{"type":"ScholarlyArticle","title":"Active Inference for Dynamic Bayesian Networks","authors":[{"name":"Caner Komurlu","slug":"caner-komurlu","given":"Caner","family":"Komurlu","affiliation":"Illinois Institute of Technology , Chicago Illinois"}],"abstract":"In supervised learning, many techniques focus on optimizing training phase to increase prediction performance. Active inference, a relatively novel paradigm, aims to decrease overall prediction error via selective collection of some labels based on relations among instances. In this research, we use dynamic Bayesian networks to model temporal systems and we apply active inference to dynamically choose variables for observation so as to improve prediction on unobserved variables","doi":null,"url":"https://ijcai.org/proceedings/2016/578","pdf":"https://ijcai.org/proceedings/2016/0578.pdf","markdown":"https://ijcai.org/proceedings/2016/578.md","bibtex":"https://ijcai.org/proceedings/2016/bibtex/578","volume":{"slug":"2016","title":"Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2016","url":"https://ijcai.org/proceedings/2016/","year":2016,"location":"New York, NY, USA","dates":"9–15 July 2016","editors":"Subbarao Kambhampati","isbn":"978-1-57735-770-4; 978-1-57735-771-1","publisher":"AAAI Press / International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":578,"pages":{"first":4008,"last":4008},"keywords":[],"videos":[],"references":[{"position":1,"raw":"[Bilgic and Getoor, 2009] Mustafa Bilgic and Lise Getoor. Reflect and correct: A misclassification prediction approach to active in- ference. ACM Transactions on Knowledge Discovery from Data, 3(4):1-32, November 2009.","title":"Reflect and correct: A misclassification prediction approach to active inference","authors":"Mustafa Bilgic, Lise Getoor","year":"2009","venue":"ACM Transactions on Knowledge Discovery from Data","doi":null,"url":null,"internal_url":null},{"position":2,"raw":"[Deshpande et al., 2004] Amol Deshpande, Carlos Guestrin, Samuel R Madden, Joseph M Hellerstein, and Wei Hong. Model-driven data acquisition in sensor networks. In Proceed- ings of the Thirtieth international conference on Very large data bases-Volume 30, pages 588-599. VLDB Endowment, 2004.","title":"Model-driven data acquisition in sensor networks","authors":"Amol Deshpande, Carlos Guestrin, Joseph M Samuel R Madden, Wei Hellerstein, Hong","year":"2004","venue":"Proceedings of the Thirtieth international conference on Very large data bases","doi":null,"url":null,"internal_url":null},{"position":3,"raw":"[Komurlu and Bilgic, 2016] Caner Komurlu and Mustafa Bilgic. Active inference and dynamic gaussian bayesian networks for battery optimization in wireless sensor networks. In Proceed- ings of AAAI Workshop on Artificial Intelligence for Smart Grids and Smart Buildings, 2016.","title":"Active inference and dynamic gaussian bayesian networks for battery optimization in wireless sensor networks","authors":"Bilgic Komurlu, Caner Komurlu, Mustafa Bilgic","year":"2016","venue":"Proceedings of AAAI Workshop on Artificial Intelligence for Smart Grids and Smart Buildings","doi":null,"url":null,"internal_url":null},{"position":4,"raw":"[Komurlu et al., 2014] Caner Komurlu, Jinjian Shao, and Mustafa Bilgic. Dynamic bayesian network modeling of vasculariza- tion in engineered tissues. In Proceedings of the Eleventh UAI Bayesian Modeling Applications Workshop, 2014.","title":"Dynamic bayesian network modeling of vascularization in engineered tissues","authors":"Komurlu","year":"2014","venue":"Proceedings of the Eleventh UAI Bayesian Modeling Applications Workshop","doi":null,"url":null,"internal_url":null},{"position":5,"raw":"[Settles, 2012] B. Settles. Active Learning. Synthesis Lectures on Artificial Intelligence and Machine Learning. Morgan & Clay- pool, 2012.","title":"Active Learning","authors":"B Settles","year":"2012","venue":"Synthesis Lectures on Artificial Intelligence and Machine Learning","doi":null,"url":null,"internal_url":null}],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}