Robust Statistical Inference for
High Dimensional Data and Deep Models

Date: September 23rd, 24th
Venue: 2nd Conference Room, Humanities and Social Sciences Building, Academia Sinica, Taiwan

Program


 

Fri.

September 23

Topic
08:50-09:00 Opening
09:00-09:50

Invited 1

Chair : Wen-Han Hwang

Jason D. Lee

Offline Reinforcement Learning with Realizability and Single-Policy Concentrability

09:50-10:00

Discussion

10:00-10:10 Break
10:10-11:00

Invited 2

Chair : Henry Horng-Shing Lu

Veronika Rockova

Conditional GANs for Bayesian Simulation

11:00-11:10

Discussion

11:10-11:20 Break
11:20-12:10

Invited 3

Chair : Nan-Jung Hsu

Di Wang

Rate-Optimal Robust Estimation of High-Dimensional Vector Autoregressive Models

12:10-12:20

Discussion

12:20-14:00 Lunch Break
14:00-14:50

Invited 4

Chair : Guan-Hua Huang

Tso-Jung Yen

Explainable AI Against Adversarial Attacks

14:50-15:00

Discussion

15:00-15:10 Break
15:10-16:00

Invited 5

Chair : Ray-Bing Chen

Ming-Chung Chang

Predictive Subdata Selection for Large-Scale Deterministic Computer Models

16:00-16:10

Discussion

16:10-17:20 Break
16:20-17:20

Chair : I-Ping Tu

Talk 1

Yan-Bin Chen

Feature Representation Learning in Neural Networks Guided by the Sliced Inverse Regression

Talk 2

Yi-Ju Lee

Chaotic-based Deep Learning Approach for Identifying Nonalcoholic Fattey Livers with Ultrasound Images

Sat.

September 24

Topic
09:00-09:50

Invited 6

Chair : Mei-Hui Guo

Jinchi Lv

High-Dimensional Knockoffs Inference for Time Series Data

09:50-10:00

Discussion

10:00-10:10 Break
10:10-11:00

Invited 7

Chair : Ching-Kang Ing

Yingying Fan

Asymptotic Properties of High-Dimensional Random Forests

11:00-11:10

Discussion

11:10-11:20 Break
11:20-12:10

Invited 8

Chair : Hsin-Chou Yang

Chen-Hsiang Yeang

Clustering Image Data with a Fixed Embedding

12:10-12:20

Discussion

12:20-14:00 Lunch Break
14:00-15:00

Chair : Su-Yun Huang

Talk 3

Hsueh-Han Huang

Model Selection for High-Dimensional Misspecified Time Series Models

Talk 4

Yan-Shuo Pan

Multiple Robust Estimation of Average Treatment Effects with High-Dimensional Covariates

Talk 5

Toshinari Morimoto

A Comparison Study on Various Rank Estimation Methods for FA and PPCA

15:00-15:10 Closing
***