• Daneshyari
  • Topics
    • Physical Sciences and Engineering
      Life Sciences
      Health Sciences
      Social Sciences and Humanities
Physical Sciences and Engineering Mathematics Statistics and Probability

Statistics in the big data era: Failures of the machine

Article ID Journal Published Year Pages File Type
7548484 Statistics & Probability Letters 2018 11 Pages PDF
Abstract
There is vast interest in automated methods for complex data analysis. However, there is a lack of consideration of (1) interpretability, (2) uncertainty quantification, (3) applications with limited training data, and (4) selection bias. Statistical methods can achieve (1)-(4) with a change in focus.
Keywords
Selection biasHigh-dimensional dataUncertainty quantificationDeep learningMachine learning
Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
Preview
Statistics in the big data era: Failures of the machine
Authors
David B. Dunson,
Related Articles
Geometric ergodicity of Rao and Teh’s algorithm for homogeneous Markov jump processes
A weighted simulation-based estimator for incomplete longitudinal data models
Posterior property of Student-tt linear regression model using objective priors
Estimation of extreme conditional quantiles through an extrapolation of intermediate regression quantiles
Nonparametric Bayes modeling with sample survey weights
Bin sizes in time-inhomogeneous infinite Polya processes
A note on Parisian ruin with an ultimate bankruptcy level for Lévy insurance risk processes
A random matrix from a stochastic heat equation
A characterization of the generalized Laplace distribution by constant regression on the sample mean
Bayesian inference for extreme quantiles of heavy tailed distributions
Journal
Statistics & Probability Letters
Journal: Statistics & Probability Letters
Related Categories
Selection bias
High-dimensional data
Uncertainty quantification
Deep learning
Machine learning
Algebra and Number Theory
Analysis
Applied Mathematics
Computational Mathematics
Control and Optimization
Discrete Mathematics and Combinatorics
Geometry and Topology
Logic
Mathematical Physics
Mathematics (General)
Modelling and Simulation
Numerical Analysis
Statistics and Probability
Theoretical Computer Science
Related Journals
Advances in Life Course Research
Fuzzy Sets and Systems
Information Sciences
International Journal of Approximate Reasoning
Computational Statistics & Data Analysis
Fuzzy Information and Engineering
AEU - International Journal of Electronics and Communications
Performance Evaluation
Insurance: Mathematics and Economics
Journal of Econometrics
Spatial Statistics
Social Networks
Journal of the Korean Statistical Society
Journal of Multivariate Analysis
Journal of Statistical Planning and Inference
Statistical Methodology
Stochastic Processes and their Applications
Chemometrics and Intelligent Laboratory Systems
Transactions of A. Razmadze Mathematical Institute
Journal of the Nigerian Mathematical Society
Annales de l'Institut Henri Poincare (B) Probability and Statistics
Daneshyari provides fulltext access to millions of research papers.