{"id":3613,"date":"2015-05-29T09:00:00","date_gmt":"2015-05-29T16:00:00","guid":{"rendered":"https:\/\/blogs.msdn.microsoft.com\/msr_er\/2015\/05\/29\/livelabs-testing-the-usefulness-of-mobile-data\/"},"modified":"2016-07-20T07:29:18","modified_gmt":"2016-07-20T14:29:18","slug":"livelabs-testing-the-usefulness-of-mobile-data","status":"publish","type":"post","link":"https:\/\/www.microsoft.com\/en-us\/research\/blog\/livelabs-testing-the-usefulness-of-mobile-data\/","title":{"rendered":"LiveLabs: testing the usefulness of mobile data"},"content":{"rendered":"<p><span style=\"font-family: verdana,geneva;font-size: medium\">What if a mobile game maker could determine the \u201cwho, when, and where\u201d that lead to the most satisfying gaming experience? What if they knew precise combination of demographics, location, and recent activities\u2014say young men, in their dorm room, after a meal\u2014that yields the highest satisfaction with their game? Armed with such precise data, the company could push incentives and promote new games to the right people at the right time and place. \u00a0<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">This level of data specificity would require granular location data, coupled with mechanisms to match demographic data with dynamic activity detection. Perfecting any one of these components would be a major research project in itself. Putting them together and making them operational in real-world environments would seem a near impossible task. But it\u2019s exactly what researchers at the Singapore Management University\u2019s School of Information Systems are striving for with their LiveLabs Urban Lifestyle Innovation Platform (LiveLabs, for short), a mobile experimentation test-bed deployed across the campus.<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">According to <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/sis.smu.edu.sg\/faculty\/profile\/9604\/Rajesh-Krishna-BALAN\" target=\"_blank\">Rajesh Balan<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, the principal investigator and co-director of LiveLabs, the goal is to allow in-situ, real-time experimentation of mobile applications and services that require context-specific triggers\u2014all based on real participants using their personal smart phones. As of March 2015, more than 3,000 students had signed up with LiveLabs, and several hundred were active users.<\/span><\/p>\n<p align=\"center\"><img decoding=\"async\" title=\"The LiveLabs closed-loop experimentation cycle\" src=\"https:\/\/msdnshared.blob.core.windows.net\/media\/MSDNBlogsFS\/prod.evol.blogs.msdn.com\/CommunityServer.Blogs.Components.WeblogFiles\/00\/00\/01\/32\/81\/6064.LiveLabs-1-496-outline.png\" alt=\"The LiveLabs closed-loop experimentation cycle\" \/><\/p>\n<p align=\"center\"><span style=\"font-family: verdana,geneva;font-size: small;color: #808080\">The LiveLabs closed-loop experimentation cycle<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">The diagram above shows the project\u2019s overall vision. It starts with the collection of sensor and contextual data from a participant\u2019s smart phone (with the participants\u2019 permission, of course). This data is then fused with other data streams, such as location and activity type, to deduce the current user context: determining, for example, that the user is standing outside a store or is with a group of friends. The project team then employs an experiment-creation interface (shown below), in order to determine if the data provides sufficient contextual triggers to warrant sending an experiment, in the form of a customized notification, to the participant\u2019s phone. The investigators then collect data on what the participant actually did after receiving the experiment, using this data to test their hypothesis and improve the system\u2019s efficacy.<\/span><\/p>\n<p align=\"center\"><img decoding=\"async\" title=\"Step 1: Participant data is processed in the experiment-creation interface.\" src=\"https:\/\/msdnshared.blob.core.windows.net\/media\/MSDNBlogsFS\/prod.evol.blogs.msdn.com\/CommunityServer.Blogs.Components.WeblogFiles\/00\/00\/01\/32\/81\/0246.LiveLabs2-step1-496.png\" alt=\"Step 1: Participant data is processed in the experiment-creation interface.\" \/> <span style=\"font-family: verdana,geneva;font-size: small;color: #808080\"><br \/>\nStep 1: Participant data is processed in the experiment-creation interface.<\/span><\/p>\n<p align=\"center\"><img decoding=\"async\" title=\"Step 2: Experiment is sent to user's phone.\" src=\"https:\/\/msdnshared.blob.core.windows.net\/media\/MSDNBlogsFS\/prod.evol.blogs.msdn.com\/CommunityServer.Blogs.Components.WeblogFiles\/00\/00\/01\/32\/81\/5037.LiveLabs-3-step2-147px.png\" alt=\"Step 2: Experiment is sent to user's phone.\" \/><span style=\"font-family: verdana,geneva;font-size: small;color: #808080\"><br \/>\nStep 2: Experiment is sent to user&#8217;s phone.<\/span><\/p>\n<p align=\"center\"><img decoding=\"async\" title=\"Step 3: Report is compiled after experiment has been run.\" src=\"https:\/\/msdnshared.blob.core.windows.net\/media\/MSDNBlogsFS\/prod.evol.blogs.msdn.com\/CommunityServer.Blogs.Components.WeblogFiles\/00\/00\/01\/32\/81\/2514.LiveLabs-4-step3-496px.png\" alt=\"Step 3: Report is compiled after experiment has been run.\" \/><span style=\"font-family: verdana,geneva;font-size: small;color: #808080\"><br \/>\nStep 3: Report is compiled after experiment has been run.<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">Microsoft Research has provided support for LiveLabs, including an award from Microsoft Research Asia to collaborate on indoor location techniques. \u201cThe LiveLabs team has a close relationship and long-standing history of collaboration with Microsoft Research,\u201d says Balan. He notes that members of the LiveLabs team regularly visit Microsoft Research labs in Redmond (Washington), Beijing, and India to present their latest research innovations and engage with Microsoft researchers on shared initiatives.<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">\u201cMany portions of LiveLabs research and deployment\u2014including indoor location tracking, sensing technologies and algorithms, behavioral analytics, and power management\u2014overlap with the agenda of Microsoft researchers,\u201d Balan adds. Jacky Shen of the Wireless and Networking Group at Microsoft Research Asia agrees. \u201cWe\u2019re seeing lots of moves in the indoor localization research area. It\u2019s essential for mobile sensing, mobile multimedia, and more general mobile Internet.\u201d<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">Balan hopes to expand LiveLabs beyond the university campus. \u201cThe university campus gives us a good starting point,\u201d he says, but he notes that broader public participation is necessary to adequately test the research theory and model. \u201cWe\u2019ve started to look into a large convention center, a commercial airport, or a resort island,\u201d he adds.<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">Balan is also is looking into further integrating LiveLabs with the Internet of Things, working with Arjmand Samuel from Microsoft Research Redmond. As Balan observed during a recent talk at Microsoft Research Asia, \u201cWe can provide access to the LiveLabs experimentation capabilities to any interested Microsoft researchers. In addition, we are very open to further research and professional engagements with Microsoft Research.\u201d<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\">That sentiment runs in both directions, as Microsoft Research is eager to promote collaboration with academics who share our vision of using technology to help solve global challenges.<\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\"><em>\u2014Winnie Cui, Senior Research Program Manager, Microsoft Research <\/em><\/span><\/p>\n<p><span style=\"font-family: verdana,geneva;font-size: medium\"><strong>Learn more<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"font-family: verdana,geneva;font-size: small\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/livelabs.smu.edu.sg\/\" target=\"_blank\">Singapore Management University <span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/span><\/li>\n<li><span style=\"font-family: verdana,geneva;font-size: small\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/research.microsoft.com\/en-us\/groups\/wn\/\" target=\"_blank\">Microsoft Research projects on wireless and networking<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/span><\/li>\n<li><span style=\"font-family: verdana,geneva;font-size: small\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/research.microsoft.com\/en-us\/collaboration\/awards\/default.aspx\" target=\"_blank\">Opportunities to work with Microsoft Research<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/span><\/li>\n<li><span style=\"font-family: verdana,geneva;font-size: small\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/apollo.smu.edu.sg\/researchdetails.php?id=17\" target=\"_blank\">Further details of LiveLabs project<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/span><\/li>\n<li><span style=\"font-family: verdana,geneva;font-size: small\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" href=\"http:\/\/research.microsoft.com\/en-us\/labs\/asia\/default.aspx\" target=\"_blank\">Microsoft Research Asia<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>What if a mobile game maker could determine the \u201cwho, when, and where\u201d that lead to the most satisfying gaming experience? What if they knew precise combination of demographics, location, and recent activities\u2014say young men, in their dorm room, after a meal\u2014that yields the highest satisfaction with their game? Armed with such precise data, the [&hellip;]<\/p>\n","protected":false},"author":32627,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":[],"msr_hide_image_in_river":0,"footnotes":""},"categories":[194476,194485],"tags":[195998,196240,196241,196432,196529,187325,196955,197216,197229,197790,197792],"research-area":[],"msr-region":[],"msr-event-type":[],"msr-locale":[268875],"msr-post-option":[],"msr-impact-theme":[],"msr-promo-type":[],"msr-podcast-series":[],"class_list":["post-3613","post","type-post","status-publish","format-standard","hentry","category-devices-and-hardware","category-networking","tag-jacky-shen","tag-livelabs","tag-livelabs-urban-lifestyle-innovation-platform","tag-microsoft-research-asia","tag-mobile-data","tag-mobile-sensing","tag-rajesh-balan","tag-singapore-management-university","tag-smart-phones","tag-winnie-cui","tag-wireless-and-networking","msr-locale-en_us"],"msr_event_details":{"start":"","end":"","location":""},"podcast_url":"","podcast_episode":"","msr_research_lab":[],"msr_impact_theme":[],"related-publications":[],"related-downloads":[],"related-videos":[],"related-academic-programs":[],"related-groups":[],"related-projects":[],"related-events":[],"related-researchers":[],"msr_type":"Post","byline":"","formattedDate":"May 29, 2015","formattedExcerpt":"What if a mobile game maker could determine the \u201cwho, when, and where\u201d that lead to the most satisfying gaming experience? What if they knew precise combination of demographics, location, and recent activities\u2014say young men, in their dorm room, after a meal\u2014that yields the highest&hellip;","locale":{"slug":"en_us","name":"English","native":"","english":"English"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/3613","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/32627"}],"replies":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/comments?post=3613"}],"version-history":[{"count":1,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/3613\/revisions"}],"predecessor-version":[{"id":260793,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/3613\/revisions\/260793"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=3613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/categories?post=3613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/tags?post=3613"},{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=3613"},{"taxonomy":"msr-region","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-region?post=3613"},{"taxonomy":"msr-event-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event-type?post=3613"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=3613"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=3613"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=3613"},{"taxonomy":"msr-promo-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-promo-type?post=3613"},{"taxonomy":"msr-podcast-series","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-podcast-series?post=3613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}