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Artificial Intelligence (AI)
1	Fundamentals of Gradient Descent Gradient Descent,Machine Learning,Optimization Techniques,loss function,decision making in AI
2	Fundamentals of Backpropagation backpropagation,machine learning,AI,Neural Networks
3	Fundamentals of Backpropagation AI,Machine Learning,backpropagation
4	Cross Validation for Machine Learning Models machine learning,cross-validation,validation,modeling and simulation
Bayesian Capability
1	Bayesian Methods in Test and Evaluation: A Decision Maker's Perspective Credible Interval,Bayesian,Prior,Analysis,T&E Strategy
2	Bayesian Model Checking Bayesian,Prior,Model Checking,Box Criterion
3	Bayesian Reliability for Complex Systems Reliability,Credible Interval,Prior,Bayesian,Test Planning
4	Assessing if a System Meets a Requirement Using Bayesian Inference Bayesian,Probability,Factors
Data Analysis and Statistics
1	An Introduction to Mixture Designs Analysis,Design,JMP,Optimal,Space Filling Designs
2	Confidence Intervals for the Median and Other Percentiles Confidence Interval; Confidence; Analysis; Median; Percentile; JMP
3	Data-Driven Model Development M&S; VV&A; Validation; Training; Model Checking
4	Equivalence Testing Analysis; JMP; Hypothesis Testing; Equivalence Acceptance Criterion
5	Improving the Interpretability of Bayesian Priors Analysis; Bayesian; Prior; Monte Carlo
6	Interpreting Confidence Intervals Confidence Interval; Confidence; Sample Size; Analysis; Margin of Error
7	MATLAB and R Integration with JMP JMP,MATLAB,R,Regression Trees
8	Model Building Process Part 1: Checking Model Assumptions Version 1.1 Analysis; Linear Regression; Outliers; Variance; Independence; Normality
9	Model Building Process Part 2: Factor Assumptions Analysis; Linear Regression; Multicollinearity; Lack of Fit; Variance Inflation Factor
10	Model Building Process Part 3: Model Goodness Metrics linear regression,R2,adjusted R2,AIC,BIC,PRESS
11	Nonparametric Tolerance Intervals Best Practice Analysis; Tolerance Interval; Sample Size; Nonparametric Nonparametric Tolerance Interval Tool Analysis; Tolerance Interval; Sample Size; Nonparametric
12	Sampling from Arbitrary Distributions using the Rejection Method Analysis; Sampling; Bayesian; Monte Carlo; Acceptance Region
13	Scientific Test and Analysis Techniques in Technology Readiness Assessment Analysis; TRA; Test Planning; System Decomposition; Test Objectives; STAT Candidates
14	Statistical Hypothesis Testing Analysis; Hypothesis Testing; Sample Size; Risk; Significance Level; P-value
15	Statistics Reference Series Part 1: Descriptive Statistics Analysis; Descriptive Statistics; Graphical Summary; Numerical Summary
16	Statistics Reference Series Part 2: Probability Analysis; Probability; Continuous; Discrete; Probability Distribution
17	Statistics Reference Document Series Part 3: Inferential Statistics Estimation,Statistical Intervals,Hypothesis Testing,Linear Regression,Inferential Statistics
18	Tolerance Intervals Demystified Analysis; Tolerance Interval; Sample Size; Requirements; Normality
19	Uncertainty Quantification: An Overview Uncertainty Quantification; M&S; Emerging Technologies; Machine Learning; Bayesian; Monte Carlo; Design
20	Understanding Analysis of Variance Design; Analysis; ANOVA; Hypothesis Testing; JMP
21	Using Regression Trees Analysis; M&S; JMP; Prediction; Regression Trees
22	Using Statistical Intervals to Assess System Performance Analysis; Confidence; Design; Linear Regression; Prediction Interval; Tolerance Interval; Confidence Interval
23	Parametric Survivability Analysis Case Study parametric survivability,censored data
24	Case Study: Effects of Incomplete Randomization and Test Dependence in Flight Helmet Testing Randomization,Test Dependence,T&E Strategy,Independence
25	Interactive Inferential Statistics Flowchart Confidence Interval,Test design,measures,T&E strategy
26	Art of Stat Web Apps [artofstat.com/web-apps] Tool,Website
27	Test Science Interactive Tools [testscience.org/interactive-tools/] Tool,Website
28	Reliability Analytics Toolkit [https://reliabilityanalyticstoolkit.appspot.com/] Tool,Website
29	Top N Pareto Front Search Add-In (Ver. 1) Guide Pareto front,Define-Measure-Reduce-Combine-Select,reliability,decision-making,multiple criteria
30	Comprehensive Data Analysis for Decision Quality Information Analysis,Test Planning
31	Female Body Armor: Planning for Survey Success Survey,Sampling,Analysis
Emerging Technologies
1	Best Practice for Effective Requirements and Measures for Autonomous Defense Systems Autonomy,Measures,Requirements
Homeland Security Community of Best Practices (HS COBP)
1	Benefits, Best Practices, & Risks of Using Cloud Technologies Cloud,Software,Risk,T&E Strategy
2	Designing a Test for Prediction relative prediction variance,margin of error,fraction of design space,JMP
3	Logistic and Probit Regression Computational Algorithms logistic regression,maximum likelihood,Newton-Raphson
4	Recommended Confidence Intervals for a Binomial Proportion Binary Response; Confidence Interval; Bayesian; Proportion
Modeling and Simulation
1	Constructing a Metric for Fidelity in Model Validation M&S; Validation; VV&A; Fidelity; Digital Engineering
2	Elements of a Mathematical Framework for Model Validation Levels Digital Engineering; M&S; Validation; Fidelity; Referent Authority; Scope
3	Model Based Systems Engineering for Developmental System Verification and Validation M&S,Digital Engineering,Validation,VV&A,MBSE,Systems Engineering
4	Model Selection and Use of Empiricism in Digital Engineering M&S; Digital Engineering; Digital Thread
5	STAT COE MRL White Paper: A Conceptual Framework for the Establishment of Model Readiness Levels M&S; Digitial Engineering; VV&A; Fidelity; Validation; Scope; Referent Authority
6	Model Validation Levels: Methods and Implementation Model valiation levels,validation,modeling and simulation,digital engineering,fidelity,test an evaluation
7	Case Studies on Model Validation Levels model validation levels,validation,modeling an simulation,test and evaluation
8	Evolutionary Design and Machine Learning for Modeling and Simulation Sampling,Artificial Intelligence,Design
9	Machine Learning Model Monitoring Machine Learning,Model Retaining,model monitoring,drift
10	Model Validation Levels: Methods and Implementation v2 model validation levels,validation,modeling and simulation,digital engineering,fidelity,test and evaluation
11	Applying Model Validation Levels within Modeling and Simulation as a Service for Continuous Test and Evaluation of Complex System of Systems model validation levels,modeling and simulation
Planning
1	Polar Plot Graph Builder Guide JMP,Exploratory Data Analysis,Polar Plot Polar Plot Test Design- Add-In JMP,Exploratory Data Analysis,Polar Plot
2	System Decomposition Worksheet System Decomposition,Test Objectives,Requirements
3	STAT Planning Worksheet Reponses,Factors,Constraints and Limitations
4	Test Planning Worksheet Test Objectives,Responses,Sequential Test,Strategy,Power,Confidence,Signal,Design
5	Categorical Data in a Designed Experiment: Sizing Calculator Calculator,Categorical,Sizing,Design of Experiments
6	A Method to Quantify STAT Impact in DoD Test Design-Calculator STAT,Quantify,Calculator,Tool
7	Test Design Comparison and Selection Tables Test Design,Tool,T&E Strategy
8	Shiny App Binary Test Tools [https://stat-coe.shinyapps.io/BinaryTestTools/] Website,Shiny,Binary
9	Developing Unmanned Tests of Aircraft Life Support Systems Test Planning,Analysis,Air Force
Reliability
1	Availability Confidence Intervals from Bootstrap Sampling Reliability,Availability,Bootstrap,Monte Carlo,Confidence
2	Impact of Test Time on Estimation of Mean Time Between Failure Reliability; Confidence Interval; Confidence
3	Practical Bayesian Analysis for Failure Time Data Reliability; Bayesian; Prior; MATLAB; Sample Size MTBF Bayes Exponential Gamma Post Analysis Censor V3.1 Reliability; Bayesian; Prior; MATLAB; Sample Size MTBF Bayes Exponential Gamma Posterior Analysis V2.2 Reliability; Bayesian; Prior; MATLAB; Sample Size
4	Reliability Test Planning for Mean Time Between Failures Reliability; Confidence; Power; Hypothesis Testing Reliability Test Plans for Binary Responses: Excel Tool Guide Reliability; Confidence; Power; Hypothesis Testing Reliability Test Planning Tool Proportion or MTBF Reliability; Confidence; Power; Hypothesis Testing Reliability Test Planning Utility Guide test and evaluation,reliability planning,risk assessment STAT COE Reliability Test Planning Tool App test and evaluation,reliability planning,risk assessment
Software Testing
1	Applying STAT within the DevSecOps Lifecycle Software,Agile,DevSecOps,Reliability,Automated Testing,Confidence Interval
2	Automated Software Test Implementation Guide for Managers and Practitioners Software,Automated Testing,Risk,Analysis,Design,T&E Strategy,Information Technology,Measures,Requirements,Test Objectives
3	Automated Software Testing Practices and Pitfalls Software,Automated Testing,VV&A,Test Objectives,Test Planning
4	Combinatorial Test Designs Software; Combinatorics; ACTS; Interactions
5	Software Reliability Fundamentals Software; Reliability; Information Technology; FRACAS; Agile
6	STAT for Software Testing Software; Design; Combinatorics; Covering Arrays; Measures; Interactions; Risk
Test and Evaluation Strategy
1	Applying STAT to Defense Business Systems Software,Design,Combinatorics,Information Technology,Defense Business Systems
2	Assessing Rigor in Test Plans Scientific Test and Analysis Techniques,Rigorous Testing,Assessment
3	Calculating a Consensus of Opinion Subject Matter Expert; Consensus; Ratio-Scale Matrix; Multi-criteria Decision; Factor Reduction; T&E Strategy
4	Critical STAT Questions DOD Leadership Should Ask T&E Strategy; Critical Questions; Test Planning; Test Readiness Review
5	Effective Requirements and Measure for Autonomous Defense Systems Autonomy; Measures; Requirements
6	Evaluating Delivered Test Plans For STAT Content T&E Strategy; Test Planning
7	Implementing Rigor in Test Plans TEMP; T&E Strategy; System Decomposition; Factors; STAT Candidates
8	Quantifying STAT Impact in DoD Test Design Design; T&E Strategy; Quantification; Return on Investment; Monetize
9	Specifying STAT Requirements In Defense Contracts T&E Strategy; Contractor Testing; Design; Analysis; Requirements
10	Survey of AI-Enabled Tools for Application in Test & Evaluation Artificial Intelligence; Autonomy; Emerging Technology
11	Testing via Sequential Experiments T&E Strategy; Sequential Test; Design; Test Phases; Factor Reduction; Response Surface
12	Understanding Requirements for Effective Test Planning T&E Strategy; Test Planning; Requirements
13	Workshop Report: 2015 Advancement in Test and Evaluation of Autonomous Systems T&E Strategy,Autonomy,Requirements,Measures,Design
14	Workshop Report: 2019 Advancements in Test and Evaluation of Autonomous Systems T&E Strategy,Autonomy,Requirements,Measures,Design
15	Workshop Report: 2022 Advancements in Test and Evaluation of Autonomous Systems T&E Strategy,Autonomy,Requirements,Measures,Design
16	Radar Detection Performance using Design of Experiments - Case Study Experimental Design,Fractional Factorial,Statistical Analysis
17	Designed Experiments in a Heavily Constrained Operational Space Optimal Designs,Constraints,Design of Experiments,Prediction Variance
18	Split Plot Design of Experiments-Mortar Vehicle Ballistic Similitude Case Study mortar vehicle,factor comparison,screening design,sequential design,hard to change
19	On the Construction of a Standard Scale for Model Validation Referent Authority Referent Authority,Validation,Digital Engineering,Trust
20	Building Bridges, A Case Study: Assisting a Program from the Outside STAT Candidates,Strategy,T&E Strategy
21	FAMUS Case Study Design,Air Force,T&E Strategy,Test Objectives,System Decomposition
22	Continuous Machine Learning for Test and Evaluation machine learning,test and evaluation,modeling and simulation,validation
Test Design
1	Binary Response and Single Stress Factor Test Methods Sequential Test; Logistic Regression; Three Phase Optimal Design; Sensitivity Testing; Ballistic Resistance; Design
2	Categorical Data in a Designed Experiment Part 1: Avoiding Categorical Data Design; Binary Response; Sample Size; Categorical Data; Confidence; Power
3	Categorical Data in a Designed Experiment Part 2: Sizing a design with a Binary Response Design; Binary Response; Categorical Data; Sample Size; Power; Confidence
4	Categorical Data in a Designed Experiment Part 3: Logistic Regression Design; Generalized Linear Model; Logistic Regression; Linear Regression; Binary Response; Categorical Factors
5	Categorical Data in a Designed Experiment Part 4: Estimating Power of Test Designs for a Binary Response Design; Power; Monte Carlo; Binary Response; Categorical Data
6	Classical Designs: Fractional Factorial Designs Design; Factor Reduction; JMP; Fractional Factorial; Interactions
7	Classical Designs: Full Factorial Designs Design; Randomization; Blocking; JMP; Interactions
8	Computer Experiments: Space Filling Design and Gaussian Process Modeling Design; Space Filling Design; Computer Simulations; Deterministic Response; Sample Size
9	Controlling Conditions is Key for Meaningful Operational Test Results Design; Factors; Constraints and Limitations; Operational Test
10	Developing Effective Test Objectives Design; Test Planning; Test Objectives; Sequential Test
11	Iterative Developmental Testing Considerations Design; Sequential Test; Linear Regression; Factor Reduction; Augmentation
12	Quantifying Test Risk Using Design of Experiments Risk; Design; Quantification; Power; Test Planning
13	Randomization: A Core Principle of DOE Randomization; Design; Split Plot; Constraints and Limitations; Factors; Power
14	STAT Planning Tool Guide Design; TEMP; Test Planning; Test Objectives; Factors; Responses; Constraints and Limitations
15	STAT Planning Tool - Application Design; TEMP; Test Planning; Test Objectives; Factors; Responses; Constraints and Limitations
16	Study Guide to Design of Experiments Learning Series by J. Stuart Hunter, Lessons 10-15 Design; Hypothesis Testing; Analysis
17	Study Guide to Design of Experiments Learning Series by J. Stuart Hunter, Lessons 1-9 Design; ANOVA; Randomization; Blocking
18	Survey & Questionnaire Design Survey; Bias; Sampling; Design; Likert Scale; Factor Analysis; Principal Component Analysis; Cluster Analysis
19	Test Design Comparison and Selection Design; Factors; Power; Test Planning
20	Test Facility DOE Survey Randomization,replication,blocking,sequential testing,execution
21	Understanding the Signal to Noise Ratio in Design of Experiments Design; Power; Signal; Noise; Variance
22	Using OC Curves to Balance Cost and Risk Design; Operating Characteristic Curves; Acceptance Testing; Sampling Plan
23	The Test Design for Ship Defense Against a Small Boat Threat Small Boat Threat,Mission Decomposition,Design of Experiments
24	Lessons Learned from an Incompletely Randomized Test Design Design; Randomization; Analysis; Factors; Constraints and Limitations
25	B-52 Case Study DOE,planning,design,execution,analysis,significant effect
26	Test design strategy for DCGSN Website Teaser Navy; T&E Strategy; Design; System Decomposition; Requirements
27	Test design strategy for MGUE IST T&E Strategy; Design; System Decomposition; Requirements
28	Case Study SBIRS Block 20 T&E Strategy; Design; System Decomposition; Requirements; SBIRS
29	Shiny App Availability Tool [https://kolsti-dev-apps.shinyapps.io/Availability_Conf_Interval_Tool/] Availability,Shiny,Tool
30	Practical Design of Experiments Considerations for Iterative Developmental Testing Sequential Test,Regression Trees
31	Sizing Test Designs with Binary Versus Continuous Responses: Improving the Major League Baseball Playoffs Binary Response,Modeling and Simulation,M&S,Factors
32	Assessment of Radar Detection Performance using Design of Experiments Design,Risk,Analysis
33	Developing Test Designs with Constrained Factors for Military Fast Jet Life Support Systems Air Force,Design,Optimal,Constraints,Limitations

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