"Comparison of Bayesian Discriminative and Generative Models for Dialogue State Tracking"@en . "978-1-937284-95-4" . . "In this paper, we describe two dialogue state tracking models competing in the 2012 Dialogue State Tracking Challenge (DSTC). First, we detail a novel discriminative dialogue state tracker which directly estimates slot-level beliefs using deterministic state transition probability distribution. Second, we present a generative model employing a simple dependency structure to achieve fast inference. The models are evaluated on the DSTC data, and both significantly outperform the baseline DSTC tracker."@en . . "In this paper, we describe two dialogue state tracking models competing in the 2012 Dialogue State Tracking Challenge (DSTC). First, we detail a novel discriminative dialogue state tracker which directly estimates slot-level beliefs using deterministic state transition probability distribution. Second, we present a generative model employing a simple dependency structure to achieve fast inference. The models are evaluated on the DSTC data, and both significantly outperform the baseline DSTC tracker." . . "Korvas, Mat\u011Bj" . . "11320" . . . "Marek, David" . . . "\u017Dilka, Luk\u00E1\u0161" . . "tracking; state; dialogue; models; generative; discriminative; bayesian; comparison"@en . . . . . . "Jur\u010D\u00ED\u010Dek, Filip" . "The Association for Computational Linguistics" . "RIV/00216208:11320/13:10194692!RIV14-MSM-11320___" . . "Comparison of Bayesian Discriminative and Generative Models for Dialogue State Tracking" . . "6"^^ . . "SIGDIAL '13: 14th Annual Meeting of the Special Interest Group on Discourse and Dialogue" . . "[F89689DE5058]" . "66151" . . "2013-08-22+02:00"^^ . "4"^^ . . "4"^^ . . "Metz, France" . . "RIV/00216208:11320/13:10194692" . "P(LK11221)" . "Stroudsburg, PA, USA" . . "http://www.sigdial.org/workshops/sigdial2013/proceedings/index.html" . "Comparison of Bayesian Discriminative and Generative Models for Dialogue State Tracking"@en . . "Comparison of Bayesian Discriminative and Generative Models for Dialogue State Tracking" . .