GOGGLE_generative_modeling_for_tabular_data_by_learning_relational_structure
2023.03.24
한민석
Topic: Constrained Monotonic Neural Networks Keywords: interpretable deep learning, Model generalization Neural network, Monotonicity, Reference: Runje, Davor, and Sharath M. Shankaranar…
2023-03-17
김현호
Topic: RIFS: a randomly restarted incremental feature selection algorithm keywords: RIFS RIFS2D Feature selection Reference: Ye, Y., Zhang, R., Zheng, W. et al. RIFS: a randomly restarted i…
2023.02.15
이형권
Topic: Image Super-Resolution Using Deep Convolutional Networks Keywords: Super-resolution Deep convolutional neural networks Sparse coding Reference: C. Dong, C. C. Loy, K. He and X. Tang,…
김주헌
Topic: Similarity of Neural Network Representations Revisited Keywords: Neural Network Representation Similarity Reference: 1. Kornblith, Simon, et al. "Similarity of neural network rep…
2023-02-01
Learning loss for active learning CVPR 2019
2023.02.08
김태욱
Learning physics constrained dynamic using autoencoder NeurIPS 2022
Paper review 1. Distilling the Knowledge in a Neural Network (G Hinton et al, 2014 NIPS) 2. Self-training with Noisy Student improves ImageNet classification (Q Xie et al, 2020 CVPR) 3. Knowledge …
2023.01.18
Topic: Clustering using silhouette coefficients Keywords: Cluster analysis Cluster validity index Silhouette coefficient Objective function clustering Reference: F. Batool, "Clustering wit…
Topic: Feedback loop in machine learning Keywords: Feedback loop Recommender system Control system Reference: A. Khritankov, "Hidden Feedback Loops in Machine Learning Systems: A Simulation…
2023.01.03
Physics-Informed neural network - Concept & Practice
2023.01.10
Topic: Merging Components in Linear Gaussian Cluster-Weighted Models Keywords: Mixture Models, Cluster Weighted Models, Model based clustering Reference: 1. Oh, Sangkon, and Byungtae Seo.…
2023-01-03
Out-of-distribution detection using union of 1-dimensional subspaces
2022.11.24
NET-DNF Tabular 데이터에 알맞는 Inductive bias로써, DNNF block을 제안함
2022.11.17
Topic: LIME & SHAP Keywords: Explanable AI Model-agnostic local surrogate model Shapley value, LIME, Reference: 1. Ribeiro, Marco Tulio, Sameer Singh, and Carlos Guestrin. "" Why should …
2022-11-17
