Category

• Econometrics 10
• EECS498 9
• GAN 7
• Ensemble 7
• HighDimensionalStatistics 7
• torch 3
• LinearModel 3
• GNN 2
• stock 1
• XAI 1
• DLtheory 1
• Mathematics 1
• StatisticalComputing 1

Econometrics

[Econometrics] 10. Vector Autoregressive  2022.09.22 Econometrics stat

[Econometrics] 9. Method of moments  2022.09.21 Econometrics stat

[Econometrics] 8. Non-stationary time series  2022.09.21 Econometrics stat

[Econometrics] 7. Time Series  2022.09.21 Econometrics stat

[Econometrics] 6. Panel data  2022.09.21 Econometrics stat

[Econometrics] 5. Limited dependent variable  2022.09.21 Econometrics stat

[Econometrics] 4. Multicollinearity  2022.09.21 Econometrics stat

[Econometrics] 3. Autocorrelation  2022.09.21 Econometrics stat

[Econometrics] 2. Heteroskedasticity  2022.09.21 Econometrics stat

[Econometrics] 1. Regression under Classical Assumption  2022.09.21 Econometrics stat

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EECS498

[EECS498]Lecture17: Attention  2022.05.31 EECS498 CV stat

[EECS498]Lecture16: Redcurrent Neural Network  2022.05.30 EECS498 CV stat

[EECS498]Lecture14: Object detection2  2022.05.25 EECS498 CV stat

[EECS498]Lecture13: Object detection1  2022.05.25 EECS498 CV stat

[EECS498]Lecture11: CNN Architecture  2022.04.22 EECS498 CV stat

[EECS498]Lecture10: Training Neural Networks Part2  2022.04.21 EECS498 CV stat

[EECS498]Lecture09: Training Neural Networks Part1  2022.04.20 EECS498 CV stat

[EECS498]Lecture08: CNN Architecture  2022.04.10 EECS498 CV stat

EECS498 & CS231N  2022.03.02 EECS498 CV stat

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GAN

[Paper Review] A Deep Generative Approach to Conditional Sampling  2022.11.26 GAN stat

[Paper Review] Wasserstein GAN  2022.11.08 GAN stat

[GAN] Gumbel Softmax  2022.10.12 GAN stat

[Paper Review] Modeling Tabular Data using Conditional GAN  2022.09.27 GAN stat

[Paper Review] UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONALGENERATIVE ADVERSARIAL NETWORKS  2022.05.28 GAN stat

[Paper Review]Generative Adversarial Networks  2022.04.22 GAN stat

[GAN] introduction  2022.04.15 GAN stat

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Ensemble

[Paper Review] Reconciling modern machine-learning practice and the classical bias–variance trade-off  2022.09.27 Ensemble stat

[Ensemble] CATBoost  2022.05.04 Ensemble stat

[Ensemble] LightGBM  2022.05.01 Ensemble stat

[Ensemble] XGBoost  2022.04.30 Ensemble stat

[Ensemble] Random Forest  2022.04.28 Ensemble stat

[Ensemble] Gradient Boosting  2022.04.26 Ensemble stat

[Ensemble] Intro to Boosting & AdaBoost  2022.04.26 Ensemble stat

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HighDimensionalStatistics

[High Dimensional Statistics] Maximum Mean Discrepancy(MMD)  2022.12.15 HighDimensionalStatistics Metric stat

[High Dimensional Statistics] Uniform Laws of large numbers  2022.11.27 HighDimensionalStatistics Asymptotic stat

[High Dimensional Statistics] Linear Regression  2022.11.26 HighDimensionalStatistics Linear Regression stat

[High Dimensional Statistics] Principal Component Analysis(PCA)  2022.10.22 HighDimensionalStatistics PCA stat

[High Dimensional Statistics] Metric Entropy  2022.10.15 HighDimensionalStatistics Metric stat

[High Dimensional Statistics] Matrix Covariance Estimation  2022.09.25 HighDimensionalStatistics Inequalities stat

[High Dimensional Statistics] Concentration Inequalities  2022.09.15 HighDimensionalStatistics Inequalities stat

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torch

[PyTorch] ImageFolder  2022.01.05 torch pytorch stat

[PyTorch] DataLoader  2022.01.05 torch pytorch stat

[PyTorch] 자동미분(AUTOGRAD)  2022.01.05 torch pytorch stat

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LinearModel

[Linear Model] One-way ANOVA  2022.11.25 LinearModel ANOVA Linear Regression stat

[Linear Model] Hypothesis Testing  2022.11.02 LinearModel Linear Regression stat testing

[Linear Model] Estimation  2022.10.15 LinearModel estimation Linear Regression stat

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GNN

Graph Convoultional Network  2022.05.15 GNN stat

[Paper Review] LINE: Large-scale Information Network Embedding  2022.05.08 GNN embedding stat

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stock

[Paper Review] Graph-Based Learning for Stock Movement Prediction with Textual and Relational Data  2022.04.20 stock application etc stat stock

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XAI

A Unified Approach to Interpreting Model Predictions  2022.08.12 XAI Machine Learning stat XAI

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DLtheory

[Paper Review] Probabilistic Symmetry and Invariant Neural Networks  2022.12.01 DLtheory stat

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Mathematics

[Analysis] Uniform convergence  2022.12.19 Mathematics Analysis stat

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StatisticalComputing

[Statistical Computing] EM algorithm  2023.04.02 StatisticalComputing EM algorithm stat

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