Topic:
Missing imputation

Keywords:
Missing mechanism
Missing data handling
MICE (multiple imputation by chained equations)

Reference:
Azur et al., "…

• Date

  2024.05.14

• Speaker

  김주헌

Topic:
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation

keywords:
Semantic segmentation
Uncertainty estima…

• Date

  2024.04.16

• Speaker

  이형권

Topic:
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels

Keywords:
Bayesian Optimization
Few-Shot
Deep Kernels
Meta-Learning

• Date

  2024.04.02

• Speaker

  김철규

Topic :
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Keywords:
Gradient-weighted class activation map
Visual Explanati…

• Date

  2024.03.19.

• Speaker

  김찬호

Topic :
Linear Coefficient Estimation under Interaction Effect

Keywords:
Generalized Additive Models
Distributional Regression
Semi-Structured Effects
M…

• Date

  2024.03.26.

• Speaker

  부도현

Topic :
Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding

Keywords:
Causal Inference
Heterogeneous Treatment Ef…

• Date

  2024.02.29.

• Speaker

  변유정

Topic :
Tabular Data and Neural Nerworks

Keywords:
Deep tabular learning,
Numerical Feature embedding,



Reference:
1. Grinsztajn, Léo, Edouard Oya…

• Date

  2024-02-29

• Speaker

  김현호

Topic:
Collaborative and Distributed Bayesian Optimization via Consensus

Keywords:
Bayesian Optimization
Federated Learning
Distributed

[이 게시물은 관리자님에 의해…

• Date

  2024.02.15

• Speaker

  김철규

Topic:
Are We Certain It's Anomalous?

keywords:
Anomaly detection
Time series Anomaly Detection GAN(TadGAN)
Hyperbolic neural networks
Hyperbolic space …

• Date

  2024.02.01

• Speaker

  이형권

Topic:
Feature Selection

keywords:
Embedded Feature Selection
Feature Importance
Self-Supervised Learning

[이 게시물은 관리자님에 의해 2024-02-26 13:30:13 Seminar에서…

• Date

  2024.01.25.

• Speaker

  김찬호

Topic:
Causality Inspired Representation Learning for Domain Generalization

keywords:
Causal Inference
Domain Adaptation
Out-of-Distribution
Representat…

• Date

  2024.01.18.

• Speaker

  변유정

Topic
- Domain Adaptation under monotonic causal shift via Surrogate Domain Estimation (DASDE)
- Domain Adaptation under monotonic causal shift via Causal Dis…

• Date

  2024.01.11.

• Speaker

  부도현