Network Science: From Theory to Practice

1
Network Science From Theory to Practice
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

2
Existing Network Science

• Graph-Based Statistical Physics
• Simulation on Graphs

Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

3
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

4
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

5
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

6
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

7
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

8
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

9
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

10
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

11
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

12
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data

13
Lab Experiments
Field Exercises
Theory
Data Analysis
Numerical Experiments
Real-World Operations

• First principles
• Rigorous math
• Algorithms
• Proofs

• Correct statistics
• Only as good as underlying data

• Simulation
• Synthetic, clean data

• Stylized
• Controlled
• Clean, real-world data

• Semi-Controlled
• Messy, real-world data

• Unpredictable
• After action reports in lieu of data