2018 Workshop on High Dimensional Statistical Analysis
Date: December 7th, 8th, 10th, 11th
Venue: 2nd Conference Room, Humanities and Social Sciences Building,
Academia Sinica, Taiwan

News


  • 2018/11/22 Online registration is closed.
  • 2018/11/02 Deadline for online registration is 21th Nov (Wed).
  • 2018/05/15 This page will come online soon.

Committee


Organizing Committee

Scientific Program Committee

Local Organizing Committee

Keynote Speakers


  • Tiefeng Jiang

    (School of Statistics, University of Minnesota)
  • Robert Nowak

    (Electrical & Computer Engineering, University of Wisconsin-Madison)

Speakers


  • Yuan-chin Ivan Chang

    (Institute of Statistical Science, Academia Sinica)
  • Ling-Jyh Chen

    (Institute of Information Science, Academia Sinica)
  • Ting-Li Chen

    (Institute of Statistical Science, Academia Sinica)
  • Szu-Chi Chung

    (Institute of Statistical Science, Academia Sinica)
  • Hung Hung

    (Institute of Epidemiology and Preventive Medicine, National Taiwan University)
  • Jing-Shiang Hwang

    (Institute of Statistical Science, Academia Sinica)
  • Ming-Yueh Huang

    (Institute of Statistical Science, Academia Sinica)
  • Hsin-Cheng Huang

    (Institute of Statistical Science, Academia Sinica)
  • Shih-Hao Huang

    (Department of Mathematics, National Central University)
  • Szu-Han Lin

    (Institute of Statistical Science, Academia Sinica)
  • Yuh-Jye Lee

    (Department of Applied Mathematics, National Chiao Tung University)
  • Shao-Hsuan Wang

    (Institute of Statistical Science, Academia Sinica)

Program


 

Time Dec. 7(Fri.) Dec. 8(Sat.) Dec. 9(Sun.) Dec. 10(Mon.) Dec. 11(Tue.)
  2nd
Conference Room
2nd
Conference Room
2nd
Conference Room
2nd
Conference Room
Topic
Interactive and Sequential Machine Learning
Time Series and its Applications in PM2.5 Data Analysis
 
Dimension Reduction and Clustering Analysis for high dimensional data
Probability Theory and its Application in cryo-EM Image Analysis
08:45-09:00 Opening

 

     
09:00-10:15 Keynote Speech
Chair: Ruey S. Tsay

Speaker: Robert Nowak
  • Introduction to Theory of Active Machine Learning
Keynote Speech
Chair: Hwai-Chung Ho

Speaker: Ching-Kang Ing
  • An introduction to high-dimensional time series models
  Keynote Speech
Chair: Su-Yun Huang

Speaker: Makoto Aoshima
  • High-Dimensional Statistical Analysis: Non-Sparse Modeling, Geometric Representations and New PCAs
Keynote Speech
Chair: Yi-Ching Yao

Speaker: Tiefeng Jiang
  • Sample Correlation for High-Dimensional Data
10:15-10:45 Tea Break Tea Break   Tea Break Tea Break
10:45-12:00 Keynote Speech
Speaker: Robert Nowak
  • High-Dimensional Multiple Testing and Multi-Armed Bandits
Keynote Speech
Speaker: Ching-Kang Ing
  • Estimation of autocovariance matrices of serially dependent data and analysis of high-dimensional multivariate time series
  Keynote Speech
Speaker: Makoto Aoshima
  • New Techniques in High-Dimensional Statistical Analysis: SSE vs. NSSE and Data Transformation
Keynote Speech
Speaker: Tiefeng Jiang
  • Largest Entries of Sample Correlation Matrices from Equi-correlated Normal Populations
12:00-13:40 Lunch Break Lunch Break   Lunch Break Lunch Break
13:40-14:40






14:40-15:40
Session 1
Chair: Henry Horng-Shing Lu

Speaker: Yuan-chin Ivan Chang
  • Applying Distributed Sequential Methods to Huge Data Analysis
Speaker: Yuh-Jye Lee
  • Reduced Support Vector Machines: A Compressed Learning Viewpoint
Session 1
Chair: Mei-Hui Guo

Speaker: Jing-Shiang Hwang
  • Source apportionment of PM2.5 concen-trations with Bayesian hierarchical mod-els
Speaker: Ling-Jyh Chen
  • Making Sense of Internet of Things: us-ing AirBox as an Example
  Session 1
Chair: Hung Chen

Speaker: Hung Hung
  • Sufficient dimension reduction via random-partition for large-p-small-n problem
Speaker: Ming-Yueh Huang
  • Estimating continuous treatment effect functions with joint suffi-cient dimension reduction
Session 1
Chair: Wei-hau Chang

Speaker: Shao-Hsuan Wang
  • Analyzing Model Bias in Cryo-EM Single-Particle Image Processing
Speaker: Szu-Han Lin
  • Random partition t-SNE
15:40-16:00 Tea Break Tea Break   Tea Break Tea Break
16:00-17:00 Session 2
Chair: Ray-Bing Chen

Speaker: Ting-Li Chen
  • Robust linear discriminant analysis based on γ-divergence
Session 2
Chair: Youngjo Lee

Speaker: Hsin-Cheng Huang
  • Spatial Analysis of Fine Particulate Matter in Taiwan
  Session 2
Chair: Mong-Na Lo Huang

Speaker: Shih-Hao Huang
  • A Two-Step Supervised Dimen-sion Reduction with Applica-tions to Face Recognition
Session 2
Chair: Bo-Cheng Lai

Speaker: Szu-Chi Chung
  • A Dimension Reduction Method For Cryo-EM Image Processing
17:30 Reception
(By invitation only)
    Banquet
(By invitation only)
(Bus leaves HSS at 17:20)
   

When and Where


DATE :
December 7th, 8th, 10th & 11th, 2018

VENUE :
2nd Conference Room,
Humanities and Social Sciences Building,
Academia Sinica, Taiwan