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Tag: topic/model-validation
222 items with this tag.
Nov 09, 2026
Strobl 2007 - Bootstrap-Induced Association
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
topic/resampling
type/theorem
type/example
doc/paper
Nov 09, 2026
Strobl 2007 - C-to-U RNA Editing Application
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
type/application
type/example
doc/paper
Nov 09, 2026
Strobl 2007 - Conclusions, Scope and Practical Guidance
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
type/concept
doc/paper
Nov 09, 2026
Strobl 2007 - Null and Power Case Results
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
topic/simulation
type/theorem
type/example
doc/paper
Nov 09, 2026
Strobl 2007 - Null and Power Case Simulation Design
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
topic/simulation
type/concept
type/example
doc/paper
Nov 09, 2026
Strobl 2007 - RF Importance Measures and the cforest Alternative
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
type/definition
type/concept
doc/paper
Nov 09, 2026
Strobl 2007 - Split-Selection Bias in CART Trees
source/ingested
topic/model-validation
topic/feature-importance
topic/random-forests
topic/multiple-testing
type/theorem
type/concept
doc/paper
Nov 09, 2026
Strobl et al 2007 - Bias in RF Variable Importance - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/overview
doc/paper
Nov 09, 2026
Model Validation and Interpretability - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/marketing-measurement
type/overview
doc/synthesis
Nov 09, 2026
Granger 2003 - Cointegration and the Error-Correction Representation
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/cointegration
type/concept
type/definition
type/theorem
doc/paper
Nov 09, 2026
Granger 2003 - Econometrics, Integrated Series and the String-of-Pearls Picture
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/cointegration
type/concept
type/definition
doc/paper
Nov 09, 2026
Granger 2003 - Forecasting, Decision Science and Aggregation
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/forecasting
type/concept
doc/paper
Nov 09, 2026
Granger 2003 - Granger Causality and Its Link to Cointegration
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/causal-inference
type/concept
type/definition
type/theorem
doc/paper
Nov 09, 2026
Granger 2003 - Spurious Regression Monte Carlo in Python
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/cointegration
topic/simulation
type/example
method/python
doc/paper
Nov 09, 2026
Granger 2003 - Spurious Regression and Cointegration - Overview
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/cointegration
type/overview
doc/paper
Nov 09, 2026
Granger 2003 - Spurious Regression from Yule to Granger-Newbold
source/ingested
topic/model-validation
topic/time-series
topic/econometrics
topic/cointegration
type/concept
type/theorem
doc/paper
Nov 09, 2026
Chan Perry 2017 - Selection Bias in MMM (Ad Targeting, Seasonality, Funnels, Endogenous Controls)
source/ingested
topic/model-validation
topic/market-response
topic/causal-inference
type/concept
type/theorem
doc/paper
Nov 09, 2026
Morris et al 2019 - Applying ADEMP to Marketing-Model Validation
source/ingested
topic/model-validation
topic/simulation
topic/marketing-measurement
type/example
doc/paper
Nov 09, 2026
Morris et al 2019 - Protocols, Code Release, Consortia and Limits
source/ingested
topic/model-validation
topic/simulation
topic/research-methodology
type/concept
doc/paper
Nov 09, 2026
AMSS Sales Event - Demand Curves, Competition and Post-Purchase Migration
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/definition
doc/paper
Nov 08, 2026
Manheim Garrabrant 2018 - Variants of Goodhart's Law - Overview
source/ingested
topic/model-validation
topic/goodhart
topic/causal-inference
topic/ai-alignment
type/overview
doc/paper
Nov 08, 2026
Ioannidis 2005 - Why Most Published Findings Are False - Overview
source/ingested
topic/model-validation
topic/false-discovery
topic/research-methodology
type/overview
doc/paper
Nov 08, 2026
Morris White Crowther 2019 - Simulation Studies (ADEMP) - Overview
source/ingested
topic/model-validation
topic/simulation
topic/research-methodology
type/overview
doc/paper
Oct 13, 2026
Jin 2017 MMM - Conclusions, Limitations and Extensions
source/ingested
topic/market-response
topic/model-validation
type/concept
doc/paper
Oct 13, 2026
Jin 2017 MMM - Prior Sensitivity Experiments on Beta and Half-Saturation
source/ingested
topic/market-response
topic/model-validation
topic/mcmc
type/theorem
doc/paper
Oct 13, 2026
Jin 2017 MMM - Sample Size vs Bias Study (Two vs Sixty Years)
source/ingested
topic/market-response
topic/model-validation
topic/mcmc
type/theorem
doc/paper
Oct 13, 2026
Jin 2017 MMM - Shampoo Case Study Data, Diagnostics and Posteriors
source/ingested
topic/market-response
topic/model-validation
topic/mcmc
type/example
doc/paper
Oct 13, 2026
Jin 2017 MMM - Simulated ROAS, mROAS and Optimization Results
source/ingested
topic/market-response
topic/model-validation
type/example
doc/paper
Oct 13, 2026
Jin 2017 MMM - Simulation Design, Signal Strength and Priors
source/ingested
topic/market-response
topic/model-validation
topic/mcmc
type/definition
doc/paper
Oct 13, 2026
Dillon et al - Non-Confounding Redundancy and the Control-or-Drop Rule
source/ingested
topic/model-validation
topic/causal-inference
topic/interpretability
type/definition
type/concept
type/example
method/shap
doc/tutorial
Oct 13, 2026
Dillon et al - Observed Confounding and Double ML for Ad Spend
source/ingested
topic/model-validation
topic/causal-inference
topic/double-machine-learning
type/concept
type/definition
type/example
method/econml
method/xgboost
doc/tutorial
Oct 13, 2026
Dillon et al - Prediction Tasks vs Causal Tasks
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/concept
type/definition
method/shap
doc/tutorial
Oct 13, 2026
Dillon et al - SHAP Plots vs True Causal Effects
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/concept
type/example
method/shap
doc/tutorial
Oct 13, 2026
Dillon et al - SHAP and Causal Insights - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
topic/double-machine-learning
type/overview
method/shap
method/econml
method/xgboost
doc/tutorial
Oct 13, 2026
Dillon et al - Subscriber Retention Data-Generating Process
source/ingested
topic/model-validation
topic/causal-inference
topic/simulation
type/concept
type/example
method/xgboost
method/graphviz
doc/tutorial
Oct 13, 2026
Dillon et al - Summary, Limitations and Marketing Implications
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
topic/marketing-measurement
type/concept
type/example
method/shap
doc/tutorial
Oct 13, 2026
Dillon et al - Unobserved Confounding and Quasi-Experimental Remedies
source/ingested
topic/model-validation
topic/causal-inference
topic/ad-experiments
type/concept
type/definition
type/example
method/econml
doc/tutorial
Oct 13, 2026
Dillon et al - When SHAP Recovers Causal Effects
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/theorem
type/concept
method/shap
doc/tutorial
Oct 13, 2026
Index: Dillon et al - SHAP and Causal Insights
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Janzing 2020 - Baseline Attribution Axioms and Integrated Gradients
source/ingested
topic/model-validation
topic/interpretability
type/definition
type/theorem
doc/paper
Oct 13, 2026
Janzing 2020 - Conclusions, Limitations and Model-vs-World Attribution
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/concept
doc/paper
Oct 13, 2026
Janzing 2020 - Conditional vs Marginal Dropping of Features
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/definition
type/concept
doc/paper
Oct 13, 2026
Janzing 2020 - Inputs as Causes - Interventional Equals Marginal Expectation
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/theorem
type/concept
doc/paper
Oct 13, 2026
Janzing 2020 - Irrelevant-Feature Example and Failure of Sensitivity
source/ingested
topic/model-validation
topic/interpretability
type/theorem
type/example
doc/paper
Oct 13, 2026
Janzing 2020 - KernelSHAP vs SHAPR Experiments
source/ingested
topic/model-validation
topic/interpretability
topic/simulation
type/example
type/concept
method/shap
doc/paper
Oct 13, 2026
Janzing 2020 - Symmetry Axiom Objection and Reply
source/ingested
topic/model-validation
topic/interpretability
type/example
type/theorem
doc/paper
Oct 13, 2026
Janzing et al 2020 - Feature Relevance as a Causal Problem - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
topic/causal-inference
type/overview
doc/paper
Oct 13, 2026
Index: Janzing et al 2020 - Feature Relevance as a Causal Problem
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Kumar et al - Additivity Axiom Limits for Non-Additive Models
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
type/theorem
doc/paper
Oct 13, 2026
Kumar et al - Conditional vs Interventional Shapley Catch-22
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
topic/causal-inference
type/theorem
type/concept
doc/paper
Oct 13, 2026
Kumar et al - Shapley Values as Contrastive and Actionable Explanations
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
type/concept
type/example
doc/paper
Oct 13, 2026
Kumar et al - Shapley Values in Normative Model Evaluation
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
type/concept
type/example
doc/paper
Oct 13, 2026
Kumar et al 2020 - Problems with Shapley-Value Explanations - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
topic/causal-inference
type/overview
doc/paper
Oct 13, 2026
Shapley Values and SHAP Value Functions
source/ingested
topic/model-validation
topic/interpretability
topic/explainable-ai
type/definition
type/concept
doc/paper
Oct 13, 2026
Index: Kumar et al 2020 - Problems with Shapley-Value Explanations
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Manheim Garrabrant - Adversarial Goodhart, Campbell's Law and Cobra Effects
source/ingested
topic/model-validation
topic/goodhart
topic/incentives
topic/ai-alignment
type/definition
type/concept
doc/paper
Oct 13, 2026
Manheim Garrabrant - Causal Goodhart via Shared Cause, Intermediary and Metric Manipulation
source/ingested
topic/model-validation
topic/goodhart
topic/causal-inference
type/definition
type/concept
doc/paper
Oct 13, 2026
Manheim Garrabrant - Extremal Goodhart, Model Insufficiency and Regime Change
source/ingested
topic/model-validation
topic/goodhart
topic/extrapolation
type/definition
type/concept
doc/paper
Oct 13, 2026
Manheim Garrabrant - Goodhart Setup with Regulator, Goal and Proxy
source/ingested
topic/model-validation
topic/goodhart
type/definition
type/concept
doc/paper
Oct 13, 2026
Manheim Garrabrant - Goodhart Variants in Marketing Measurement and Model Validation
source/ingested
topic/model-validation
topic/goodhart
topic/marketing-measurement
type/application
type/example
doc/paper
Oct 13, 2026
Manheim Garrabrant - Non-Causal Goodhart Effects in Causal Systems
source/ingested
topic/model-validation
topic/goodhart
topic/causal-inference
type/definition
type/concept
doc/paper
Oct 13, 2026
Manheim Garrabrant - Regressional Goodhart and Tails Coming Apart
source/ingested
topic/model-validation
topic/goodhart
topic/selection-bias
type/definition
type/theorem
doc/paper
Oct 13, 2026
Index: Manheim Garrabrant 2018 - Variants of Goodhart's Law
type/index
source/ingested
topic/model-validation
topic/goodhart
Oct 13, 2026
Index: Explanations, Causality and Proxies
type/index
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
topic/goodhart
Oct 13, 2026
Fisher Rudin Dominici 2019 - Model Class Reliance - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/variable-importance
type/overview
doc/paper
Oct 13, 2026
Model Class Reliance - Appendix B Proofs of the Finite-Sample Bounds
source/ingested
topic/model-validation
topic/learning-theory
type/proof
doc/paper
Oct 13, 2026
Model Class Reliance - Appendix C Proofs of the Binary Search Lemmas
source/ingested
topic/model-validation
topic/optimization
type/proof
method/fractional-programming
doc/paper
Oct 13, 2026
Model Class Reliance - Bibliographic Details and Reference List
source/ingested
topic/model-validation
topic/interpretability
topic/variable-importance
type/reference
doc/paper
Oct 13, 2026
Model Class Reliance - Binary Search Computation
source/ingested
topic/model-validation
topic/optimization
type/theorem
type/concept
method/fractional-programming
doc/paper
Oct 13, 2026
Model Class Reliance - Discussion, Limitations and Extensions
source/ingested
topic/model-validation
topic/interpretability
type/concept
doc/paper
Oct 13, 2026
Model Class Reliance - Outer and Inner Finite-Sample Bounds
source/ingested
topic/model-validation
topic/interpretability
topic/learning-theory
type/theorem
type/proof
doc/paper
Oct 13, 2026
Model Class Reliance - Recidivism Case Study
source/ingested
topic/model-validation
topic/interpretability
topic/fairness
type/example
doc/paper
Oct 13, 2026
Model Class Reliance - Toy Example and Bootstrap Coverage Simulations
source/ingested
topic/model-validation
topic/simulation
topic/interpretability
type/example
doc/paper
Oct 13, 2026
Model Class Reliance for Linear and RKHS Model Classes
source/ingested
topic/model-validation
topic/interpretability
topic/regression
type/theorem
method/quadratic-programming
doc/paper
Oct 13, 2026
Model Reliance - Permutation Importance as a U-Statistic
source/ingested
topic/model-validation
topic/interpretability
topic/variable-importance
type/definition
type/theorem
doc/paper
Oct 13, 2026
Model Reliance, Causal Effects and Conditional Model Reliance
source/ingested
topic/model-validation
topic/interpretability
topic/causal-inference
type/theorem
type/definition
doc/paper
Oct 13, 2026
Rashomon Sets and Model Class Reliance - Definitions
source/ingested
topic/model-validation
topic/interpretability
topic/variable-importance
type/definition
type/concept
doc/paper
Oct 13, 2026
Rashomon-Set Confidence Intervals and Profile Likelihood
source/ingested
topic/model-validation
topic/statistical-inference
type/theorem
doc/paper
Oct 13, 2026
Index: Fisher Rudin Dominici 2019 - Model Class Reliance
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Hooker Mentch Zhou 2021 - Conditional and Relearning Importance Measures
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/theorem
type/definition
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - Extrapolation Mechanism in Forests and Neural Nets
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/concept
type/example
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - Linear Simulation Design and Theorem 1
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/theorem
type/example
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - Partial Dependence Alternatives and Conclusions
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/concept
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - Permute-and-Predict Extrapolation - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/overview
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - References and Acknowledgments
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/reference
doc/paper
Oct 13, 2026
Hooker Mentch Zhou 2021 - Relearning Hypothesis Tests and Bike-Share Application
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/example
type/concept
doc/paper
Oct 13, 2026
Permute-and-Predict Extrapolation in Variable Importance
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
type/concept
type/definition
doc/paper
Oct 13, 2026
Index: Hooker Mentch Zhou 2021 - Permute-and-Predict Extrapolation
type/index
source/ingested
topic/model-validation
topic/feature-importance
Oct 13, 2026
Meinshausen Buhlmann 2010 - Stability Selection - Overview
source/ingested
topic/model-validation
topic/feature-importance
topic/variable-selection
topic/high-dimensional-statistics
type/overview
doc/paper
Oct 13, 2026
Randomised Lasso Consistency under Stability Selection (Theorem 2)
source/ingested
topic/model-validation
topic/variable-selection
topic/high-dimensional-statistics
type/theorem
type/proof
type/definition
doc/paper
Oct 13, 2026
Randomised Lasso and the Irrepresentable Condition
source/ingested
topic/model-validation
topic/variable-selection
topic/high-dimensional-statistics
type/definition
type/concept
type/example
doc/paper
Oct 13, 2026
Randomised Orthogonal Matching Pursuit (ROMP) for Stability Selection
source/ingested
topic/model-validation
topic/variable-selection
type/definition
type/concept
doc/paper
Oct 13, 2026
Stability Paths and the Stable-Variable Set
source/ingested
topic/model-validation
topic/feature-importance
topic/variable-selection
type/concept
type/definition
type/example
doc/paper
Oct 13, 2026
Stability Selection (Meinshausen Buhlmann 2010) - Bibliography and Cited Works
source/ingested
topic/model-validation
topic/variable-selection
type/reference
doc/paper
Oct 13, 2026
Stability Selection - Discussion, Limitations and Practice
source/ingested
topic/model-validation
topic/variable-selection
topic/feature-importance
type/concept
doc/paper
Oct 13, 2026
Stability Selection Figs 5-6 - Per-Cell Power Readings
source/ingested
topic/model-validation
topic/variable-selection
topic/simulation-studies
type/example
doc/paper
Oct 13, 2026
Stability Selection PFER Bound (Theorem 1) and Its Proof
source/ingested
topic/model-validation
topic/variable-selection
topic/multiple-testing
type/theorem
type/proof
type/definition
doc/paper
Oct 13, 2026
Stability Selection Setup - Structure Estimation with Lasso and Graphical Lasso
source/ingested
topic/model-validation
topic/variable-selection
topic/high-dimensional-statistics
type/concept
type/definition
doc/paper
Oct 13, 2026
Stability Selection Simulation Study - Designs A-G and Results
source/ingested
topic/model-validation
topic/variable-selection
topic/simulation-studies
type/example
doc/paper
false
Oct 13, 2026
Stability Selection for Gaussian Graphical Models and Computational Cost
source/ingested
topic/model-validation
topic/variable-selection
topic/graphical-models
type/example
type/concept
doc/paper
Oct 13, 2026
Index: Meinshausen Buhlmann 2010 - Stability Selection
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Index: Strobl et al 2007 - Bias in RF Variable Importance
type/index
source/ingested
topic/model-validation
topic/feature-importance
Oct 13, 2026
Conditional Permutation Importance (Strobl 2008 Algorithm)
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/concept
type/definition
doc/paper
Oct 13, 2026
Strobl 2008 - Correlated Predictor Selection in Tree Ensembles
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/concept
type/example
doc/paper
Oct 13, 2026
Strobl 2008 - Digitized Figure Data for Selection Rates and Importance
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/example
doc/paper
Oct 13, 2026
Strobl 2008 - Discussion, mtry Guidance and Limitations
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/concept
doc/paper
Oct 13, 2026
Strobl 2008 - Marginal vs Conditional Importance and Spurious Correlation
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/concept
doc/paper
Oct 13, 2026
Strobl 2008 - Peptide-Binding Application
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/example
doc/paper
Oct 13, 2026
Strobl 2008 - Permutation Importance Null Hypotheses
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/definition
type/theorem
doc/paper
Oct 13, 2026
Strobl 2008 - Simulation Results for Conditional Importance
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/example
doc/paper
Oct 13, 2026
Strobl et al 2008 - Conditional Variable Importance - Overview
source/ingested
topic/model-validation
topic/interpretability
topic/feature-importance
topic/random-forests
type/overview
doc/paper
Oct 13, 2026
Index: Strobl et al 2008 - Conditional Variable Importance
type/index
source/ingested
topic/model-validation
topic/feature-importance
Oct 13, 2026
Index: Feature Importance and Stability
type/index
source/ingested
topic/model-validation
topic/feature-importance
topic/interpretability
Oct 13, 2026
NIST AI RMF - AI Lifecycle, AI Actors and TEVV
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - Accountability, Explainability, Privacy and Fairness
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
topic/interpretability
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - Applying the Framework to Marketing Analytics Models
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
topic/marketing-measurement
type/example
doc/reference
Oct 13, 2026
NIST AI RMF - Core Structure and the GOVERN Function
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - Framing AI Risk and Measurement Challenges
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - How AI Risks Differ and Human-AI Interaction
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
doc/reference
Oct 13, 2026
NIST AI RMF - MANAGE Function
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - MAP Function
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - MEASURE Function
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - Profiles, Effectiveness and Framework Attributes
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF - Trustworthy AI Characteristics, Tradeoffs and Validity
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
NIST AI RMF 1.0 - Overview
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
type/overview
doc/reference
Oct 13, 2026
Index: NIST AI RMF 1.0
type/index
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
Oct 13, 2026
SR 11-7 - Applying Model Risk Management to Marketing Analytics
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topic/model-validation
topic/model-risk-governance
topic/marketing-analytics
type/application
type/example
doc/reference
Oct 13, 2026
SR 11-7 - Conceptual Soundness, Sensitivity Analysis and Stress Testing
source/ingested
topic/model-validation
topic/model-risk-governance
type/definition
type/concept
doc/reference
Oct 13, 2026
SR 11-7 - Governance Roles, Policies, Internal Audit and External Resources
source/ingested
topic/model-validation
topic/model-risk-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
SR 11-7 - Model Definition, Model Risk and Effective Challenge
source/ingested
topic/model-validation
topic/model-risk-governance
type/definition
type/concept
doc/reference
Oct 13, 2026
SR 11-7 - Model Development, Implementation and Use
source/ingested
topic/model-validation
topic/model-risk-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
SR 11-7 - Model Inventory and Documentation Standards
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topic/model-validation
topic/model-risk-governance
type/definition
doc/reference
Oct 13, 2026
SR 11-7 - Model Risk Management Guidance - Overview
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topic/model-validation
topic/model-risk-governance
type/overview
doc/reference
Oct 13, 2026
SR 11-7 - Ongoing Monitoring, Process Verification, Overrides and Benchmarking
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topic/model-validation
topic/model-risk-governance
type/definition
type/concept
doc/reference
Oct 13, 2026
SR 11-7 - Outcomes Analysis and Back-Testing
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topic/model-validation
topic/model-risk-governance
type/definition
type/example
doc/reference
Oct 13, 2026
SR 11-7 - Validation Independence, Validation Gate and Periodic Review
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topic/model-validation
topic/model-risk-governance
type/definition
type/concept
doc/reference
Oct 13, 2026
SR 11-7 - Validation of Vendor and Third-Party Models
source/ingested
topic/model-validation
topic/model-risk-governance
type/concept
type/definition
doc/reference
Oct 13, 2026
Index: SR 11-7 - Model Risk Management Guidance
type/index
source/ingested
topic/model-validation
topic/model-risk-governance
Oct 13, 2026
Index: Model Risk Governance
type/index
source/ingested
topic/model-validation
topic/model-risk-governance
topic/ai-governance
Oct 13, 2026
Breiman 2001 - Bellman, Blessing of Dimensionality and Support Vector Machines
source/ingested
topic/model-validation
topic/machine-learning
type/theorem
type/example
doc/paper
Oct 13, 2026
Breiman 2001 - Consulting Projects and Perceptions on Statistical Analysis
source/ingested
topic/model-validation
topic/machine-learning
type/example
type/concept
doc/paper
Oct 13, 2026
Breiman 2001 - Critique of Data Models - Goodness of Fit, Multiplicity and Predictive Accuracy
source/ingested
topic/model-validation
topic/false-discovery
topic/statistical-philosophy
type/concept
doc/paper
Oct 13, 2026
Breiman 2001 - Data Modeling vs Algorithmic Modeling Cultures
source/ingested
topic/model-validation
topic/machine-learning
topic/statistical-philosophy
type/definition
type/concept
doc/paper
Oct 13, 2026
Breiman 2001 - Discussion by Cox, Efron, Hoadley and Parzen and Rejoinder
source/ingested
topic/model-validation
topic/statistical-philosophy
topic/interpretability
type/concept
type/example
doc/paper
Oct 13, 2026
Breiman 2001 - Final Remarks and Glossary of Algorithmic Terms
source/ingested
topic/model-validation
topic/machine-learning
type/definition
doc/paper
Oct 13, 2026
Breiman 2001 - Information from a Black Box - Hepatitis, Liver and Microarray Examples
source/ingested
topic/model-validation
topic/interpretability
topic/variable-importance
type/example
type/concept
doc/paper
Oct 13, 2026
Breiman 2001 - Occam Dilemma and Random Forests vs Single Trees
source/ingested
topic/model-validation
topic/machine-learning
topic/interpretability
type/concept
type/example
doc/paper
Oct 13, 2026
Breiman 2001 - Rashomon Effect and the Multiplicity of Good Models
source/ingested
topic/model-validation
topic/false-discovery
topic/model-multiplicity
type/definition
type/example
doc/paper
Oct 13, 2026
Breiman 2001 - Statistical Modeling The Two Cultures - Overview
source/ingested
topic/model-validation
topic/machine-learning
topic/statistical-philosophy
topic/false-discovery
type/overview
doc/paper
Oct 13, 2026
Index: Breiman 2001 - Statistical Modeling The Two Cultures
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Ioannidis 2005 - Bias Parameter u and Reverse Bias
source/ingested
topic/model-validation
topic/false-discovery
type/theorem
type/definition
doc/paper
Oct 13, 2026
Ioannidis 2005 - Box 1 Genome-Wide Association Worked Example
source/ingested
topic/model-validation
topic/false-discovery
type/example
doc/paper
Oct 13, 2026
Ioannidis 2005 - Multiple Independent Teams and PPV Erosion
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topic/model-validation
topic/false-discovery
type/theorem
doc/paper
Oct 13, 2026
Ioannidis 2005 - Null Fields and Claimed Effects as Measures of Bias
source/ingested
topic/model-validation
topic/false-discovery
type/concept
doc/paper
Oct 13, 2026
Ioannidis 2005 - PPV of Research Findings and the 2x2 Framework
source/ingested
topic/model-validation
topic/false-discovery
type/definition
type/theorem
doc/paper
Oct 13, 2026
Ioannidis 2005 - Reference List and Citation Map
source/ingested
topic/model-validation
topic/false-discovery
type/reference
doc/paper
Oct 13, 2026
Ioannidis 2005 - Remedies, Limitations and Later Critiques
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topic/model-validation
topic/false-discovery
topic/research-methodology
type/concept
doc/paper
Oct 13, 2026
Ioannidis 2005 - Six Corollaries and the Proteus Phenomenon
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topic/model-validation
topic/false-discovery
topic/research-methodology
type/theorem
type/concept
doc/paper
Oct 13, 2026
Ioannidis 2005 - Table 4 PPV by Study Design
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topic/model-validation
topic/false-discovery
type/example
doc/paper
Oct 13, 2026
Index: Ioannidis 2005 - Why Most Published Findings Are False
type/index
source/ingested
topic/model-validation
topic/false-discovery
Oct 13, 2026
Riley 2020 - Anticipating the Cox-Snell R2 and Its Maximum
source/ingested
topic/model-validation
topic/sample-size
topic/prediction-models
type/definition
type/concept
doc/paper
Oct 13, 2026
Riley 2020 - Beyond the 10 Events-per-Variable Rule
source/ingested
topic/model-validation
topic/overfitting
topic/sample-size
type/concept
type/definition
doc/paper
Oct 13, 2026
Riley 2020 - Extensions - Subgroups, Variable Selection, ML and Model Updating
source/ingested
topic/model-validation
topic/overfitting
topic/sample-size
topic/machine-learning
type/concept
doc/paper
Oct 13, 2026
Riley 2020 - Four-Step Procedure, pmsampsize and Worked Examples
source/ingested
topic/model-validation
topic/sample-size
topic/prediction-models
type/example
method/pmsampsize
doc/paper
Oct 13, 2026
Riley 2020 - Precision Criteria for Overall Risk, MAPE and Residual SD
source/ingested
topic/model-validation
topic/sample-size
topic/prediction-models
type/theorem
type/example
doc/paper
Oct 13, 2026
Riley 2020 - References, Supplements and Back Matter
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topic/model-validation
topic/sample-size
topic/prediction-models
type/reference
doc/paper
Oct 13, 2026
Riley 2020 - Shrinkage and Optimism Criteria for Overfitting
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topic/model-validation
topic/overfitting
topic/sample-size
topic/shrinkage
type/theorem
doc/paper
Oct 13, 2026
Riley et al 2020 - Sample Size for Prediction Models - Overview
source/ingested
topic/model-validation
topic/overfitting
topic/sample-size
topic/prediction-models
type/overview
doc/paper
Oct 13, 2026
Index: Riley et al 2020 - Sample Size for Prediction Models
type/index
source/ingested
topic/model-validation
topic/sample-size
topic/overfitting
Oct 13, 2026
Simmons 2011 - Ambiguity, Motivated Reasoning and the Cost of False Positives
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topic/model-validation
topic/false-discovery
topic/research-methodology
type/concept
doc/paper
Oct 13, 2026
Simmons 2011 - Chronological Rejuvenation Demonstration Studies
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topic/model-validation
topic/false-discovery
topic/research-methodology
type/example
doc/paper
Oct 13, 2026
Simmons 2011 - Criticisms, Nonsolutions and Concluding Remarks
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topic/model-validation
topic/false-discovery
topic/research-methodology
type/concept
doc/paper
Oct 13, 2026
Simmons 2011 - Optional Stopping Simulations (Figures 1-2)
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topic/model-validation
topic/false-discovery
topic/research-methodology
topic/sequential-testing
topic/simulation
type/theorem
type/example
doc/paper
Oct 13, 2026
Simmons 2011 - Six Disclosure Requirements and Four Reviewer Guidelines
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topic/model-validation
topic/false-discovery
topic/research-methodology
topic/pre-registration
type/concept
type/definition
doc/paper
Oct 13, 2026
Simmons 2011 - Table 1 Simulations of Four Researcher Degrees of Freedom
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topic/model-validation
topic/false-discovery
topic/research-methodology
topic/simulation
type/theorem
type/example
doc/paper
Oct 13, 2026
Simmons Nelson Simonsohn 2011 - False-Positive Psychology - Overview
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topic/model-validation
topic/false-discovery
topic/research-methodology
topic/replication-crisis
type/overview
doc/paper
Oct 13, 2026
Index: Simmons Nelson Simonsohn 2011 - False-Positive Psychology
type/index
source/ingested
topic/model-validation
topic/false-discovery
topic/research-methodology
Oct 13, 2026
Index: Overfitting and False Discovery
type/index
source/ingested
topic/model-validation
topic/overfitting
topic/false-discovery
Oct 13, 2026
Chan Perry 2017 - Challenges in Media Mix Modeling - Overview
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topic/model-validation
topic/market-response
topic/causal-inference
type/overview
doc/paper
Oct 13, 2026
Chan Perry 2017 - Five Plausible MMMs (Model Selection and Model Uncertainty)
source/ingested
topic/model-validation
topic/market-response
type/concept
type/example
doc/paper
Oct 13, 2026
Chan Perry 2017 - MMM Data Limitations (156 Rows, Correlated Channels, Narrow Spend Range)
source/ingested
topic/model-validation
topic/market-response
type/concept
type/example
doc/paper
Oct 13, 2026
Chan Perry 2017 - MMM Data Sources and the Additive Regression Specification
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topic/model-validation
topic/market-response
type/concept
type/definition
doc/paper
Oct 13, 2026
Chan Perry 2017 - Opportunities (Better Data, Bayesian, Category, Geo, Controls, Graphs)
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topic/model-validation
topic/market-response
topic/bayesian-statistics
type/concept
doc/paper
Oct 13, 2026
Chan Perry 2017 - Simulation-Based MMM Validation and Transparency
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topic/model-validation
topic/market-response
topic/simulation
type/concept
type/example
doc/paper
Oct 13, 2026
Chan Perry 2017 - Why Experiments and Matching Fall Short for MMM Questions
source/ingested
topic/model-validation
topic/market-response
topic/causal-inference
type/concept
type/definition
doc/paper
Oct 13, 2026
Index: Chan Perry 2017 - Challenges in Media Mix Modeling
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Morris et al 2019 - ADEMP Planning of Aims, DGMs, Estimands and Methods
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topic/model-validation
topic/simulation
topic/research-methodology
type/concept
type/definition
doc/paper
Oct 13, 2026
Morris et al 2019 - Coding Simulations with Seeds, RNG States and Streams
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topic/model-validation
topic/simulation
topic/research-methodology
type/concept
type/definition
doc/paper
Oct 13, 2026
Morris et al 2019 - Estimates Data Checks, n_sim Choice and Analysis Remarks
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topic/model-validation
topic/simulation
topic/research-methodology
type/theorem
type/concept
doc/paper
Oct 13, 2026
Morris et al 2019 - Full Reference List and Further Reading
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topic/model-validation
topic/simulation
topic/research-methodology
type/reference
doc/paper
Oct 13, 2026
Morris et al 2019 - Motivation and Review of Simulation Practice
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topic/model-validation
topic/simulation
topic/research-methodology
type/concept
type/definition
doc/paper
Oct 13, 2026
Morris et al 2019 - Performance Measures and Monte Carlo Standard Errors
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topic/model-validation
topic/simulation
topic/research-methodology
type/theorem
type/definition
doc/paper
Oct 13, 2026
Morris et al 2019 - Reporting, Tables and Zip and Lollipop Plots
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topic/model-validation
topic/simulation
topic/research-methodology
type/concept
type/definition
doc/paper
Oct 13, 2026
Morris et al 2019 - Worked Example Exponential vs Weibull vs Cox
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topic/model-validation
topic/simulation
topic/research-methodology
topic/survival-analysis
type/example
doc/paper
Oct 13, 2026
Index: Morris White Crowther 2019 - Simulation Studies (ADEMP)
type/index
source/ingested
topic/model-validation
Oct 13, 2026
AMSS Discussion, Limitations and Validation Practice
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topic/model-validation
topic/simulation
topic/market-response
type/concept
doc/paper
Oct 13, 2026
AMSS Ground Truth - Counterfactual Scenarios and Simulated ROAS
source/ingested
topic/model-validation
topic/simulation
topic/market-response
topic/causal-inference
type/definition
type/theorem
doc/paper
Oct 13, 2026
AMSS Hidden-State Consumer Segmentation and Migration Formalism
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/definition
type/concept
doc/paper
Oct 13, 2026
AMSS MMM Evaluation - Simple Scenario and Lagged-Effects Study
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/example
type/application
doc/paper
Oct 13, 2026
AMSS Motivation - Virtual Experiments for Marketing Measurement
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/concept
doc/paper
Oct 13, 2026
AMSS Natural Migration, Satiation and Lagged-Effect Mechanics
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/definition
type/theorem
doc/paper
Oct 13, 2026
AMSS Paid Search Module (Queries, Auction, Organic vs Paid)
source/ingested
topic/model-validation
topic/simulation
topic/market-response
topic/advertising
type/definition
type/algorithm
doc/paper
Oct 13, 2026
AMSS Traditional Media Module (Reach, Frequency, Hill Effect)
source/ingested
topic/model-validation
topic/simulation
topic/market-response
type/definition
type/algorithm
doc/paper
Oct 13, 2026
Zhang Vaver 2017 - Aggregate Marketing System Simulator - Overview
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topic/model-validation
topic/simulation
topic/market-response
type/overview
doc/paper
Oct 13, 2026
Index: Zhang Vaver 2017 - Aggregate Marketing System Simulator
type/index
source/ingested
topic/model-validation
Oct 13, 2026
Index: Simulation-Based Method Validation
type/index
source/ingested
topic/model-validation
topic/simulation
Oct 13, 2026
Bergmeir 2018 - Conclusions, Decision Rule and Scope Limits
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/concept
doc/paper
Oct 13, 2026
Bergmeir 2018 - Lag-Embedded K-Fold CV vs h-Block CV
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/definition
type/concept
doc/paper
Oct 13, 2026
Bergmeir 2018 - Monte Carlo Design and MAPAE-MPAE Metrics
source/ingested
topic/model-validation
topic/time-series
topic/simulation-studies
type/definition
type/example
doc/paper
Oct 13, 2026
Bergmeir 2018 - Monte Carlo Results for AR and MLP Forecasters
source/ingested
topic/model-validation
topic/time-series
topic/simulation-studies
type/example
type/theorem
doc/paper
Oct 13, 2026
Bergmeir 2018 - Proof of Theorem 1 and Lemma 1
source/ingested
topic/model-validation
topic/time-series
type/proof
type/theorem
doc/paper
Oct 13, 2026
Bergmeir 2018 - Sunspot Example with Ljung-Box Residual Filter
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/example
doc/paper
Oct 13, 2026
Bergmeir 2018 - Theorem 1 Validity of K-Fold CV for Autoregressive Models
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/theorem
type/definition
doc/paper
Oct 13, 2026
Bergmeir Hyndman Koo 2018 - CV for Time Series - Overview
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/overview
doc/paper
Oct 13, 2026
Out-of-Sample Validation for Time-Series Models
source/ingested
topic/model-validation
topic/time-series
topic/forecasting
type/concept
type/synthesis
doc/synthesis
Oct 13, 2026
Index: Bergmeir Hyndman Koo 2018 - CV for Time Series
type/index
source/ingested
topic/model-validation
topic/time-series
Oct 13, 2026
Index: Granger 2003 - Spurious Regression and Cointegration
type/index
source/ingested
topic/model-validation
topic/time-series
topic/cointegration
Oct 13, 2026
Index: Time Series Validation
type/index
source/ingested
topic/model-validation
topic/time-series
Oct 13, 2026
Index: Model Validation and Interpretability
type/index
source/ingested
topic/model-validation
topic/interpretability
Oct 13, 2026
Gelman Loken 2013 - Front Matter, Borges Epigraph and References
source/ingested
topic/research-methodology
topic/multiple-comparisons
topic/model-validation
type/reference
doc/paper
Oct 13, 2026
Gelman Loken 2013 - Garden of Forking Paths - Overview
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topic/research-methodology
topic/multiple-comparisons
topic/model-validation
type/overview
doc/paper
Oct 13, 2026
Gelman Loken 2013 - Way Forward - Preregistration, Replication and Analyzing All Comparisons
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topic/research-methodology
topic/multiple-comparisons
topic/replication-crisis
topic/model-validation
type/concept
doc/paper