2020 IEEE International Symposium
on Information Theory
21-26 June 2020 • Los Angeles, California, USA
L.13: Online, Active, and Transfer Learning | |
| Session Type: Lecture | |
| Track: Statistics and Learning Theory | |
| Virtual Session: View on Virtual Platform | |
| Session Chair: Varun Jog, University of Wisconsin-Madison | |
| L.13.1: Active Learning for Classification with Abstention | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Shubhanshu Shekhar; University of California, San Diego | |
| Mohammad Ghavamzadeh; Facebook AI Research | |
| Tara Javidi; University of California, San Diego | |
| L.13.2: Rényi Entropy Bounds on the Active Learning Cost-Performance Tradeoff | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Vahid Jamali; University of Erlangen-Nuremberg, Germany | |
| Antonia Tulino; University of Napoli Federico II, Italy | |
| Jaime Llorca; New York University, New York | |
| Elza Erkip; New York University, New York | |
| L.13.3: An Efficient Running Quantile Estimation Technique alongside Correntropy for Outlier Rejection in Online Regression | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Sajjad Bahrami; University of California, Riverside | |
| Ertem Tuncel; University of California, Riverside | |
| L.13.4: Information-theoretic analysis for transfer learning | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Xuetong Wu; University of Melbourne | |
| Jonathan Manton; University of Melbourne | |
| Uwe Aickelin; University of Melbourne | |
| Jingge Zhu; University of Melbourne | |
| L.13.5: What is the Value of Data? on Mathematical Methods for Data Quality Estimation | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Netanel Raviv; Washington University in Saint Louis | |
| Siddharth Jain; California Institute of Technology | |
| Jehoshua Bruck; California Institute of Technology | |
Plan Ahead
2021 IEEE International Symposium on Information Theory
11-16 July 2021 | Melbourne, Victoria, Australia
