人:葉倚任教授(高師大數學系)
                    (Department of Mathematics, National Kaohsiung Normal University)

    題:Domain Adaptation for Visual Classification

    期:1051122日(週二)
    間:1610開始
    點:S433

摘要Abstract

For cross-view action recognition and many real-world visual classification problems, one needs to recognize test data at a particular target domain of interest, while training data are collected at a different source domain. Without eliminating such domain differences, recognition of test data using classifiers trained in the source domain will not be expected to produce satisfactory performance. In this talk, I will introduce several domain adaptation approaches, which are able to learn a common feature space relating cross-domain data. In particular, our proposed method (among one of these approaches) not only aims at matching cross-domain data marginal distributions during adaptation, but also exploits the structure of target domain data and update class-conditional distributions accordingly. Experiments on various cross-domain visual classification tasks would verify the effectiveness and robustness of our proposed method.


Short Bio

Dr. Yi-Ren Yeh received his M.S. and Ph.D. degrees from the Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology in 2006 and 2010, respectively. From August 2008 to May 2009, he was a visiting scholar of CyLab, Carnegie Mellon University, Pittsburgh, USA. He was a postdoctoral research fellow of the Research Center for Information Technology Innovation (CITI) at Academia Sinica and Intel-NTU Connected Context Computing Center at National Taiwan University from 2010 to 2013. He was an assistant professor of Department of Applied Mathematics at Chinese Culture University from 2013 to 2015. He joined Department of Mathematics at National Kaohsiung Normal University as an assistant professor from 2015. His research interests include machine learning, data mining, multimedia content analysis, and data analysis in IoT(Internet of Things).

107數學系預研生說明會 (108申請109入學)歡迎報名參加。 發佈時間: 2018-11-06, 週二
說明: 一、時間:107年12月11日(週二)12:10-13:00 二、地點:淡水校園科學館S433 三、主講人:楊定揮主任...
***歡迎報考本系[數學與數據科學碩士班]*** 發佈時間: 2018-11-01, 週四
本校招生資訊http://adms.tku.edu.tw/?locale=zh_tw 甄試報名:107/10/30-11/12下午4點 甄試面試:107/12/2 考試報名:108/1/8-2/21...
107學年度數學系專業證照獎學金得獎名單 發佈時間: 2018-10-12, 週五
 學號 班級   404190034  數學四  404191198  數學四  403200503  資統四  403200206...
107學年度第1學期數學系清寒獎學金得獎名單 發佈時間: 2018-10-12, 週五
下列每位同學各得獎金5,000元,請得獎同學於10月18日前至系辦填寫資料。 學號 班級 406190511 數學二 405190116...
107/10/23 Professor Man-Ho Ling(Department of Mathematics and Information Technology, The Education University of Hong Kong)-Optimal simple SSALT plan for one-shot devices under exponential distributions 發佈時間: 2018-10-12, 週五
主講人:Professor. Man-Ho Ling (Department of Mathematics and Information Technology, The Education University of Hong Kong) 題...
107/10/23 Professor N. Balakrishnan(Distinguished University, McMaster University Hamilton, Ontario,Canada)-Exact Linear Likelihood Inference for Laplace Distribution 發佈時間: 2018-10-12, 週五
主講人:Professor N. Balakrishnan         (Distinguished University, McMaster University...
107/12/18 Professor Ng, Hon Keung Tony(Department of Statistical Science, Southern Methodist University, Dallas, Texas, USA)-Gamma Degradation Model and Related Applications: From Light Intensity to Drug Dissolution 發佈時間: 2018-10-11, 週四
主講人:Professor Ng, Hon Keung Tony (Department of Statistical Science, Southern Methodist University, Dallas, Texas, USA) 題  目:Gamma...
107/5/29 李志光 教授 (College of William and Mary)-An invitation to preserver problems 發佈時間: 2018-05-14, 週一
主講人:李志光 教授 (College of William and Mary) 題  目: An invitation to preserver problems  日 ...
107/5/22 洪盟凱 教授 (中央大學數學系)-Global existence of weak solutions to the initial-boundary value problem of Euler-Poisson equations with self-gravitation force in spherically symmetric space-times 發佈時間: 2018-05-14, 週一
主講人:洪盟凱 教授 (中央大學數學系) 題  目:Global existence of weak solutions to the initial-boundary value problem of...