{"id":2,"date":"2022-05-31T01:23:03","date_gmt":"2022-05-31T01:23:03","guid":{"rendered":"https:\/\/annieying.ca\/?page_id=2"},"modified":"2022-06-03T08:41:35","modified_gmt":"2022-06-03T15:41:35","slug":"home","status":"publish","type":"page","link":"https:\/\/annieying.ca\/","title":{"rendered":"Annie T.T. Ying"},"content":{"rendered":"\n<h2>Bio<\/h2>\n\n\n\n<p>Annie is a leader in data science with over a decade of industry experience spanning corporate research and startups. Currently, she is the manager of the Cisco Data Science Lab in Vancouver. Coming from a research background with a PhD in Computer Science from McGill, Annie is a former Research Scientist at IBM T. J. Watson Research Center in New York and a two-time winner of an ACM Distinguished Paper Award (both in applying data science to software engineering) with five patents (granted and applied). Annie is active in the data science community as a Meetup organizer (Data Science for Social Good), speaker, and mentor. Growing up in Vancouver, Annie holds a B.Sc. (Honours) and a M.Sc., both from the UBC Computer Science Department.<\/p>\n\n\n\n<h2><a>Papers<\/a><\/h2>\n\n\n\n<h3>Publications<\/h3>\n\n\n\n<ul><li><a href=\"https:\/\/crcs.seas.harvard.edu\/publications\/reducing-suicide-contagion-effect-detecting-sentences-media-reports-explicit\">Reducing suicide contagion effect by detecting sentences from media reports wtih explicit methods of suicide<\/a><br>Shima Gerani, Raphael Tissot, Annie Ying, Jennifer Redmon, Artemio Rimando, and Riley Hun<br><a href=\"https:\/\/crcs.seas.harvard.edu\/event\/ai-social-good-workshop-0#program\"><em>Workshop on AI for Social Good at IJCAI, January 2021<\/em><\/a><\/li><li><a href=\"http:\/\/Rationale Classification for Educational Trading Platforms\">Rationale Classification for Educational Trading Platforms<\/a><br>Annie Ying, Pablo Duboue<br><a href=\"https:\/\/aclanthology.org\/W19-55.pdf\"><em>Workshop on Financial Technology and NLP at IJCAI, 2019.<\/em> <\/a><strong>Best paper runner-up.<\/strong><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/msr18.pdf\" target=\"_blank\">Towards Extracting Web API Specifications from Documentation<\/a><br>Jinqiu Yang, Erik Wittern, Annie T.T. Ying, Julian Dolby, Lin Tan<br><a href=\"https:\/\/2018.msrconf.org\/\"><em>International Conference on Mining Software Repositories, May 2018.<\/em><\/a> <strong>Winner of an ACM SIGSOFT Distinguished Paper Award.<\/strong><\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/1702.03906\" target=\"_blank\">Statically Checking Web API Requests in JavaScript<\/a><br>E. Wittern, A. Ying, Y. Zheng, J. Dolby, J. Laredo<br><a href=\"http:\/\/icse2017.gatech.edu\/\"><em>International Conference on Software Engineering, May 2017<\/em><\/a>.<br>[<a href=\"http:\/\/www.apiful.io\/intro\/2017\/02\/13\/icse-2017-paper.html\">blog<\/a>]<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/1705.06586\" target=\"_blank\">Opportunities in Software Engineering Research for Web API Consumption<\/a><br>E. Wittern, A. Ying, Y. Zheng, J. Laredo, J. Dolby, C. Young, A. Slominski<br><a href=\"https:\/\/w-api.github.io\/\"><em>International Workshop on API Usage and Evoluation, at International Conference on Software Engineering, May 2017<\/em><\/a>.<br>[<a href=\"http:\/\/www.apiful.io\/intro\/2017\/05\/30\/se-research-opportunities.html\">blog<\/a>]<\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/fse2014.pdf\" target=\"_blank\">Selection and Presentation Practices for Code Example Summarization<\/a><br>A. Ying, M. Robillard<br><a href=\"http:\/\/fse22.gatech.edu\/\"><em>International Symposium on the Foundations of Software Engineering, November 2014<\/em><\/a>. <strong>Winner of an ACM SIGSOFT Distinguished Paper Award.<\/strong><br>[<a href=\"http:\/\/www.cs.mcgill.ca\/~martin\/blog\/2014-10-15.html\">blog<\/a>] [<a href=\"http:\/\/old.annieying.ca\/fse2014\/fse2014-artifacts.zip\">data<\/a> and <a href=\"http:\/\/old.annieying.ca\/fse2014\/documentation.pdf\">doc<\/a>, approved by the <a href=\"http:\/\/fse22.gatech.edu\/cfp\/research\">Artifact Evaluation Committee<\/a>]<\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/link.springer.com\/book\/10.1007%2F978-3-642-45135-5\" target=\"_blank\">Developer Profiles for Recommendation Systems<\/a><br>A. Ying, M. Robillard<br><a href=\"http:\/\/link.springer.com\/book\/10.1007%2F978-3-642-45135-5\"><em>Chapter 8, Recommendation Systems in Software Engineering, Springer, 2014<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/esecfse2013.pdf\" target=\"_blank\">Code Fragment Summarization<\/a><br>A. Ying, M. Robillard<br><a href=\"http:\/\/esec-fse.inf.ethz.ch\"><em>Joint Meeting of the European Software Engineering Conference and the Symposium on the Foundations of Software Engineering, New Ideas Track, August 2013.<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/icpc2011.pdf\" target=\"_blank\">The Influence of the Task on Programmer Behaviour<\/a><br>A. Ying, M. Robillard<br><a href=\"http:\/\/icpc2011.cs.usask.ca\/conf_site\/Home.html\"><em>IEEE International Conference on Program Comprehension, pages 31-40, June 2011.<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/08irecose-jazz-data.pdf\" target=\"_blank\">Jazz development data: a community perspective<\/a><br>A. Ying, K. Ehrlich, L.T. Cheng, H. Ossher, T. Frauenhofer, F. van Ham<br><em>Workshop on Infrastructure for Research in Collaborative SE, 2008<\/em><\/li><li>Jazz as a research platform<br>Software Development Governance group at IBM Research<br><em>Workshop on Infrastructure for Research in Collaborative SE, 2008<\/em><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/08rsse-ensemble.pdf\" target=\"_blank\">Ensemble: a Recommendation Tool for Promoting Communications in Software Teams<\/a><br>Xiang, Ying, Cheng, Ding, Ehrlich, Helander, Matchen, Sempere, Tarr, Williams and Yang<br><a rel=\"noreferrer noopener\" href=\"http:\/\/www.cpsc.ucalgary.ca\/~zimmerth\/rsse-2008\" target=\"_blank\"><em>Workshop on Recommendation Systems in SE, 2008<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/07etx-call-graph-filtering.pdf\" target=\"_blank\">Filtering out methods you wish you hadn&#8217;t navigated<\/a><br>Annie Ying, Peri Tarr<br><a rel=\"noreferrer noopener\" href=\"http:\/\/www.cs.mcgill.ca\/~martin\/etx2007\/\" target=\"_blank\"><em>Eclipse Technology Exchange, 2007<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/06oopsla-ise.pdf\" target=\"_blank\">Integrated solution engineering<\/a><br>Gong, Klinger, Matchen, Tarr, Uceda-Sosa, Ying, Xu, Zhou<br><a rel=\"noreferrer noopener\" href=\"http:\/\/www.oopsla.org\/2006\/\" target=\"_blank\"><em>Formal demonstration at OOPSLA 2006<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/05msr-comments.pdf\" target=\"_blank\">Source code that talks: an exploration of Eclipse task comments and their implication to repository mining<\/a><br>Annie Ying, James Wright, and Steven Abrams<br><a rel=\"noreferrer noopener\" href=\"http:\/\/msr.uwaterloo.ca\/msr2005\/\" target=\"_blank\"><em>International Workshop on Mining Software Repositories, 2005<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/05mac-comments.pdf\" target=\"_blank\">An exploration of how comments are used for marking related code fragments<\/a><br>Annie Ying, James Wright, and Steven Abrams<br><a rel=\"noreferrer noopener\" href=\"http:\/\/www.cs.mcgill.ca\/~martin\/macs2005\/\" target=\"_blank\"><em>Workshop on the Modeling and Analysis of Concerns in Software, 2005<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/04tse-mine-change.pdf\" target=\"_blank\">Predicting Source Code Changes by Mining Change History<\/a><br>Annie Ying, Gail Murphy, Raymond Ng, and Mark Chu-Carroll<br><a rel=\"noreferrer noopener\" href=\"http:\/\/ieeexplore.ieee.org\/xpls\/abs_all.jsp?arnumber=1324645&amp;tag=1\" target=\"_blank\"><em>IEEE Transactions of Software Engineering, 30, 9, 2004<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/03aosd-vsf.pdf\" target=\"_blank\">Visual separation of concerns through multidimensional program storage<\/a><br>Mark Chu-Carroll, Jim Wright, Annie Ying<br><a rel=\"noreferrer noopener\" href=\"http:\/\/dl.acm.org\/citation.cfm?id=643623\" target=\"_blank\"><em>International Conference on Aspect-Oriented Software Development, 2003<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/03iwpc-avid.pdf\" target=\"_blank\">Scaling an Object-oriented System Execution Visualizer through Sampling<\/a><br>Andrew Chan, Reid Holmes, Gail Murphy, Annie Ying<br><a rel=\"noreferrer noopener\" href=\"http:\/\/ieeexplore.ieee.org\/xpls\/abs_all.jsp?arnumber=1199207\" target=\"_blank\"><em>International Workshop on Program Comprehension, 2003<\/em><\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/03osse-tools.pdf\" target=\"_blank\">Tools for Lightweight Knowledge Sharing in Open-source Software Development<\/a><br>Davor Cubranic, Reid Holmes, Annie Ying, and Gail Murphy<br><em>Workshop on Open Source Software at ICSE, 2003<\/em><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/old.annieying.ca\/papers\/02tsaosd-mine-change.pdf\" target=\"_blank\">Using version information for concern inference and code-assist<\/a><br>Annie Ying, Gail Murphy, Raymond Ng, Mark Chu-Carroll<br><em>Workshop on Tools for Aspect-Oriented Software Development at OOPSLA, 2002<\/em><\/li><\/ul>\n\n\n\n<h3>Theses<\/h3>\n\n\n\n<p><a href=\"http:\/\/old.annieying.ca\/papers\/thesis.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Code fragment summarization<\/a><br><em>Ph.D. Thesis, McGill University, 2016<\/em><\/p>\n\n\n\n<p><a href=\"http:\/\/old.annieying.ca\/papers\/03thesis-aying.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Predicting software changes by mining revision history<\/a><br><em>M.Sc. Thesis, University of British Columbia, 2003<\/em><\/p>\n\n\n\n<p>Visualizing global exception flow<br><em>B.Sc. (Honours) Thesis, University of British Columbia, 2001<\/em><\/p>\n\n\n\n<h2><a>Professional Service<\/a><\/h2>\n\n\n\n<h3>Organization<\/h3>\n\n\n\n<ul><li><a rel=\"noreferrer noopener\" href=\"http:\/\/cbdcom2016.sciencesconf.org\/\" target=\"_blank\">IEEE International Conference on Cloud and Big Data Computing, 2016<\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/2015.msrconf.org\/challenge.php\" target=\"_blank\">Chair, Mining Software Repositories Challenge Track, 2015<\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"http:\/\/www.cs.uoregon.edu\/events\/icse2009\/jazz\/\" target=\"_blank\">IBM Jazz Research Reception at ICSE 2009<\/a><\/li><\/ul>\n\n\n\n<h3>Program Committee Membership<\/h3>\n\n\n\n<ul><li>Working Conference on Mining Software Repositories, (<a href=\"http:\/\/2017.msrconf.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2017<\/a>)<\/li><li>International Conference on Software Engineering, New Ideas and Emerging Results Track (<a href=\"http:\/\/icse2017.gatech.edu\/?q=nier\" target=\"_blank\" rel=\"noreferrer noopener\">ICSE NIER 2017<\/a>)<\/li><li>International Conference on Software Maintainence and Evolution, Early Research Achievements Track (<a href=\"http:\/\/icsme2016.github.io\/cfp\/era-track.html\" target=\"_blank\" rel=\"noreferrer noopener\">ICSME ERA 2016<\/a>)<\/li><li>Working Conference on Mining Software Repositories, (<a href=\"http:\/\/2016.msrconf.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2016<\/a>), both the main and data tracks<\/li><li>Working Conference on Mining Software Repositories, (<a href=\"http:\/\/2015.msrconf.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2015<\/a>)<\/li><li>International Symposium on Foundations of Software Engineering, Artifact Evaluation (<a href=\"http:\/\/fse22.gatech.edu\/cfp\/research\" target=\"_blank\" rel=\"noreferrer noopener\">FSE 2014<\/a>)<\/li><li>International Conference on Program Comprehension, Early Research Achievement Track (<a href=\"http:\/\/icpc2014.usask.ca\/eratrack.aspx\" target=\"_blank\" rel=\"noreferrer noopener\">ICPC ERA 2014<\/a>)<\/li><li>International Workshop on Context in Software Development (<a href=\"http:\/\/csd-ws.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">CSD 2014<\/a>)<\/li><li>Working Conference on Mining Software Repositories, Data Track (<a href=\"http:\/\/2013.msrconf.org\/data.php\" target=\"_blank\" rel=\"noreferrer noopener\">MSR Data 2013<\/a>)<\/li><li>Working Conference on Mining Software Repositories, Challenge Track (<a href=\"http:\/\/2012.msrconf.org\/challenge.php\" target=\"_blank\" rel=\"noreferrer noopener\">MSR Challenge 2012<\/a>)<\/li><li>Working Conference on Mining Software Repositories, Challenge Track (<a href=\"http:\/\/2011.msrconf.org\/msr-challenge.html\" target=\"_blank\" rel=\"noreferrer noopener\">MSR Challenge 2011<\/a>)<\/li><li>Working Conference on Mining Software Repositories, Challenge Track (<a href=\"http:\/\/msr.uwaterloo.ca\/msr2010\/challenge\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR Challenge 2010<\/a>)<\/li><li>Int&#8217;l Conference on Global Software Engineering (<a href=\"http:\/\/www.lero.ie\/icgse2009\" target=\"_blank\" rel=\"noreferrer noopener\">ICGSE 2009<\/a>)<\/li><li>Int&#8217;l Conference on Software Maintenance (<a href=\"http:\/\/icsm2009.cs.ualberta.ca\/\" target=\"_blank\" rel=\"noreferrer noopener\">ICSM 2009<\/a>)<\/li><li>Workshop on Software Development Governance (<a href=\"http:\/\/www.cs.technion.ac.il\/~yael\/SDG2009\/\" target=\"_blank\" rel=\"noreferrer noopener\">SDG 2009<\/a>)<\/li><li>Working Conference on Mining Software Repositories (<a href=\"http:\/\/msr.uwaterloo.ca\/msr2008\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2008<\/a>)<\/li><li>Int&#8217;l Workshop on Recommendation Systems for Software Engineering (<a href=\"http:\/\/www.cpsc.ucalgary.ca\/~zimmerth\/rsse-2008\">RSSE 2008)<\/a><\/li><li>Int&#8217;l Workshop on Mining Software Repositories (<a href=\"http:\/\/msr.uwaterloo.ca\/msr2007\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2007<\/a>)<\/li><li>Int&#8217;l Workshop on Mining Software Repositories (<a href=\"http:\/\/msr.uwaterloo.ca\/msr2006\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2006<\/a>)<\/li><li>Int&#8217;l Workshop on Mining Software Repositories (<a href=\"http:\/\/msr.uwaterloo.ca\/msr2005\/\" target=\"_blank\" rel=\"noreferrer noopener\">MSR 2005<\/a>)<\/li><\/ul>\n\n\n\n<h3>Journal Referee Activities<\/h3>\n\n\n\n<ul><li><a href=\"http:\/\/www.computer.org\/tse\/\" target=\"_blank\" rel=\"noreferrer noopener\">IEEE Transactions on Software Engineering<\/a>, 2017<\/li><li><a href=\"http:\/\/www.computer.org\/tse\/\" target=\"_blank\" rel=\"noreferrer noopener\">IEEE Transactions on Software Engineering<\/a>, 2016<\/li><li><a href=\"http:\/\/www.springer.com\/computer\/swe\/journal\/10664\" target=\"_blank\" rel=\"noreferrer noopener\">Empirical Software Engineering<\/a>, 2016, as part of the <a href=\"http:\/\/www.springer.com\/computer\/swe\/journal\/10664\" target=\"_blank\" rel=\"noreferrer noopener\">Review Board<\/a><\/li><li><a href=\"http:\/\/www.journals.elsevier.com\/journal-of-systems-and-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">Journal of Systems and Software<\/a>, 2015<\/li><li><a href=\"http:\/\/www.journals.elsevier.com\/journal-of-systems-and-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">Journal of Systems and Software<\/a>, 2014<\/li><li><a href=\"http:\/\/www.journals.elsevier.com\/journal-of-systems-and-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">Journal of Systems and Software<\/a>, 2013<\/li><li><a href=\"http:\/\/www.journals.elsevier.com\/science-of-computer-programming\/\" target=\"_blank\" rel=\"noreferrer noopener\">Science of Computer Programming<\/a>, 2010<\/li><li><a href=\"http:\/\/www.computer.org\/tse\/\" target=\"_blank\" rel=\"noreferrer noopener\">IEEE Transactions on Software Engineering<\/a>, 2009<\/li><li><a href=\"http:\/\/www.computer.org\/software\" target=\"_blank\" rel=\"noreferrer noopener\">IEEE Software<\/a> Special Issue of Mining Software Archives, 2008<\/li><li><a href=\"http:\/\/www.springer.com\/computer\/programming\/journal\/10664\" target=\"_blank\" rel=\"noreferrer noopener\">Empirical Software Engineering<\/a>, 2006 and 2007<\/li><li><a href=\"http:\/\/www.research.ibm.com\/journal\/\" target=\"_blank\" rel=\"noreferrer noopener\">IBM Systems Journal<\/a>, 2006<\/li><\/ul>\n\n\n\n<h3>Departmental Service<\/h3>\n\n\n\n<ul><li>Coordinator of the <a href=\"http:\/\/www.cs.mcgill.ca\/announcements_and_events\/seminars\">McGill School of Computer Science Graduate Seminars<\/a>, 2011-2014<\/li><li><a href=\"http:\/\/jazz.net\/community\/academic\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jazz Research<\/a> liaison at IBM, 2008-09<\/li><li>Seminar Coordinator for over 150 talks in the Programming Languages and Software Engineering area (<a href=\"http:\/\/domino.research.ibm.com\/comm\/research.nsf\/pages\/r.plansoft.html\" target=\"_blank\" rel=\"noreferrer noopener\">PL\/SE<\/a>) at IBM Watson Research Center, 2006-07<\/li><li>Graduate Admission Committee, <a href=\"http:\/\/www.cs.ubc.ca\/\" target=\"_blank\" rel=\"noreferrer noopener\">UBC Department of Computer Science<\/a>, 2002-03<\/li><li>Undergraduate Affairs Committee, <a href=\"http:\/\/www.cs.ubc.ca\/\" target=\"_blank\" rel=\"noreferrer noopener\">UBC Department of Computer Science<\/a>, 2001-02<\/li><li>Faculty Recruiting Committee, <a href=\"http:\/\/www.cs.ubc.ca\/\" target=\"_blank\" rel=\"noreferrer noopener\">UBC Department of Computer Science<\/a>, 2000-01<\/li><\/ul>\n\n\n\n<h2><a>CV<\/a><\/h2>\n\n\n\n<h3>Education<\/h3>\n\n\n\n<ul><li>2009-2016: Ph.D. in Computer Science, McGill University,<\/li><li>supervised by Prof. Martin Robillard<\/li><li>2001-03: M.Sc. in Computer Science, University of British Columbia (UBC),<\/li><li>supervised by Prof. Gail Murphy<\/li><li>1997-2001: B.Sc. (Honours in Computer Science, Minor in Mathematics), First Class Honour, UBC<\/li><\/ul>\n\n\n\n<h3>Work Experience<\/h3>\n\n\n\n<ul><li>2019-present: Manager, Vancouver Cisco AI Lab, Vancouver, Canada<\/li><li>2017-2019: Lead Data Scientist, EquitySim, Vancouver, Canada<\/li><li>2016-2017: Research Staff Member, IBM T.J. Watson Research Center, NY<\/li><li>2004-2009: Research Software Engineer, IBM T.J. Watson Research Center, NY<\/li><li>Summers of 2003,02: IBM T.J. Watson Research Center (as an intern)<\/li><li>Summer of 2001: Object Technology International, Ottawa, Canada (as an intern)<\/li><li>Summer of 2000: Undergraduate research assistant of Prof. Gail Murphy at UBC<\/li><\/ul>\n\n\n\n<h3>Awards<\/h3>\n\n\n\n<ul><li>2014: ACM SIGSOFT Distinguished Paper Award at FSE 2014<\/li><li>2009: IBM award on the technical contribution to Jazz<\/li><li>2009: McGill Tomlinson Fellowship CAD$75K for 3 years (top incoming PhD student into the Faculty of Science)<\/li><li>2009: NSERC CGS-D Doctoral Scholarship CAD$70K for 2 years<\/li><li>2003: NSERC PGS-B Doctoral Scholarship &#8211; declined<\/li><li>2001: NSERC PGS-A Master&#8217;s Scholarship CAD$35K for 2 years<\/li><li>2000: NSERC Undergraduate Student Research Award<\/li><li>1999, 2000: UBC Undergraduate Scholar Scholarship<\/li><\/ul>\n\n\n\n<h3>Patents<\/h3>\n\n\n\n<ul><li>Method for reducing risk associated with a task, US Patent 8478627, issued July 2, 2013<\/li><li>Risk reduction, US Patent Application 20090222275<\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bio Annie is a leader in data science with over a decade of industry experience spanning corporate research and startups. Currently, she is the manager of the Cisco Data Science Lab in Vancouver. Coming from a research background with a PhD in Computer Science from McGill, Annie is a former Research Scientist at IBM T.&hellip; <a class=\"more-link\" href=\"https:\/\/annieying.ca\/\">Continue reading <span class=\"screen-reader-text\">Annie T.T. Ying<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":11,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/pages\/2"}],"collection":[{"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/comments?post=2"}],"version-history":[{"count":3,"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/pages\/2\/revisions"}],"predecessor-version":[{"id":18,"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/pages\/2\/revisions\/18"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/media\/11"}],"wp:attachment":[{"href":"https:\/\/annieying.ca\/index.php\/wp-json\/wp\/v2\/media?parent=2"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}