Tag: Risk Function
-
Surprises in High-Dimensional Ridgeless Least Squares Interpolation
This post is based on Hastie, T., Montanari, A., Rosset, S., & Tibshirani, R. J. (2019). Surprises in High-Dimensional Ridgeless Least Squares Interpolation. 53.
Archive
3D Registration2
Adaptive Algorithm2
Additive Model1
Admissible2
Annealing2
Approximate Bayesian Computation1
Approximation1
Astronomy1
Asymptotic1
B-spline2
Baum-Welch Algorithm1
Bayes Factor1
Bayes Risk1
Bayesian Inference7
Bayesian Model1
Bayesian Shrinkage1
Bernstein1
Berry-Esseen Bound1
Biclustering1
Big Data1
Bioinformatics5
Biostatistics1
Bipartite Graph2
Biplot1
Bootstrap2
Bridge Sampling1
CNN1
Canonical1
Causal Inference2
Cell Cycle1
Cell Tracking1
Central Limit Theory1
Chain Structure1
Change Points2
Chinese Medical Conversations1
Chinese Restaurant Process1
Chinese Word Segmentation2
Classification2
Classification Tree1
Clustering1
Common Principal Component Analysis1
Composite Likelihood1
Compressed Sensing1
Concentration Inequality2
Conditional Distribution1
Cone Constraint1
Confidence Interval1
Conformal Inference1
Conjugate Gradient2
Consistency1
Continuous Time Markov Chain3
Copula1
Copy Number Variation1
Cosine Embeddings1
Coupled Clustering1
Covariance Estimation1
Covariance Function1
Covariance Matrix Estimation1
Covariance Test1
Cox Regression1
Cross-Validation7
DAG1
DNA Methylation2
Dantzig1
Debiased1
Debiased Lasso2
Deep Learning6
Deep Neural Networks1
Degrees of Freedom1
Delta Method2
Differential Equations1
Differential privacy1
Dimension Reduction2
Directed Graph1
Discrete Time Markov Chain1
Discretization1
Dispersion1
Distributed Learning1
Divide-and-Conquer2
Dropout1
Dynamic Programming1
EHR1
ELBO2
EM Algorithm1
Economy2
Effective Sample Size1
Eigenvalues1
Electronic Health Records2
Electronic Medical Records1
Embedding1
Empirical Bayes3
Empirical Bayes Information1
Empirical Process1
Environmental Stochasticity1
Epidemic1
Epigenome-wide Association Studies1
Epistasis1
Equicorrelation1
Equivariance2
Estimability1
Estimating Equations1
Evolution2
FDR2
Factor Models1
False Discovery Rate1
Forward-Backward Algorithm1
Fourier1
Functional Data Analysis9
Gaussian Processes1
Generalization1
Generalized Linear Model (GLM)2
Generalized Linear Regression1
Genome-wide Association Studies3
Gibbs4
Gradient Descent1
Graph3
Graph Partition1
Group Invariance Test1
Group Testing1
Hammersley-Clifford Theorem1
Helicobacter pylori2
Heritability1
Hidden Markov Model3
Hierarchical Analysis1
High-Dimensional11
High-Dimensional Regression1
Horseshoe1
Hypotheses Testing3
Hypothesis Testing1
Identifiability1
Imbalanced Classification1
Importance Sampling6
Infinite Relational Model1
Information Matrix1
Instance Segmentation2
Interpolation3
Intersection-union Test1
Intersection-union test1
Invariance2
Isotonic Regression2
Item Response Theory1
Iterative Closest Point2
Jackknife2
James-Stein2
Jeffreys1
KKT Conditions1
KL-divergence1
Kalman Filter2
Kernel Association Test2
Kernel Ridge Regression2
Key-value memory networks1
Knowledge Graph1
Krylov Space1
LDA4
Lady Tasting Tea1
Lagrange Multiplier1
Lasso9
Least Squares Estimators1
Likelihood1
Likelihood-free Inference1
Linear Assignment Problem1
Linear Model2
Linear Programming2
Linear Regression5
Linear Smoothers1
Linkage Disequilibrium1
Location-Scale Family2
Logistic Regression1
Logistical Regression1
M-estimator1
MAP1
MLE4
Magnetic Field1
Manifold Learning1
Marginal Distribution1
Marginal Likelihood1
Markov Random Field2
Mask Embeddings1
Matrix Completion3
Mediation Analyses1
Medical Concept Recognition1
Meta-analysis2
Metabolic Network3
Metropolis Hastings1
Microarray1
Microbiome2
Minimax6
Minimum-Cost Flow2
Minorization-maximization1
Mixture Model3
Model Selection4
Monotone Function6
Monte Carlo1
Monte Carlo Integration1
Multidimensional Scaling1
Multiple Object Tracking7
Multivariate1
Multivariate Adaptive Regression Splines1
Mutual Incoherence1
Mutual Information1
NBα-distribution1
Named Entity Recognition1
Nature Language Processing5
Neural Nets1
Nominal Size1
Non-central Chi-square1
Nonconvex1
Norm1
Normal1
Nuclear Norm2
Object Tracking4
Optimal Control1
Optimization3
Overfitting1
Paradox2
Parametric Curves1
Partial Least Squares2
Particle Filter5
Path Sampling1
Permutation Test2
Phylogeny3
Poisson Regression1
Presistency1
Principal Component Analysis9
Principal Curves3
Prior1
Probability1
Probability Measure2
Protein Folding1
Proximal Operator1
Pseudolikelihood3
Quantile Curves1
Quantile Regression3
Quasi-likelihood2
Quaternion1
RJMCMC1
RKHS1
RNN1
ROC1
Rademacher Complexity1
Radiology1
Random Effects2
Random Finite Sets1
Random Forests3
Random Matrix Theory2
Randomization Test1
Rao-Blackwell1
Rare Variant Association1
Reaction Network1
Recommendation System1
Recurrent Hourglass Networks1
Registration1
Regression Tree4
Rejection Method1
Restricted Eigenvalues1
Restricted Isometry1
Restricted Maximum Likelihood1
Ridge5
Risk Function1
SGD1
SMC-PHD2
SVM1
Scale Parameter3
Selection Bias1
Self-avoid Walk1
Self-normalized1
Self-organized Map1
Semiparametric1
Sequence Alignment1
Sequencing1
Sequential Importance Sampling2
Sequential Monte Carlo9
Shallow Learners1
Shape Restrictions1
Shuffled Data1
Single Cell4
Single Index Model2
Singular Value Decomposition1
Sliced Inverse Regression4
Soft Threshold1
Spacing Test1
Sparse Group Lasso1
Sparsistency2
Species Persistence1
Spike-and-slab Prior1
Splines1
Stan1
Standardize1
Star Formation2
Statistical Decisions1
Statistical Inference1
Statistical Learning2
Stein's Method1
Stein's Operator1
Stochastic Differential Equation1
Strong Convexity2
Studentize1
Sub-Gaussian1
Subgradient1
Sufficient Dimension Reduction1
Summary Statistics Selection1
Support Recovery1
Survey1
Survival Analysis4
Systems Biology1
Tensor1
Text Mining2
Time Series4
Toeplitz1
Transcriptome-wide Association Studies1
Transformers1
Tuberculosis1
Tweedie1
Two-phase Regression1
U-Statistics1
U-statistic1
Uniform Convergence1
Union-intersection Test1
Variable Selection5
Variance Components Model1
Variance-Component Score Test1
Variational Inference3
Viterbi Algorithm1
Woodbury Formula2
p-value2