Comments on ``Data science, big data and statistics
From MaRDI portal
Publication:2273156
DOI10.1007/s11749-019-00646-6zbMath1428.62014OpenAlexW2940237260MaRDI QIDQ2273156
Publication date: 18 September 2019
Published in: Test (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1007/s11749-019-00646-6
Estimation in multivariate analysis (62H12) Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Foundations and philosophical topics in statistics (62A01) Learning and adaptive systems in artificial intelligence (68T05) Statistical aspects of big data and data science (62R07)
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Bagging predictors
- Causal inference using invariant prediction: identification and confidence intervals
- Stability
- Statistics for high-dimensional data. Methods, theory and applications.
- Heuristics of instability and stabilization in model selection
- Statistical modeling: The two cultures. (With comments and a rejoinder).
- Invariance, causality and robustness
- Maximin effects in inhomogeneous large-scale data
- Reducing the Dimensionality of Data with Neural Networks
- Stability Selection
- Anchor Regression: Heterogeneous Data Meet Causality
- Invariant Causal Prediction for Sequential Data
- Random forests