Resources

The Necessity of Construct and External Validity for Generalized Causal Claims 2021/02/17 - 3:19pm Academic Paper External Validity, Generalized Causal Claims, Causality, Causal Inference, Statistics, Probability
Report of the 2nd Workshop on Obfuscation 2021/02/17 - 3:06pm White Paper Data Obfuscation, Data Privacy, Discrimination, Hiding Data Flows, Information Privacy Law
The pandemic fallacy: Inaccuracy of social scientists’ and lay judgments about COVID-19’s societal consequences in America 2021/02/16 - 10:17pm Academic Paper COVID19, Public Policy, Health Policy, Forecasts, Judgment and Decision Making
Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies 2021/02/11 - 9:04am Academic Paper Human-centered Computing, Data Contribution,  Data Leverage, Data Strikes, Data Poisoning, Conscious Data Contribution
Apocalypse 2020: Draconian Censorship, Non-Scientific Lockdowns, Media Deception, Rise of Technocracy 2021/02/08 - 10:24pm Video COVID19, Public Policy, Health Policy, Policy Error, Civil Rights, Human Rights, Censorship, Lockdowns, Technocracy
COVID19 and Political Economy of Mass Hysteria 2021/02/08 - 9:55pm Academic Paper COVID19, Public Policy, Health Policy, Mass Hysteria, Panic, Hysteria
Closer than they appear: A Bayesian perspective on individual-level heterogeneity in risk assessment 2021/02/07 - 11:57pm Academic Paper Bayesian Probability, Individual Level Heterogeneity, Risk Assessment, Actuarial Risk Assessment Instruments, RAIs
What are the most important statistical ideas of the past 50 years? 2021/02/07 - 11:53pm Academic Paper Statistics, Counterfactual Causal Inference, Bootstrapping, Simulation-based Inference
Fluid Dynamics and Epidemiology: Seasonality and Transmission Dynamics 2021/02/07 - 11:49pm Academic Paper COVID19, Fluid Dynamics, Seasonality, Transmission Dynamics, Public Policy, Health Policy
A Crash Course in Good and Bad Controls 2021/02/07 - 11:45pm Academic Paper Causal Interpretation, Good Controls, Bad Controls, Regression Equation, Graph Analysis, Data Visualization
Counterfactuals and Their Applications 2021/02/07 - 11:41pm White Paper Statistical Inference, Counterfactuals
Probabilities of Causation: Bounds and Identification 2021/02/07 - 11:38pm Academic Paper Probability, Applied Probability, Probability Theory, Causation
Exploiting Equality Constraints in Causal Inference 2021/02/02 - 9:31pm Academic Paper Causal Inference, Causality, Equality Constraints
COVID19: Rethinking the Lockdown Groupthink 2021/01/15 - 1:04pm Academic Paper COVID19, Lockdowns, Groupthink, Public Policy, Health Policy, Cost-benefit Analysis
Quantum Algorithm for Nonlinear Differential Equations 2021/01/07 - 9:45pm Academic Paper Quantum Computing, Algorithm, Quantum Algorithm, Chaotic Dynamics, Nonlinear Differential Equations, Quantum Physics
Efficient Quantum Algorithm for Dissipative Nonlinear Differential Equations 2021/01/07 - 9:44pm Academic Paper Quantum Computing, Algorithm, Quantum Algorithm, Nonlinear Equations, Quantum Physics, Numerical Analysis, Plasma Physics, Nonlinear Differential Equations, Chaotic Dynamics
Assessing Mandatory Stay‐at‐Home and Business Closure Effects on the Spread of COVID‐19 2021/01/07 - 9:30pm Academic Paper COVID19, Public Policy, Health Policy, Lockdowns, Masks, Non-pharmaceutical Interventions
Crucial Viral Update Jan 4th - Europe and USA 2021/01/07 - 9:26pm Video COVID19, Public Policy, Health Policy
Measures do not prevent deaths, transmission is not by contact, masks provide no benefit, vaccines are inherently dangerous: Review update of recent science relevant to COVID-19 policy 2020/12/29 - 11:13pm Academic Paper COVID19, Public Policy, Health Policy, Lockdowns
Effects of non-pharmaceutical interventions on COVID-19: A Tale of Three Models 2020/12/27 - 11:54pm Academic Paper Non-pharmaceutical Interventions, COVID19, Lockdowns, Public Policy, Health Policy
Large-scale Clinical Interpretation of Genetic Variants Using Evolutionary Data and Deep Learning 2020/12/23 - 4:36pm Academic Paper Genetics, Genetic Algorithms, Evolutionary Data, Deep Learning
THE LONG-TERM IMPACT OF THE COVID-19 UNEMPLOYMENT SHOCK ON LIFE EXPECTANCY AND MORTALITY RATES 2020/12/17 - 11:33pm Academic Paper COVID19, Public Policy, Health Policy, Unemployment, Life Expectancy, Mortality Rates
CRUCIAL Viral Update Dec 7th - Europe and USA Explained! 2020/12/12 - 12:10pm Video COVID19, Public Health, Health Policy
What's Next in AI: AI We Can Reason With 2020/12/02 - 2:10am Video Artificial Intelligence
What's Next in AI: AI We can Scale 2020/12/02 - 2:08am Video Artificial Intelligence
What's Next in AI : AI We Can Trust 2020/12/02 - 2:07am Video Artificial Intelligence
Causal Reinforcement Learning - Slides 2020/12/02 - 2:04am Slides Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Reinforcement Learning -- Part 2/2 (ICML tutorial) 2020/12/02 - 2:03am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Reinforcement Learning -- Part 1/2 (ICML tutorial) 2020/12/02 - 2:00am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Towards Causal Reinforcement Learning (Tutorial) 2020/12/02 - 1:59am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Data Science: Graphical Models, Exchangeable Models and Graphons 2020/12/02 - 1:41am Video Causal Data Science, Graphical Models, Exchangeable Models, Graphons, Elias Bareinboim
Causal Data Science: A General Framework for Causal Inference and Fusion 2020/12/02 - 1:37am Video Elias Bareinboim, Data Science, Causal Data Science, Causal Inference, Causal Reasoning
Data Science is NOT Statistics 2020/12/02 - 1:32am Video Data Science, Statistics
Scientific Reasoning for Practical Data Science 2020/12/02 - 1:30am Video Scientific Reasoning, Data Science
Philosophy of Data Science 2020/12/02 - 1:28am Video Philosophy of Data Science, Data Science
Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI 2020/12/02 - 1:24am Video Judea Pearl, Causal Reasoning, Counterfactuals, AGI, Causal Inference
Judea Pearl -- The Foundations of Causal Inference 2020/12/02 - 1:22am Video Judea Pearl, Causal Inference, Causal Reasoning
Interview with Judea Pearl 2020/12/02 - 1:19am Video Judea Pearl, Causal Inference, Causal Reasoning
Deep learning: A Philosophical Introduction 2020/12/02 - 1:16am Academic Paper Deep Learning
Unwrapping The Black Box of Deep ReLU Networks: Interpretability, Diagnostics, and Simplification 2020/12/02 - 1:07am Academic Paper Deep ReLU Networks, Deep Neural Networks, Activation Pattern, Local linear Interpretability, Network Diagnostics, Network Simplification
Causal inference methods for combining randomized trials and observational studies: a review 2020/12/02 - 1:03am Academic Paper Causal Inference Methods, Randomized Trials, Observational Studies, Causal Inference, Causal Effect Generalization, Transportability, External Validity
External Validity 2020/12/02 - 12:58am Academic Paper External Validity, Causal Inference, Model Utility, Scope Plausibility, Specification Credibility
A Personal Journey into Bayesian Networks 2020/12/02 - 12:55am Academic Paper Bayesian Networks, Bayesian Decision Analysis
Data Science and Investment Strategy 2020/12/01 - 1:47am Video Data Science, Investment Strategy
Predictive Performance of International COVID-19 Mortality Forecasting Models 2020/11/27 - 12:36am Academic Paper Forecasting Models, COVID19 Mortality, COVID19, Causal Models, Public Policy, Health Policy
SMOTEBoost: Improving Prediction of the Minority Class in Boosting 2020/11/23 - 9:41am Academic Paper Algorithms, SMOTEBoost, Minority Class, Boosting, SMOTE, Synthetic Minority Over-sampling Technique, Synthetic Data
Explaining Away, Augmentation, and the Assumption of Independence 2020/11/20 - 11:54pm White Paper Causal Inference, Causality, Causal Reasoning, Causal Discovery, Intercausal
Bayesian Networks and Causal Ecumenism 2020/11/20 - 9:30am Academic Paper Bayesian Networks, Causal Ecumenism, Causality, Causal Inference, Bayesian Decision Analysis
Code for: Predicting the Trajectory of Any COVID19 Epidemic From the Best Straight Line 2020/11/18 - 11:22pm External Course COVID19, Forecasting Trajectory, Michael Levitt, Health Policy, Public Policy
Joint Causal Inference from Multiple Contexts 2020/11/18 - 11:04pm Academic Paper Joint Causal Inference, Multiple Contexts, Causal Discovery, Causal Inference, Experimental Data, Randomized Controlled Trials, Causality

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