{"id":5,"date":"2014-04-02T11:31:36","date_gmt":"2014-04-02T16:31:36","guid":{"rendered":"https:\/\/sites.bu.edu\/data\/home\/"},"modified":"2021-07-07T13:50:54","modified_gmt":"2021-07-07T17:50:54","slug":"home","status":"publish","type":"page","link":"https:\/\/sites.bu.edu\/data\/","title":{"rendered":""},"content":{"rendered":"<p><a href=\"\/data\/files\/2020\/10\/h_bostonia_16-10368-BIAS-044-e1603327542615.jpg\"><img loading=\"lazy\" src=\"\/data\/files\/2020\/10\/h_bostonia_16-10368-BIAS-044-e1603327542615.jpg\" alt=\"AI and Bias\" class=\"wp-image-742 alignleft\" width=\"157\" height=\"155\" \/><\/a><strong>Venkatesh Saligrama<\/strong>,<br \/>\nProfessor and Data Science Faculty Fellow<br \/>\nDepartment of Electrical and Computer Engineering,<br \/>\nDepartment of Computer Science (by courtesy)<br \/>\n8 St. Mary&#8217;s Street, Room 438, Boston University, MA 02215<strong><\/strong><br \/>\nEmail: srv_at_bu_dot_edu<\/p>\n<div style=\"margin-bottom: 8em;\"><span style=\"display: none;\">.<\/span><\/div>\n<h2>Research Interests:<\/h2>\n<p><a href=\"https:\/\/sites.bu.edu\/data\/research\/learning-with-budgets\/\"><em><span style=\"color: #0000ff;\">Resource Constrained Learning: <\/span><\/em><\/a>Efficient Training and Inference: Federated training for heterogenous devices and data. Budgeted Learning: Test-time Feature Acquisition Costs; Hybrid Inference: IoT\/Cloud models, Selective Classification.<\/p>\n<p><em><span style=\"color: #0000ff;\">Learning with Limited Supervision:<\/span> <\/em>Cross-Domain Adaptation, Open Set Recognition: Zero-Shot Learning, Few-Shot Learning, Meta-Learning<\/p>\n<p><em><span style=\"color: #0000ff;\">AI and Society:<\/span> <\/em>Mitigating Bias in Machine-Learned Representations<\/p>\n<p><em><span style=\"color: #0000ff;\">Learning and Estimation on Graphs\/Networks:<\/span> <\/em>Subgraph Anomaly Detection, Community and Network Change Detection<\/p>\n<h2>Graduate Students<\/h2>\n<table style=\"table-layout: fixed; width: 100%;\" cellspacing=\"0\" cellpadding=\"0\" border=\"0\">\n<colgroup>\n<col width=\"180\" \/><\/colgroup>\n<colgroup>\n<col width=\"300\" \/><\/colgroup>\n<tbody>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/scholar.google.com\/citations?user=Yo_NxlcAAAAJ&amp;hl=en\">Alp Acar<\/a>,<br \/>\nPhD Student<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Efficient Training and Inference<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<strong><\/strong><\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/adityagangrade.wordpress.com\/\">Aditya Gangrade<\/a>,<br \/>\nPhD Student<br \/>\n(Co-Advised with <a href=\"http:\/\/iss.bu.edu\/bobak\/index.html\">Prof. Nazer<\/a>)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Statistical Testing of Networks<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<br \/>\n<strong>Email: gangrade@bu.edu<br style=\"clear: both;\" \/><\/strong><\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/samarth4149.github.io\/\">Samarth Mishra<\/a>,<br \/>\nPhD Student<br \/>\n(Co-Advised with <a href=\"http:\/\/ai.bu.edu\/ksaenko.html\">Prof. Saenko<\/a>)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Learning with Limited Supervision<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<br \/>\n<strong>Email: samarthm@bu.edu<br style=\"clear: both;\" \/><\/strong><\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/www.linkedin.com\/in\/pengkai-zhu-5816b5193\/\">Pengkai Zhu<\/a>,<br \/>\nPhD Student<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Zero-shot Detection and Learning<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<br \/>\n<strong>Email: zpk@bu.edu<br style=\"clear: both;\" \/><\/strong><\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/anilkagak2.github.io\/\">Anil Kag<\/a>,<br \/>\nPhD Student<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Deep Neural Network Methods<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<br \/>\n<strong>Email: anilkag@bu.edu<br style=\"clear: both;\" \/><\/strong><\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\">Tianrui Chen,<br \/>\nPhD Student<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Research topics:<\/strong> Selective Classification<br \/>\n<strong>Office:<\/strong> <a href=\"http:\/\/www.bu.edu\/maps\/?id=763\">PHO<\/a> 411A<br \/>\n<strong>Email: trchen@bu.edu<br style=\"clear: both;\" \/><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Alumni<\/h2>\n<table style=\"table-layout: fixed; width: 100%;\" cellspacing=\"0\" cellpadding=\"0\" border=\"0\">\n<colgroup>\n<col width=\"100\" \/>\n<col width=\"150\" \/><\/colgroup>\n<tbody>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/scholar.google.com\/citations?user=3rF9gtAAAAAJ&amp;hl=en\">Tolga Bolukbasi<\/a><br style=\"clear: both;\" \/>PhD 2018<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Applied Research Scientist, Google Brain<strong><br style=\"clear: both;\" \/>Research (BU): <\/strong>Resource Constrained Learning, Societal Impact of Machine Learning<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/scholar.google.com\/citations?user=0zyaD30AAAAJ&amp;hl=en\">Feng Nan<\/a><br style=\"clear: both;\" \/>PhD 2018<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Applied Research Scientist, Amazon AWS<strong><br style=\"clear: both;\" \/>Research (BU): <\/strong>Resource Constrained Learning<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/blogs.bu.edu\/yutingch\/\" rel=\"noopener noreferrer\">Yuting Chen<\/a><br style=\"clear: both;\" \/>PhD 2017<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Applied Research Scientist, Adobe Research<strong><br style=\"clear: both;\" \/>Research (BU): <\/strong>Person re-identification, surveillance video analytics<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a href=\"https:\/\/scholar.google.com\/citations?user=BwYG68UAAAAJ&amp;hl=en\">Cem Aksoylar<br style=\"clear: both;\" \/>PhD 2017<\/a><\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Applied Scientist, Microsoft, Sunnyvale, CA<br style=\"clear: both;\" \/><strong>Research<\/strong> (BU): Information theory with Sparsity Constraints, <br style=\"clear: both;\" \/>Detection theory for signals on graphs<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"https:\/\/blogs.bu.edu\/joewang\/publications\/\" rel=\"noopener noreferrer\">Joe Wang<\/a><br \/>\nPost-doctoral Associate (2014-2016)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Research Scientist, Amazon, Cambridge<br \/>\n<strong>Research (BU):<\/strong> Resource Constrained Learning, Deep Learning<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"https:\/\/zimingzhang.wordpress.com\/\" rel=\"noopener noreferrer\">Ziming Zhang<\/a><br \/>\nPost-doctoral Associate (2014-2016)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Assistant Professor, WPI<br \/>\n<strong>Research (BU):<\/strong> Zero Shot Learning, Deep Learning<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" rel=\"noopener noreferrer\">Greg Castanon<\/a><br \/>\nPhD 2016<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Systems and Technology Research, Research Staff Member<br \/>\n<strong>Research (BU):<\/strong> Exploratory Search Through Large Video Corpora<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/www.ieor.iitb.ac.in\/mhanawal\" rel=\"noopener noreferrer\">Manjesh Hanawal<\/a><br \/>\nPost-doctoral Associate (2014-2016)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Assistant Professor, IIT-Mumbai<br \/>\n<strong>Research (BU):<\/strong> Resource Constrained Learning<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/weicongding\" rel=\"noopener noreferrer\">Weicong Ding<\/a><br \/>\nPhD 2015<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Amazon, Research Scientist<br \/>\n<strong>Research (BU):<\/strong> Topic Modeling<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" rel=\"noopener noreferrer\">Jing Qian<\/a><br \/>\nPhD 2014<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Facebook Inc., Research Scientist<br \/>\n<strong>Research:<\/strong> Anomaly detection, Signal Detection on Graphs<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" rel=\"noopener noreferrer\">Philip Tran<\/a><br \/>\nMS 2014<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>MIT Lincoln Labs<br \/>\n<strong>Research (BU):<\/strong> Person Re-Identification<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"https:\/\/www.broadinstitute.org\/~anne\/people.html\" rel=\"noopener noreferrer\">Mohammad Rohban<\/a><br \/>\nPost-doctoral Associate (2012-2014)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Assistant Professor, Sharif University, Computer Engineering<br \/>\n<strong>Research (BU):<\/strong> Structured Signal Processing &amp; Topic Modeling<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" rel=\"noopener noreferrer\">Delaram Motamed Vaziri<\/a><br \/>\nPhD 2014<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Senior Data Scientist, Visual IQ<br \/>\n<strong>Research (BU):<\/strong> High dimensional inference, structured sparse models and non-linear measurement channels<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/blogs.bu.edu\/ktrap\/aboutme\/\" rel=\"noopener noreferrer\">Kirill Trapeznikov<\/a><br \/>\nPhD 2013<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong>Lead Research Scientist, Systems &amp; Technology Research<br \/>\n<strong>Research (BU):<\/strong> Machine learning on a budget<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"https:\/\/www.qcri.org\/our-people\/bio?pid=140&amp;par=acc&amp;name=MohamedElgharib\" rel=\"noopener noreferrer\">Mohamed El-Gharib<\/a><br \/>\nPost-doctoral Associate (2010-2012)<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current: <\/strong> Research Associate, QCRI<br \/>\n<strong>Research (BU):<\/strong>Exploratory Video Search<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/scholar.google.com\/citations?user=625uuDQAAAAJ&amp;hl=en\" rel=\"noopener noreferrer\">Manqi Zhao<\/a><br \/>\nPhD 2011<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current:<\/strong> Google Inc<br \/>\n<strong>Research (BU):<\/strong> Anomaly Detection based on KNN Graphs, Sparse Recovery, Compressed Sensing<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" rel=\"noopener noreferrer\">Erhan Ermis<\/a><br \/>\nPhD 2010<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current:<\/strong> Principal, Boston Consulting Group (BCG)<br \/>\n<strong>Research (BU):<\/strong> Video Anomaly Detection, Multi-Camera Matching, Statistical Signal Processing<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/www.ece.tufts.edu\/~shuchin\/\" rel=\"noopener noreferrer\">Shuchin Aeron<\/a><br \/>\nPhD 2008<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current:<\/strong> Associate Professor, ECE, Tufts University<br \/>\n<strong>Research:<\/strong> Efficient sensing and reconstruction of sparse phenomena: bounds and algorithms<\/td>\n<\/tr>\n<tr valign=\"top\" align=\"left\">\n<td scope=\"colgroup\" dir=\"ltr\" style=\"vertical-align: top;\" align=\"left\"><a target=\"_blank\" href=\"http:\/\/eecs.ucf.edu\/~atia\/\" rel=\"noopener noreferrer\">George Atia<\/a><br \/>\nPhD 2008<\/td>\n<td scope=\"colgroup\" dir=\"ltr\" valign=\"top\" align=\"left\"><strong>Current:<\/strong> Associate Professor, EECS, University of Central Florida<br \/>\n<strong>Research:<\/strong> Robust strategies for cooperative and cognitive wireless communication systems<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>Venkatesh Saligrama, Professor and Data Science Faculty Fellow Department of Electrical and Computer Engineering, Department of Computer Science (by courtesy) 8 St. Mary&#8217;s Street, Room 438, Boston University, MA 02215 Email: srv_at_bu_dot_edu . Research Interests: Resource Constrained Learning: Efficient Training and Inference: Federated training for heterogenous devices and data. Budgeted Learning: Test-time Feature Acquisition Costs; [&hellip;]<\/p>\n","protected":false},"author":9344,"featured_media":0,"parent":0,"menu_order":6,"comment_status":"closed","ping_status":"closed","template":"page-templates\/no-sidebars.php","meta":[],"_links":{"self":[{"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/pages\/5"}],"collection":[{"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/users\/9344"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/comments?post=5"}],"version-history":[{"count":50,"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/pages\/5\/revisions"}],"predecessor-version":[{"id":906,"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/pages\/5\/revisions\/906"}],"wp:attachment":[{"href":"https:\/\/sites.bu.edu\/data\/wp-json\/wp\/v2\/media?parent=5"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}