{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T17:33:19Z","timestamp":1725557599550},"reference-count":25,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,11]]},"DOI":"10.1109\/ssci.2017.8280810","type":"proceedings-article","created":{"date-parts":[[2018,2,7]],"date-time":"2018-02-07T16:44:37Z","timestamp":1518021877000},"page":"1-8","source":"Crossref","is-referenced-by-count":2,"title":["On learning the structure of sum-product networks"],"prefix":"10.1109","author":[{"given":"Cory J.","family":"Butz","sequence":"first","affiliation":[]},{"given":"Jhonatan S.","family":"Oliveira","sequence":"additional","affiliation":[]},{"given":"Andre E.","family":"dos Santos","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-23525-7_21"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.128"},{"key":"ref12","first-page":"2033","article-title":"Learning the architecture of sum-product networks using clustering on variables","author":"dennis","year":"2012","journal-title":"Proceedings of the Twenty-Fifth Conference on Advances in Neural Information Processing Systems"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-40991-2_39"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6247816"},{"key":"ref15","first-page":"3248","article-title":"Discriminative learning of sum-product networks","author":"gens","year":"2012","journal-title":"Proceedings of the Twenty-Fifth Conference on Advances in Neural Information Processing Systems"},{"key":"ref16","first-page":"2098","article-title":"Language modeling with sum-product networks","author":"cheng","year":"2014","journal-title":"Proceedings of the Fifteenth International Speech Communication Association"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2014.6854292"},{"journal-title":"Probabilistic Reasoning in Intelligent Systems Networks of Plausible Inference","year":"1988","author":"pearl","key":"ref18"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(90)90060-D"},{"journal-title":"On the expressive efficiency of sum product networks","year":"2014","author":"martens","key":"ref4"},{"key":"ref3","first-page":"666","article-title":"Shallow vs. deep sum-product networks","author":"delalleau","year":"2011","journal-title":"Proceedings of the Twenty-Fourth Conference on Advances in Neural Information Processing Systems"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-1809.1972.tb00293.x"},{"key":"ref5","first-page":"873","article-title":"Learning the structure of sum-product networks","author":"gens","year":"2013","journal-title":"Procs of the Thirtieth International Conference on Machine Learning"},{"journal-title":"Machine Learning","year":"1997","author":"mitchell","key":"ref8"},{"journal-title":"Elements of Information Theory","year":"2012","author":"cover","key":"ref7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW.2011.6130310"},{"journal-title":"Pattern Classification","year":"2012","author":"duda","key":"ref9"},{"journal-title":"Deep Learning","year":"2016","author":"goodfellow","key":"ref1"},{"key":"ref20","first-page":"748","article-title":"Learning efficient markov networks","author":"gogate","year":"2010","journal-title":"Proceedings of the Twenty-Third Advances in Neural Information Processing Systems"},{"key":"ref22","first-page":"1148","article-title":"Markov network structure learning: A randomized feature generation approach","author":"van haaren","year":"2012","journal-title":"Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-84858-7_2"},{"journal-title":"Learning arithmetic circuits","year":"2012","author":"lowd","key":"ref24"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511811357"},{"key":"ref25","first-page":"710","article-title":"Learning sum-product networks with direct and indirect variable interactions","author":"rooshenas","year":"2014","journal-title":"Proceedings of the Thirty-First International Conference on Machine Learning"}],"event":{"name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","start":{"date-parts":[[2017,11,27]]},"location":"Honolulu, HI","end":{"date-parts":[[2017,12,1]]}},"container-title":["2017 IEEE Symposium Series on Computational Intelligence (SSCI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8267146\/8280782\/08280810.pdf?arnumber=8280810","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,3,16]],"date-time":"2018-03-16T12:03:15Z","timestamp":1521201795000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/8280810\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,11]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/ssci.2017.8280810","relation":{},"subject":[],"published":{"date-parts":[[2017,11]]}}}