Harnessing the Power of Latent Structure Models and Modern Big Data learning

Videos from IASM Workshop

, Princeton University
- 09:40
Ranking inferences based on the top choice of multiway comparisons
Watch video | Download video: 202312110900-Fan.mp4 (56M)
, Harvard University
- 10:20
Ensemble testing of global null hypotheses with applications to whole genome sequencing studies
Watch video | Download video: 202312110940-Lin.mp4 (71M)
, University of Michigan
- 11:30
A latent space model for hypergraphs with diversity and heterogeneous popularity
Watch video | Download video: 202312111100-Zhu.mp4 (50M)
, Peking University
- 12:00
Optimal signal detection in covariance and precision matrices
Watch video | Download video: 202312111130-Qiu.mp4 (49M)
, University of Queen’sland
- 14:30
An apparent paradox in semi-supervised learning
Watch video | Download video: 202312111400-McLachlan.mp4 (50M)
, University of Southern California
- 15:00
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff
Watch video | Download video: 202312111430-Javanmard.mp4 (49M)
, Beijing Normal University/Hong Kong Baptist University
- 16:00
Change point detection for tensors with heterogeneous slices
Watch video | Download video: 202312111530-Zhu.mp4 (60M)
, University of California, Riverside
- 16:30
Semiparametric mixture of regression with unspecified error distributions
Watch video | Download video: 202312111600-Yao.mp4 (55M)
, University of Toronto
- 17:00
Identification of dynamic panel logit models with fixed effects
Watch video | Download video: 202312111630-Gu.mp4 (46M)
, Carnegie Mellon University
- 09:30
Learning and Rranking Research Topics in Statistics
Watch video | Download video: 202312120900-Jin.mp4 (53M)
, University of Southern California
- 10:00
Two sample inference for random objects using depth profiles
Watch video | Download video: 202312120930-Dubey.mp4 (42M)
, Harvard University
- 10:30
Text analysis and testing of high-dimensional multinomials
Watch video | Download video: 202312121000-Ke.mp4 (44M)
, University of Chicago
- 11:30
Empirical partially Bayes multiple testing and compound χ² decisions
Watch video | Download video: 202312121100-Ignatiadis.mp4 (40M)
, National University of Singapore
- 12:00
Manifold fitting with CycleGAN
Watch video | Download video: 202312121130-Yao.mp4 (54M)
, National University of Singapore
- 14:00
The computational curse of big data for Bayesian additive regression trees: A hitting time analysis
Watch video | Download video: 202312121330-Tan.mp4 (40M)
, National University of Singapore
- 14:30
Network-guided covariate selection and downstream applications
Watch video | Download video: 202312121400-Wang.mp4 (48M)
, University of Southern California
- 15:00
Neyman-Pearson and equal opportunity: when efficiency meets fairness in classification
Watch video | Download video: 202312121430-Tong.mp4 (40M)
, University of Cambridge
- 16:00
Isotonic subgroup selection
Watch video | Download video: 202312121530-Samworth.mp4 (42M)
, University of Cambridge
- 16:30
Differentially private penalized M-estimation via noisy optimization
Watch video | Download video: 202312121600-Loh.mp4 (45M)
, Institute of Mathematical Stochastics, Goettingen
- 17:00
Transport dependency: Optimal transport-based dependency measures
Watch video | Download video: 202312121630-Munk.mp4 (41M)
, Cornell
- 09:30
Inference for the Wasserstein distance between mixing measures in topic models
Watch video | Download video: 202312130900-Bunea.mp4 (56M)
, Wharton School, University of Pennsylvnania
- 10:00
Gaussian differential privacy and how to enhance census data privacy for free
Watch video | Download video: 202312130930-Su.mp4 (45M)
, The University of Texas, Austin
- 10:30
Demystifying softmax gating Gaussian mixture of experts
Watch video | Download video: 202312131000-Ho.mp4 (60M)
, Fudan University
- 11:20
Network autoregression for incomplete matrix-valued time series
Watch video | Download video: 202312131050-Zhu.mp4 (44M)
, Zhejiang University
- 11:50
Large-scale inference on heteroscedastic units
Watch video | Download video: 202312131120-Sun.mp4 (53M)
, University of Georgia Athens
- 12:30
Subsampling in large networks
Watch video | Download video: 202312131150-Ma.mp4 (40M)
, Cornell University
- 09:30
Discriminant analysis in high-dimensional Gaussian mixtures
Watch video | Download video: 202312140900-Wegkamp.mp4 (38M)
,
- 10:00
Homogeneity pursuit in ranking inferences based on pairwise comparison data
Watch video | Download video: 202312140930-Tao.mp4 (39M)
,
- 10:30
Optimal nonparametric inference with two-scale distributional nearest neighbors
Watch video | Download video: 202312141000-Demirkaya.mp4 (32M)
, Peking University
- 11:30
Nonasymptotic theory for two-layer neural networks: Beyond the bias-variance trade-off
Watch video | Download video: 202312141100-Lin.mp4 (48M)
, The University of Tennessee Knoxville
- 12:00
Robust knockoff inference with coupling
Watch video | Download video: 202312141130-Gao.mp4 (39M)
, Renmin University of China
- 14:00
Distributed learning of finite mixture models
Watch video | Download video: 202312141330-Zhang.mp4 (43M)
, University of Southern California
- 14:30
SOFARI: High-dimensional manifold-based inference
Watch video | Download video: 202312141400-Lv.mp4 (54M)
, Yunnan University
- 15:30
Augmented two-step estimating equations with nuisance functionals and complex survey data
Watch video | Download video: 202312141500-Zhao.mp4 (26M)
, Kathmandu University
- 16:00
Identification of latent structures in qualitative variables – Examples from renewable energy users of Nepal
Watch video | Download video: 202312141530-Devkota.mp4 (42M)
, Each China Normal University
- 17:00
Navigating challenges in classification and outlier detection: a remedy based on semi-parametric density ratio models
Watch video | Download video: 202312141630-Liu.mp4 (39M)
, McGill University
- 09:30
Estimation and Sparsity in overfitted mixture-of-experts (MOE) models
Watch video | Download video: 202312150900-Khalili.mp4 (50M)
, Duke University
- 10:00
Parameter Estimations in Finite Mixture Models
Watch video | Download video: 202312150930-Wei.mp4 (46M)
, University of Waterloo
- 10:30
Maximum binomial likelihood for multivariate mixture data
Watch video | Download video: 202312151000-Li.mp4 (39M)

Special Notice:

The videos for IASM workshop 23w5009 are available here: http://videos.birs.ca/2023/23w5009/.