adaptive data analysis
Characterization of Overfitting in Robust Multiclass Classification
Nonetheless, modern machine learning is adaptive in its nature. Prior information about a model's performance on the test set inevitably influences
Generalization in the Face of Adaptivity: A Bayesian Perspective
However, differential privacy's worst-case nature entails scaling such noise to the range of the queries even for
- Asia > Middle East > Israel > Jerusalem District > Jerusalem (0.04)
- North America > United States > Indiana > Monroe County > Bloomington (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Information Technology > Security & Privacy (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty > Bayesian Inference (0.45)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (0.45)
Generalization in the Face of Adaptivity: A Bayesian Perspective
However, differential privacy's worst-case nature entails scaling such noise to the range of the queries even for
- Asia > Middle East > Israel > Jerusalem District > Jerusalem (0.04)
- North America > United States > Indiana > Monroe County > Bloomington (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Europe > Switzerland > Zürich > Zürich (0.04)
- Asia > Middle East > Israel > Tel Aviv District > Tel Aviv (0.04)
- Africa (0.04)
ImprovingSparseVectorTechniquewithRenyi DifferentialPrivacy
Throughout the paper, we will use standard notations for probability unless otherwise stated, e.g.,Pr[ ]for probability,p[ ]for density,E[ ]for expectation.
The Limits of Post-Selection Generalization
Jonathan Ullman, Adam Smith, Kobbi Nissim, Uri Stemmer, Thomas Steinke
Neural Information Processing Systems http://nips.cc/
- North America > Canada > Quebec > Montreal (0.04)
- Europe > Slovenia > Drava > Municipality of Benedikt > Benedikt (0.04)
- Asia > Middle East > Israel (0.04)
The Everlasting Database: Statistical Validity at a Fair Price
Blake E. Woodworth, Vitaly Feldman, Saharon Rosset, Nati Srebro
M queries that do not depend on any others is O ( p M) .
- North America > United States > Illinois > Cook County > Chicago (0.04)
- North America > Montserrat (0.04)
- North America > Canada (0.04)
- Asia > Middle East > Israel > Tel Aviv District > Tel Aviv (0.04)
The Limits of Post-Selection Generalization
Jonathan Ullman, Adam Smith, Kobbi Nissim, Uri Stemmer, Thomas Steinke
In this work we show several limitations on the power of algorithms satisfying post hoc generalization.
- North America > Canada > Quebec > Montreal (0.04)
- Europe > Slovenia > Drava > Municipality of Benedikt > Benedikt (0.04)
- Asia > Middle East > Israel (0.04)
Model Similarity Mitigates Test Set Overuse
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
Neural Information Processing Systems http://nips.cc/