Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics...

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Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics [email protected]

Transcript of Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics...

Page 1: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Modern Models in the Social and Biological

Sciences

Dan TeagueNC School of Science and Mathematics

[email protected]

Page 2: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

New Models/New Mathematics1985 – 2015 – 2045

• Why is the content (and intent) of the mathematics curriculum what it is?

• If the mathematics curriculum is designed to focus on the methods and techniques for the current models of our world, will the curriculum change when those models change?

Page 3: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

New Models/New Mathematics1985 – 2015 – 2045

Why are Latin and Mathematics the

only subjects which appear to have

been unaffected by developments

in the 20th century?

Which good mathematics students

are being left out of the math

pipeline, and why do they leave?

Page 4: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

What was Hot in 1985?

Page 5: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

What Happened to Fractals?

Page 6: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Mandelbrot’s Goal“In the whole of science, the whole of mathematics, smoothness was everything. What I did was to open up roughness for investigation.”

Fractal Geometry is the true

geometry of the natural world.

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Page 8: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
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Air view of Nördlingen, an old walled city on the "Romantische Strasse" (Romantic Road) in Southern

Germany.

Page 10: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Alpo Dog Food

• An organism’s metabolic rate is the rate at which its cells convert nutrients to energy.

• The organism gives off heat at the same rate as a by product.

Page 11: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Max Rubner’s Suface Hypothesis (1880’s)

In order to safely radiate the heat that is generated in the metabolic process through the boundary (skin), the metabolic rate should scale with body mass in the same way as volume and surface area.

So, the metabolic rate should scale with body mass to the 2/3 power. Hence, the Alpo bag.

Page 12: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Kleiber’s Law (1937)

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Page 14: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
Page 15: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Space Filling Curve

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Brown, Enquist, WestMetabolic Scaling Theory

Page 17: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Life? Hunting the Hidden Dimension

Page 18: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Game of Life

Cellular Automata led to Mathematica…

then what?

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Cellular AutomataPeer Pressure

Each agent (cell) looks at their neighbors and decides what to do based on what their neighbors have decided to do.

This simple idea has led to a new and important area of mathematical modeling known as agent based models.

Page 20: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

2-Dimensional Cellular Automata

“Standard” Neighborhoods

Page 21: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Schelling Segregation Model

David Batten, Discovering Artificial Economies, Westview Press, 2000.

Page 22: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
Page 23: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

The Cascade Begins

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Thomas Schelling (2005 Nobel in Economics)

Page 25: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
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Phase Transition

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Tipping Points and Leadership

http://sivers.org/ff

Page 28: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

I will if you will cascades…

Requires diversity of threshold values in the individual agents.

Imagine if everyone has a threshold of 4, what would happen.

You need at least one person with a threshold of 1, another with a threshold of 2, and several with a threshold of 3.

Page 29: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

I will if you will…

• Revolutions - Moral Mondays• Acceptance of Innovations (Smart Phones, Electric Autos) (advantages of owning the first fax machine)

• Local Influence in TI vs Casio

Page 30: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Local Decisions Create Emergent Behavior

• Traffic

• Economy

• Immune System

• Consciousness

• Ant Colony Behavior

More is Different

Page 31: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Classical DE Models

dSS I

dtdI

S I Idt

dRR R F

dtdF

F R Fdt

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Theoretical vs Actual

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?

dSS I

dtdI

S I Idt

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Agent-Based Predator-

Prey Model

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Network as Cellular Automata

Page 37: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Network Model

If every vertex

connects to

every other vertex,

then we have the

classical Mass

Action or Mean Field model.

Page 38: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
Page 39: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Fundamental Fact of Life in a Social Network

Your friends

have more friends

than you do.

Page 40: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.
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Theoretical Results (YFHMFTYD)

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Actual Results

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Network Disease Models

Page 44: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Network MedicineNetwork of all known human diseases

Page 45: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Network Dynamics

Network Structure

Dynamics on Networks

Dynamics of Networks

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If the Models Change, Does the Curriculum

Follow?

Page 48: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Wrong Optimization Model

• Teach as much as you can of subject A because this may be the last math course they take.

• Teach subject A in such a way that it is followed by B and C.

Page 49: Modern Models in the Social and Biological Sciences Dan Teague NC School of Science and Mathematics teague@ncssm.edu.

Modern Models in the Social and Biological

Sciences

Dan TeagueNC School of Science and Mathematics

[email protected]