{"id":12979,"date":"2022-06-14T19:46:16","date_gmt":"2022-06-14T11:46:16","guid":{"rendered":"https:\/\/old-cde.nus.edu.sg\/ece\/?p=12979"},"modified":"2023-03-08T14:21:25","modified_gmt":"2023-03-08T06:21:25","slug":"completed-project-3","status":"publish","type":"post","link":"https:\/\/cde.nus.edu.sg\/ece\/completed-project-3\/","title":{"rendered":"Completed Project 3"},"content":{"rendered":"\n\n\t<h2>Explainable AI as a Service for Community Healthcare (1 May 2019 &#8211; 30 April 2021)<\/h2>\n<p>We advance AI with prototype devices built for deployment and testing in a community setting. We apply rigour in data science and through AI as a service, allow AI results to be used in precision medicine, preventive advices and automatic lifestyle coaching such as food logging. We help in designing a community deployable device for patients with chronic diseases.<\/p>\n<p>Project Duration: 1 May 2019 &#8211; 30 April 2021<\/p>\n<p>Funding Source: AI Singapore: AI in Health Grand Challenge<br \/>Acknowledgment: This research\/project is supported by the National Research Foundation, Singapore under its AI Singapore Programme (AISG Award No: AISG-GC-2019-002)<\/p>\n<dl>\n<dt><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/old-cde.nus.edu.sg\/ece\/wp-content\/uploads\/sites\/11\/2021\/08\/Explainable-AI-as-a-Service-for-Community-Healthcare-image.jpg\" alt=\"Explainable Ai As A Service For Community Healthcare Image\" width=\"700\" height=\"375\" \/><\/dt>\n<\/dl>\n<p>PUBLICATIONS<\/p>\n<p>Journal Articles<\/p>\n<ul>\n<li>Rui Liu, Berrak Sisman, Guanglai Gao and Haizhou Li, &#8220;Expressive TTS Training with Frame and Style Reconstruction Loss&#8221;, IEEE\/ACM Transactions on Audio, Speech, and Language Processing, April 2021, pp. 1-13. [<a href=\"https:\/\/arxiv.org\/pdf\/2008.01490.pdf\">link<\/a>] [Article In-process]<\/li>\n<li>Rui Liu, Berrak Sisman, Yixing Lin and Haizhou Li, &#8220;FastTalker: A Neural Text-to-Speech Architecture with Shallow and Group Autoregression&#8221;,\u00a0Neural Networks, April 2021. [<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0893608021001532\">link<\/a>] [Article In-process]<\/li>\n<li>Mingyang Zhang, Yi Zhou, Li Zhao, and Haizhou Li, &#8220;Transfer learning from speech synthesis to voice conversion with non-parallel training data,&#8221; in IEEE\/ACM Transactions on Audio, Speech, and Language Processing, 29, March 2021, pp. 1290-1302. [<a href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&amp;arnumber=9380685\">link<\/a>] [Article In-process]<\/li>\n<li>Berrak Sisman, Junichi Yamagishi, Simon King, and Haizhou Li, &#8220;An Overview of Voice Conversion and its Challenges: From Statistical Modeling to Deep Learning&#8221;, IEEE\/ACM Transactions on Audio, Speech, and Language Processing, 29, 2021, pp. 132-157. [<a href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?arnumber=9262021\">link<\/a>] [Article In-process]<\/li>\n<li>Rui Liu, Berrak Sisman, Feilong Bao, Jichen Yang, Guanglai Gao and Haizhou Li, &#8220;Exploiting morphological and phonological features to improve prosodic phrasing for Mongolian speech synthesis&#8221; IEEE\/ACM Transactions on Audio, Speech, and Language Processing, 29, 2021,\u00a0 pp. 274-285. [<a href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&amp;arnumber=9271923\">link<\/a>] [Article In-process]<\/li>\n<li>Rui Liu, Berrak Sisman, Feilong Bao, Guanglai Gao and Haizhou Li, &#8220;Modeling Prosodic Phrasing with Multi-Task Learning in Tacotron-based TTS&#8221;, IEEE Signal Processing Letters, 27, 2020, pp. 1470-1474.\u00a0[<a href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&amp;arnumber=9166626\">link<\/a>] [Article In-process]<\/li>\n<li>Mingyang Zhang, Berrak Sisman, Li Zhao and Haizhou Li, &#8220;DeepConversion: Voice conversion with limited parallel training data&#8221;, Speech Communication, 122, 2020, pp. 31-43. [<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0167639320302296?via%3Dihub\">link<\/a>] [Article In-process]<\/li>\n<\/ul>\n<p>Conference Article<\/p>\n<ul>\n<li>Kun Zhou, Berrak Sisman, and Haizhou Li, &#8220;VAW-GAN for disentanglement and recomposition of emotional elements in speech,&#8221; in Proc. IEEE Spoken Language Technology (SLT), Shenzhen, China, January 2021. [<a href=\"https:\/\/arxiv.org\/pdf\/2011.02314.pdf\">link<\/a>]<\/li>\n<li>Hongqiang Du, Xiaohai Tian, Lei Xie, and Haizhou Li, &#8220;Optimizing voice conversion network with cycle consistency loss of speaker identity&#8221; in Proc. IEEE Spoken Language Technology (SLT), Shenzhen, China, January 2021. [<a href=\"https:\/\/arxiv.org\/pdf\/2011.08548.pdf\">link<\/a>]<\/li>\n<li>Junchen Lu, Kun Zhou, Berrak Sisman, and Haizhou Li, &#8221; VAW-GAN for Singing Voice Conversion with Non-parallel Training Data&#8221;, in Proc. Asia-Pacific Signal and Information Processing Association (APSIPA) Annual Summit and Conference (ASC), Auckland, New Zealand, December 2020, pp. 514-519. [<a href=\"https:\/\/arxiv.org\/pdf\/2008.03992.pdf\">link<\/a>]<\/li>\n<li>Zongyang Du, Kun Zhou, Berrak Sisman, and Haizhou Li, &#8220;Spectrum And Prosody Conversion for Cross-Lingual Voice Conversion with Cyclegan&#8221;, in Proc. Asia-Pacific Signal and Information Processing Association (APSIPA) Annual Summit and Conference (ASC), Auckland, New Zealand, December 2020, pp. 507-513. [<a href=\"http:\/\/www.apsipa.org\/proceedings\/2020\/pdfs\/0000507.pdf\">link<\/a>]<\/li>\n<li>Grandee Lee and Haizhou Li, &#8220;Modeling Code-Switch Languages Using Bilingual Parallel Corpus&#8221;, in Association for Computational Linguistics, July 2020, pp. 860-870. [<a href=\"https:\/\/www.aclweb.org\/anthology\/2020.acl-main.80.pdf\">link<\/a>]<\/li>\n<li>Chen Zhang, Luis Fernando D&#8217;Haro, Rafael E. Banchs, Thomas Friedrichs and Haizhou Li, &#8220;Deep AM-FM: Toolkit for Automatic Dialogue Evaluation,&#8221; in Proc. 11th International Workshop on Spoken Dialog System (IWSDS) Technology, Barcelona, Spain,\u00a0\u00a0September 2020, pp. 53-69.\u00a0[<a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-981-15-8395-7_5\">link<\/a>]<\/li>\n<\/ul>\n\n","protected":false},"excerpt":{"rendered":"<p>Explainable AI as a Service for Community Healthcare (1 May 2019 &#8211; 30 April 2021) We advance AI with prototype devices built for deployment and testing in a community setting. We apply rigour in data science and through AI as a service, allow AI results to be used in precision medicine, preventive advices and automatic [&hellip;]<\/p>\n","protected":false},"author":82,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12979","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/users\/82"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/comments?post=12979"}],"version-history":[{"count":2,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12979\/revisions"}],"predecessor-version":[{"id":17119,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/posts\/12979\/revisions\/17119"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/media?parent=12979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/categories?post=12979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/tags?post=12979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}