L.2: Classification |
| Session Type: Lecture |
| Track: Statistics and Learning Theory |
| Virtual Session: View on Virtual Platform |
| Session Chair: Lalitha Sankar, Arizona State University
|
| |
|
L.2.1: Evaluation of Error Probability of Classification Based on the Analysis of the Bayes Code
|
| Click here to download the manuscript |
| Click here to view the Virtual Presentation |
| Shota Saito; Waseda University |
| Toshiyasu Matsushima; Waseda University |
| |
|
L.2.2: Optimality of Least-squares for Classification in Gaussian-Mixture Models
|
| Click here to download the manuscript |
| Click here to view the Virtual Presentation |
| Hossein Taheri; University of California, Santa Barbara |
| Ramtin Pedarsani; University of California, Santa Barbara |
| Christos Thrampoulidis; University of California, Santa Barbara |
| |
|
L.2.3: A Fair Classifier Using Mutual Information
|
| Click here to download the manuscript |
| Click here to view the Virtual Presentation |
| Jaewoong Cho; KAIST |
| Gyeongjo Hwang; KAIST |
| Changho Suh; KAIST |
| |
|
L.2.4: Analytic Study of Double Descent in Binary Classification: The Impact of Loss
|
| Click here to download the manuscript |
| Click here to view the Virtual Presentation |
| Ganesh Ramachandra Kini; University of California, Santa Barbara |
| Christos Thrampoulidis; University of California, Santa Barbara |
| |
|
L.2.5: On Binary Statistical Classification from Mismatched Empirically Observed Statistics
|
| Click here to download the manuscript |
| Click here to view the Virtual Presentation |
| Hung-Wei Hsu; National Taiwan University, Taipei, Taiwan |
| I-Hsiang Wang; National Taiwan University, Taipei, Taiwan |
| |
