{"id":17,"date":"2017-07-17T18:55:47","date_gmt":"2017-07-17T18:55:47","guid":{"rendered":"http:\/\/dougturnbull.org\/?page_id=17"},"modified":"2025-09-19T10:21:56","modified_gmt":"2025-09-19T10:21:56","slug":"jimilab","status":"publish","type":"page","link":"https:\/\/dougturnbull.org\/index.php\/jimilab\/","title":{"rendered":"JimiLab"},"content":{"rendered":"<div id=\"id4\" class=\"style_SkipStroke_2 shape-with-text\">\n<div class=\"text-content Normal_External_281_34\">\n<div class=\"Normal\">\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-42 alignright\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead.jpg\" alt=\"\" width=\"99\" height=\"99\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead.jpg 512w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-150x150.jpg 150w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-300x300.jpg 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-270x270.jpg 270w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-192x192.jpg 192w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-180x180.jpg 180w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/cropped-jimihead-32x32.jpg 32w\" sizes=\"auto, (max-width: 99px) 100vw, 99px\" \/>JimiLab<\/strong> is a (mostly undergraduate) research space for <em>Just Inspired Music Innovation<\/em>\u00a0at Ithaca College. Our work focuses on building novel applications to help people discover, enjoy and benefit from music.<\/p>\n<\/div>\n<h2>Current Projects:<\/h2>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/localify.org\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-625\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2022\/05\/Screen-Shot-2022-05-25-at-10.31.57-PM.png\" alt=\"Localify Square Logo\" width=\"54\" height=\"59\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/Screen-Shot-2022-05-25-at-10.31.57-PM.png 1058w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/Screen-Shot-2022-05-25-at-10.31.57-PM-271x300.png 271w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/Screen-Shot-2022-05-25-at-10.31.57-PM-926x1024.png 926w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/Screen-Shot-2022-05-25-at-10.31.57-PM-768x849.png 768w\" sizes=\"auto, (max-width: 54px) 100vw, 54px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/localify.org\"><strong>Localify.org<\/strong><\/a>: a music discovery app that looks at how we can use Spotify to promote music and events from local artists. Supported by the National Science Foundation.\u00a0<\/p>\n<\/div>\n<\/div>\n<div id=\"id4\" class=\"style_SkipStroke_2 shape-with-text\">\n<p><strong><a href=\"https:\/\/audible-rva.org\/localify-kibana-dashboard\/\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/audible-rva.org\/localify-kibana-dashboard\/&amp;source=gmail&amp;ust=1642176428350000&amp;usg=AOvVaw2TK65H7ZrR1diJJb3L1fc9\">The Music Deserts Project<\/a><\/strong>: using data science and map-based visualization to identify cities with underdeveloped music scenes.\u00a0 Supported by the National Endowment for the Humanities.<\/p>\n<\/div>\n<p><a href=\"https:\/\/porchfest.live\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-622\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2022\/05\/porchfestlivelogo.png\" alt=\"Porchfest Live Logo\" width=\"58\" height=\"58\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/porchfestlivelogo.png 500w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/porchfestlivelogo-300x300.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/05\/porchfestlivelogo-150x150.png 150w\" sizes=\"auto, (max-width: 58px) 100vw, 58px\" \/><\/a><a href=\"https:\/\/porchfest.live\/\"><strong>Porchfest.live<\/strong><\/a>: Porchfest is a simple idea: provide a time and a place where local musicians can play music on porches around the neighborhood. Listeners can wander the streets and discover talented local musicians. We are building an app to help support this kind of serendipitous music discovery.\u00a0<\/p>\n<p><strong><a href=\"https:\/\/www.nsf.gov\/awardsearch\/showAward?AWD_ID=1901330\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/www.nsf.gov\/awardsearch\/showAward?AWD_ID%3D1901330&amp;source=gmail&amp;ust=1642176428350000&amp;usg=AOvVaw3U3d4pgAvugEFiCg9Y7tbx\">Counterfactual Machine Learning<\/a><\/strong>: collecting logged bandit feedback data to help develop more effective predictive algorithms. Supported by the National Science Foundation.\u00a0<\/p>\n<div id=\"id4\" class=\"style_SkipStroke_2 shape-with-text\">\n<h2>Past Project:<\/h2>\n<\/div>\n<p><strong>Synthesizer Reverse Engineering<\/strong>: We hear so many different synthesized instruments in music today. If we want to play these songs, we need to figure out what audio filters are used and how to set the parameters for them. With Joe Cleveland and Arshiya Gupta.<\/p>\n<p><strong>Local (Long-Tail) Music Recommendation<\/strong>: Recommender systems typically recommend popular music due to both commercial and technical biases. How can we reverse these biases and recommend music by talented, less well-known, local artists?<\/p>\n<div id=\"id4\" class=\"style_SkipStroke_2 shape-with-text\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-268 alignleft\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2018\/05\/Screen-Shot-2018-05-11-at-1.19.26-PM-300x174.png\" alt=\"\" width=\"99\" height=\"57\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2018\/05\/Screen-Shot-2018-05-11-at-1.19.26-PM-300x174.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2018\/05\/Screen-Shot-2018-05-11-at-1.19.26-PM.png 446w\" sizes=\"auto, (max-width: 99px) 100vw, 99px\" \/><\/p>\n<p><strong style=\"font-size: 1.0625rem;\"><a href=\"https:\/\/itunes.apple.com\/us\/app\/slions-karaoke\/id1328375727?mt=8\">SLIONS Karaoke<\/a>:<\/strong><span style=\"font-size: 1.0625rem;\"> A mobile karaoke app that explores how singing in a foreign language can be both enjoyable and beneficial in term of foreign language learning outcomes (vocabulary, pronunciation, understanding.) With Ye Wang, Dania Murad and Riwu Wang.<\/span><\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-76 alignleft\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/MegsRadioLog.png\" alt=\"\" width=\"62\" height=\"62\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/MegsRadioLog.png 225w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/MegsRadioLog-150x150.png 150w\" sizes=\"auto, (max-width: 62px) 100vw, 62px\" \/><a href=\"https:\/\/www.megsradio.fm\">MegsRadio.fm:<\/a><\/strong>\u00a0A personalized radio player that has been designed to promote the work of local artists by contextualizing their music with songs by more well-known artists. <a href=\"https:\/\/www.megsradio.fm\">Web<\/a>, <a href=\"https:\/\/itunes.apple.com\/us\/app\/megsradio\/id1021359050?mt=8\">iOS<\/a>, and <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=com.jimilab.megsandroid&amp;hl=en\">Android<\/a>\u00a0apps, <a href=\"https:\/\/blog.megsradio.fm\">Blog<\/a>, <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/papers\/Turnbull_Megs_CHI14.pdf\">Early Academic Paper<\/a>, <a href=\"https:\/\/www.youtube.com\/watch?v=f3CKyp9dhbg\">TEDx Talk<\/a><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" style=\"font-size: 1.0625rem;\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-1.11.21-PM-300x185.png\" alt=\"\" width=\"68\" height=\"42\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-1.11.21-PM-300x185.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-1.11.21-PM.png 564w\" sizes=\"auto, (max-width: 68px) 100vw, 68px\" \/><strong> Music Embedding with Taste Spaces<\/strong>: Using <a href=\"http:\/\/www.cs.cornell.edu\/people\/tj\/publications\/chen_etal_12a.pdf\">radio playlist histories<\/a>, <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Moore_Playlist_ISMIR12.pdf\">semantic tags<\/a>, <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Moore_GeoTaste_ISMIR14.pdf\">tweets, geotags<\/a>, and <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Moore_TasteOverTime_ISMIR13.pdf\">time stamps<\/a> to explore ways in which we can embed music for playlisting and visualization. <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/research\/lme\/lmeDemo.html\">Demo<\/a> With Josh Moore and Thorsten Joachims.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-81 alignleft\" style=\"font-size: 1.0625rem;\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/Meuse-300x242.png\" alt=\"\" width=\"63\" height=\"51\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Meuse-300x242.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Meuse-768x620.png 768w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Meuse-1024x827.png 1024w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Meuse.png 1560w\" sizes=\"auto, (max-width: 63px) 100vw, 63px\" \/><strong>Meuse Radio:\u00a0<\/strong>An exploration of using music recommendation techniques to recommend online radio stations based on seed artists.\u00a0<span style=\"font-size: 1.0625rem;\">Defunct Web App, <\/span><a style=\"font-size: 1.0625rem;\" href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Grant_MeUse_ISMIR13.pdf\">Academic Paper<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-79 alignleft\" style=\"font-size: 1.0625rem;\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/BSMCLogo.png\" alt=\"\" width=\"77\" height=\"50\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/BSMCLogo.png 280w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/BSMCLogo-120x80.png 120w\" sizes=\"auto, (max-width: 77px) 100vw, 77px\" \/><strong>Beat-Sync-Mash-Coder:\u00a0<\/strong>Inspired by the artist <a href=\"http:\/\/illegalart.net\/girltalk\/\">Girl Talk<\/a>, we created an real-time music mixing tool that uses beat-tracking and phase vocoding to automatically layer multiple tracks on top of one another so that it sounds good and keeps the beat. <a href=\"http:\/\/music.ece.drexel.edu\/bsmc\/\">Live Web App<\/a>, <a href=\"https:\/\/www.youtube.com\/watch?v=7VCyiSXin88\">Video Demo<\/a>, <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Griffin_BSMC_ICASSP10.pdf\">Academic Paper<\/a> With Garth Griffin<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-80 alignleft\" style=\"font-size: 1.0625rem;\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/Herdit_logo_square_400x400-300x300.png\" alt=\"\" width=\"70\" height=\"70\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Herdit_logo_square_400x400-300x300.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Herdit_logo_square_400x400-150x150.png 150w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Herdit_logo_square_400x400.png 400w\" sizes=\"auto, (max-width: 70px) 100vw, 70px\" \/><strong>Herd-it<\/strong>: An early &#8220;game-with-a purpose&#8221; that used the wisdom of a crowd to accurately and efficiently label music with meaningful tags. Defunct <a href=\"https:\/\/www.facebook.com\/HerdIt.org\/\">Facebook App<\/a>, <a href=\"http:\/\/www.pnas.org\/content\/109\/17\/6411.abstract\">Academic Paper<\/a>,\u00a0<a href=\"https:\/\/www.wired.com\/2009\/07\/genghis-khan\/4\/\">Wired Article<\/a>, <a href=\"https:\/\/www.wsj.com\/articles\/SB118288538741648871\">Wall Street Journal Article<\/a> (<a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/ComputerScientistsPullTomSawyer.pdf\">text<\/a>) With Luke Barrington and Gert Lankriet<\/p>\n<\/div>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-108 alignleft\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-2.08.15-PM-300x167.png\" alt=\"\" width=\"75\" height=\"42\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-2.08.15-PM-300x167.png 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2017\/07\/Screen-Shot-2017-08-17-at-2.08.15-PM.png 672w\" sizes=\"auto, (max-width: 75px) 100vw, 75px\" \/>Artist Image Browsers<\/strong>: It turns out you can judge an artist by an album cover. We proved this using image processing and computer vision techniques to be able to predict genre labels from album covers and promotional images of artists. <a href=\"https:\/\/www.cs.swarthmore.edu\/aib\/main.html\">Web App<\/a>, <a href=\"http:\/\/jimi.ithaca.edu\/~dturnbull\/Papers\/Libeks_ArtistImage_IEEEMM11.pdf\">Academic Paper<\/a> With Janis Libeks.<\/p>\n<h2>Current Students:<\/h2>\n<ul>\n<li>Stella Mirwald &#8217;26<\/li>\n<li>August Donato &#8217;26<\/li>\n<li>Ruth Ada Ayambem &#8217;26<\/li>\n<li>Abe Manfra &#8216; 27<\/li>\n<li>Fisher Griesel &#8217;28<\/li>\n<li>Robby Rightmyer &#8216; 29<\/li>\n<\/ul>\n<h2>Ithaca College Alums:<\/h2>\n<ul>\n<li>Paul Gagliano &#8217;25<\/li>\n<li>Griffin Homan &#8217;25<\/li>\n<li>Cassandra Raineault &#8217;25<\/li>\n<li>D&#8217;Andre Walker &#8217;25<\/li>\n<li>April Trainor &#8217;24<\/li>\n<li>Emmett Barry &#8217;24\u00a0<\/li>\n<li>Vicky Conrad &#8217;24<\/li>\n<li>Elizabeth Richards &#8217;24<\/li>\n<li>Kieran Bentley &#8217;24<\/li>\n<li>Kate Miller &#8217;23<\/li>\n<li>Sean Blackford (Raytheon)<\/li>\n<li>Vera Crabtree (IBM)<\/li>\n<li>Sam Edelstein<\/li>\n<li>Nic Wands (cthdrl.co)<\/li>\n<li>John Hunter<\/li>\n<li>Bront\u00eb Cook<\/li>\n<li>Lexie Thomas (DSP Shows)<\/li>\n<li>Connor Shea (Suffolk University)<\/li>\n<li>Josh Hayden (Oswald Companies)<\/li>\n<li>Erich Ostendarp<\/li>\n<li>Gabe Pesco (JM Murray)<\/li>\n<li>Alex Python (Milliman MedInsight)<\/li>\n<li>Tim Clerico (Ag-Analytics)<\/li>\n<li>Joe Cleveland (Gorges, Inc.)<\/li>\n<li>Danny Akimchuk (Raytheon)<\/li>\n<li>Elena Piech (The Glimpse Group)<\/li>\n<li>Jon Burger (Google)<\/li>\n<li>David Dorsey (Version)<\/li>\n<li>Daniel Kustin (Studio City)<\/li>\n<li>Fiona Lynch (Creative Arts Agency)<\/li>\n<li>Joe Menduni (Ithaca College IT)<\/li>\n<li>Chris Perez (Cornell, Amazon)<\/li>\n<li>Evan Sobkowicz (Twitter, Netflix)<\/li>\n<li>Luke Waldner (Funkhaus)<\/li>\n<li>Sarah Noell<\/li>\n<li>Rawaid (Ali) Akhtar (NBA)<\/li>\n<li>Mariah Flaim (RedHat)<\/li>\n<li>Andrew Horwitz (McGill, R\u00e9pertoire International de Litt\u00e9rature Musicale)<\/li>\n<li>Matt Kercher (Madden and Bergstrom)<\/li>\n<li>Adam Linden (SUNY Purchase)<\/li>\n<li>Stephen Meyerhofer (Freelance Software Engineer)<\/li>\n<li><span style=\"font-size: 1.0625rem;\">Alex Spirgel (Miles Technologies)<\/span><\/li>\n<li>Kris Stensland (SurveyMonkey)<\/li>\n<li>Laurence Welch (Jet, Spotify)<\/li>\n<li>Alex Wolf (Integration Point)<\/li>\n<li>Richard Roberts<\/li>\n<\/ul>\n<h2>Cornell Alums<\/h2>\n<ul>\n<li>Michael Zhou (Columbia U.)<\/li>\n<li>Derek Cheng (Amazon Music)<\/li>\n<li>Vianca Hurtado (Cornell)<\/li>\n<li>Jared Lim (Cornell)<\/li>\n<li>Caroline Chang (Cornell)<\/li>\n<li>Warren Crowell (Yelp)<\/li>\n<li>Shane Moore (Amazon Music, YouTube Music, New York Times)<\/li>\n<li>Justin Zupnik (Northwestern U., Curiosity)<\/li>\n<li>Josh Moore (Facebook)<\/li>\n<li>Shuo Chen (Blizzard)<\/li>\n<\/ul>\n<h2>Swarthmore Alums:<\/h2>\n<ul>\n<li>Ashley Oudenne (U Texas at Austin)<\/li>\n<li>Derek Tingle (Stanford CCRMA, SoundCloud)<\/li>\n<li>Janis Libeks (U. of Toronto, Facebook)<\/li>\n<li>Garth Griffin (Tufts U., Recorded Future)<\/li>\n<li>Brian Tomasik (Microsoft)<\/li>\n<li>Joon Hee Kim (KAIST)<\/li>\n<li>Phyo Thiha (U. of Rochester)<\/li>\n<\/ul>\n<h2>Others Alums:\u00a0<\/h2>\n<ul>\n<li>Arshiya Gupta (U. of San Franciso)<\/li>\n<li>Dania Murad (National University of Singapore)<\/li>\n<li>Michael Barone (National University of Singapore)<\/li>\n<li>Riwu Wang (National University of Singapore)<\/li>\n<li>Erik Schmidt (Drexel University, Pandora, Netflix)<\/li>\n<\/ul>\n<p><strong>Alums<\/strong>: Please be in touch and send me updates!<\/p>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>JimiLab is a (mostly undergraduate) research space for Just Inspired Music Innovation\u00a0at Ithaca College. Our work focuses on building novel[&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-17","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/pages\/17","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/comments?post=17"}],"version-history":[{"count":45,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/pages\/17\/revisions"}],"predecessor-version":[{"id":836,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/pages\/17\/revisions\/836"}],"wp:attachment":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/media?parent=17"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}