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statistical inference

146 papers

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Co-occurring keywords

confidence interval (145) hypothesis testing (254) asymptotic normality (66) false discovery rate (75) bayesian inference (1904) uncertainty quantification (1365) parameter estimation (274) selective inference (20) differential privacy (1010) feature selection (649)

Papers

CONTRA: Contrarian statistics for controlled variable selection AISTATS 2021
Inference for the Case Probability in High-dimensional Logistic Regression JMLR 2021
On Estimation in Latent Variable Models ICML 2021
The Heads Hypothesis: A Unifying Statistical Approach Towards Understanding Multi-Headed Attention in BERT AAAI 2021
SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression NIPS 2021
Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration NIPS 2021
Tractable computation of expected kernels UAI 2021
Auditing ML Models for Individual Bias and Unfairness AISTATS 2020
Breaking the Curse of Nonregularity with Subagging --- Inference of the Mean Outcome under Optimal Treatment Regimes JMLR 2020
The Power of Batching in Multiple Hypothesis Testing AISTATS 2020
Efficient nonparametric statistical inference on population feature importance using Shapley values ICML 2020
Imputation estimators for unnormalized models with missing data AISTATS 2020
Aggregation of Multiple Knockoffs ICML 2020
Mutual Transfer Learning for Massive Data ICML 2020
Simultaneous Inference for Massive Data: Distributed Bootstrap ICML 2020
Inference for Batched Bandits NIPS 2020
An Expectation Maximisation Algorithm for Automated Cognate Detection EMNLP 2020
Flexible Prior Elicitation via the Prior Predictive Distribution UAI 2020
An Expectation Maximisation Algorithm for Automated Cognate Detection CONLL 2020
Simultaneous Inference for Pairwise Graphical Models with Generalized Score Matching JMLR 2020
Rank Aggregation via Heterogeneous Thurstone Preference Models AAAI 2020
Convex and Non-Convex Approaches for Statistical Inference with Class-Conditional Noisy Labels JMLR 2020
Random Intersection Graphs and Missing Data AAAI 2020
Computing Valid p-value for Optimal Changepoint by Selective Inference using Dynamic Programming NIPS 2020
Computational and Statistical Tradeoffs in Inferring Combinatorial Structures of Ising Model ICML 2020