\"_blank\" rel=\"noreferrer noopener\">introduced<\/a> it to their followers.<\/p>\n\n\n\n<p>Shiratsuki-theory\u2019s menu is divided into Character Description, Tier\/Popularity\/Usage by Character, Ranking, and Popularity Ranking. The Character Description section gives fundamental information about each character, including frame data, matchups, finishing move data, and alternate picks that complement the character.<\/p>\n\n\n\n<p>The character popularity and ranking pages show tier lists from offline and online tournaments using not only recent data, but data from past results as well.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"750\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" src=\"http:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001.jpg\" alt=\"\" class=\"wp-image-7252\" srcset=\"https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001.jpg 1200w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-600x375.jpg 600w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-380x238.jpg 380w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-768x480.jpg 768w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-150x94.jpg 150w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-300x188.jpg 300w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-696x435.jpg 696w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-1068x668.jpg 1068w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-001-672x420.jpg 672w\" \/><figcaption>Image Credit: Shiratsuki-theory \/ Nintendo<\/figcaption><\/figure>\n\n\n\n<p><br>Shiratsuki-theory is constructed using data from a number of sources and aggregated using machine learning. For example, the matchups tier lists are based on data from the community website Smash Mate. Character popularity and character rankings are based on data from online and offline tournaments. Tier lists typically have a lot of subjectivity involved, but the site strips that away and just goes by the numbers.<\/p>\n\n\n\n<p>For the site\u2019s creator Shiratsuki, <em>Smash Ultimate<\/em> is their first <em>Super Smash Bros.<\/em> game. But the series has a long history, and there\u2019s a big knowledge gap for newcomers that want to play competitively. Shiratsuki says they created the site so players could get the minimum required information they need about the game.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1042\" height=\"625\" sizes=\"auto, (max-width: 1042px) 100vw, 1042px\" src=\"http:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002.jpg\" alt=\"\" class=\"wp-image-7251\" srcset=\"https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002.jpg 1042w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-600x360.jpg 600w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-380x228.jpg 380w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-768x461.jpg 768w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-150x90.jpg 150w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-300x180.jpg 300w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-696x417.jpg 696w, https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-002-700x420.jpg 700w\" \/><figcaption>Image Credit: Shiratsuki-theory \/ Nintendo<\/figcaption><\/figure>\n\n\n\n<p><br>But Shiratsuki stresses that data isn\u2019t always accurate. There\u2019s the possibility of the source data being incorrect, and the results may vary depending on how you draw conclusions from data. It\u2019s ultimately all unofficial after all.<\/p>\n\n\n\n<p>If you go in understanding that, Shiratsuki-theory is a very interesting site for <em>Super Smash Bros. Ultimate<\/em> players. It\u2019s another example of how deep the game is and how active the community that digs deep into it is.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Unofficial Super Smash Bros. Ultimate database Shiratsuki-theory uses machine learning to make tier lists. Shiratsuki-theory is constructed using data from a number of sources and aggregated using machine learning. <\/p>\n","protected":false},"author":3,"featured_media":7256,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[3],"tags":[17],"class_list":["post-7249","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-japan-related-news"],"blocksy_meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>An unofficial Super Smash Bros. Ultimate database uses machine learning to make tier lists - AUTOMATON WEST<\/title>\n<meta name=\"description\" content=\"Unofficial Super Smash Bros. Ultimate database Shiratsuki-theory uses machine learning to make tier lists. 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Shiratsuki-theory is constructed using data from a number of sources and aggregated using machine learning.","og_url":"https:\/\/automaton-media.com\/en\/news\/20211209-7249\/","og_site_name":"AUTOMATON WEST","article_published_time":"2021-12-09T01:42:48+00:00","article_modified_time":"2021-12-09T04:25:16+00:00","og_image":[{"width":1411,"height":786,"url":"https:\/\/automaton-media.com\/en\/wp-content\/uploads\/2021\/12\/20211208-185042-header2-1.jpg","type":"image\/jpeg"}],"author":"Ayuo Kawase","twitter_card":"summary_large_image","twitter_creator":"@AUTOMATON_ENG","twitter_site":"@AUTOMATON_ENG","twitter_misc":{"Written by":"Ayuo Kawase","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/automaton-media.com\/en\/news\/20211209-7249\/#article","isPartOf":{"@id":"https:\/\/automaton-media.com\/en\/news\/20211209-7249\/"},"author":{"name":"Ayuo Kawase","@id":"https:\/\/automaton-media.com\/en\/#\/schema\/person\/c4956fe8b9817b63cdaf4708ad59bc8e"},"headline":"An unofficial Super Smash Bros. 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