{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T00:20:58Z","timestamp":1787012458490,"version":"3.56.0"},"reference-count":58,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2021,7,1]],"date-time":"2021-07-01T00:00:00Z","timestamp":1625097600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,7,1]],"date-time":"2021-07-01T00:00:00Z","timestamp":1625097600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["ID MLWiNS-2003002"],"award-info":[{"award-number":["ID MLWiNS-2003002"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Intel Company"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Select. Areas Commun."],"published-print":{"date-parts":[[2021,7]]},"DOI":"10.1109\/jsac.2021.3078489","type":"journal-article","created":{"date-parts":[[2021,5,10]],"date-time":"2021-05-10T15:49:46Z","timestamp":1620661786000},"page":"2000-2013","source":"Crossref","is-referenced-by-count":57,"title":["Joint Source-Channel Coding Over Additive Noise Analog Channels Using Mixture of Variational Autoencoders"],"prefix":"10.1109","volume":"39","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8487-0219","authenticated-orcid":false,"given":"Yashas Malur","family":"Saidutta","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2038-4772","authenticated-orcid":false,"given":"Afshin","family":"Abdi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5008-8803","authenticated-orcid":false,"given":"Faramarz","family":"Fekri","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"crossref","DOI":"10.1609\/aaai.v31i1.10966","article-title":"Variational autoencoder for semi-supervised text classification","author":"xu","year":"2017","journal-title":"Thirty-First AAAI Conference on Artificial Intelligence"},{"key":"ref38","first-page":"3738","article-title":"Ladder variational autoencoders","author":"s\u00f8nderby","year":"2016","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2017.2788405"},{"key":"ref32","article-title":"RNN decoding of linear block codes","author":"nachmani","year":"2017","journal-title":"arXiv 1702 07560"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2016.7852251"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2929404"},{"key":"ref37","article-title":"Auto-encoding variational Bayes","author":"kingma","year":"2013","journal-title":"arXiv 1312 6114"},{"key":"ref36","first-page":"1","article-title":"NECST: Neural joint source-channel coding","volume":"abs 1811 7557","author":"choi","year":"2018","journal-title":"CoRR"},{"key":"ref35","article-title":"Deepcode: Feedback codes via deep learning","author":"kim","year":"2018","journal-title":"arXiv 1807 00801"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2017.8006751"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC.2018.8445920"},{"key":"ref27","article-title":"Deep learning based MIMO communications","author":"o\u2019shea","year":"2017","journal-title":"arXiv 1707 07980"},{"key":"ref29","article-title":"Deep neural network symbol detecftion for millimeter wave communications","author":"liao","year":"2019","journal-title":"arXiv 1907 11294"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2011.081711.090298"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/JRPROC.1949.232969"},{"key":"ref20","article-title":"Deep joint source-channel coding for wireless image transmission","author":"bourtsoulatze","year":"2018","journal-title":"arXiv 1809 01733"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP40776.2020.9054216"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP40776.2020.9054078"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2018.8461983"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSAIT.2020.2987203"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2017.2758370"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ISSPIT.2016.7886039"},{"key":"ref50","volume":"4","author":"hurewicz","year":"2015","journal-title":"Dimension Theory (PMS-4)"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.123"},{"key":"ref58","first-page":"531","article-title":"Mutual information neural estimation","author":"belghazi","year":"2018","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref57","author":"ver steeg","year":"2000","journal-title":"Non-Parametric Entropy Estimation Toolbox (NPEET)"},{"key":"ref56","article-title":"Learning multiple layers of features from tiny images","author":"krizhevsky","year":"2009"},{"key":"ref55","article-title":"Fashion-MNIST: A novel image dataset for benchmarking machine learning algorithms","author":"xiao","year":"2017","journal-title":"ArXiv 1708 07747"},{"key":"ref54","first-page":"265","article-title":"TensorFlow: A system for large-scale machine learning","volume":"16","author":"abadi","year":"2016","journal-title":"Proc OSDI"},{"key":"ref53","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"arXiv 1412 6980"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2960869"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.1997.595446"},{"key":"ref11","first-page":"114","article-title":"Shannon mappings for robust communication","volume":"98","author":"ramstad","year":"2002","journal-title":"Telektronikk"},{"key":"ref40","article-title":"Autoencoding variational inference for topic models","author":"srivastava","year":"2017","journal-title":"arXiv 1703 01488"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/DCC.2005.92"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/NORSIG.2006.275256"},{"key":"ref14","article-title":"On the design and analysis of Shannon-Kotel’nikov mappings for joint-source-channel coding","author":"floor","year":"2007"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2009.0901.070075"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ISWCS.2007.4392424"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/DCC.2019.00057"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2019.8849476"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2019.8919888"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1002\/j.1538-7305.1948.tb01338.x"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2014.2361532"},{"key":"ref6","first-page":"1283","article-title":"Optimal linear coding for vector channels","volume":"com 24","author":"lee","year":"1976","journal-title":"IEEE Trans Commun"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1965.1053821"},{"key":"ref8","article-title":"Combined source-channel coding for bandlimited waveform channels","author":"vaishampayan","year":"1989"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1980.1056156"},{"key":"ref49","author":"robbins","year":"2006","journal-title":"Economic Applications of Lagrange Multipliers"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/18.144704"},{"key":"ref46","first-page":"4304","article-title":"Breaking the gridlock in mixture-of-experts: Consistent and efficient algorithms","volume":"2019","author":"makkuva","year":"0","journal-title":"Int Conf Mach Learn"},{"key":"ref45","first-page":"633","article-title":"An alternative model for mixtures of experts","volume":"1995","author":"xu","year":"0","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref48","author":"cover","year":"2012","journal-title":"Elements of Information Theory"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2004.05.018"},{"key":"ref42","article-title":"Disentangling by factorising","author":"kim","year":"2018","journal-title":"arXiv 1802 05983"},{"key":"ref41","article-title":"BETA-VAE: Learning basic visual concepts with a constrained variational framework","author":"higgins","year":"2017","journal-title":"Proc ICLR"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(99)00043-X"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1991.3.1.79"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/49\/9457209\/9427220-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/49\/9457209\/09427220.pdf?arnumber=9427220","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,26]],"date-time":"2022-12-26T17:58:31Z","timestamp":1672077511000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9427220\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,7]]},"references-count":58,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/jsac.2021.3078489","relation":{},"ISSN":["0733-8716","1558-0008"],"issn-type":[{"value":"0733-8716","type":"print"},{"value":"1558-0008","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,7]]}}}