Mathematics for Social and Behavior Sciences
Transcript of Mathematics for Social and Behavior Sciences
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive:
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students:
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciences
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadership
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
Finance
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Monday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problems
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Firm belief:
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Firm belief:All students need exposure to
computing and data
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Firm belief:All students need exposure to
computing and dataMatlab
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Firm belief:All students need exposure to
computing and dataMatlab
Statistics
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Mathematics forSocial and Behavior Sciences
Don SaariMath and
Institute for Math Behavioral Scienceswww.imbs.uci.edu
University of California, Irvine [email protected]
Interactive: WGAD
Math of physical sciences:Historical source of power
Change of interest? Students: moved into math of social and
behavioral sciencesDirector of institute
Problems
What is needed; particularly in first couple of years?
I do believe that calculus is far more naturally connected to econ and stats than engineering.Much in calculus can be dropped!Conceptual understanding--they will be facing new problemsE.g., Riemann sums vs integrals
Firm belief:All students need exposure to
computing and dataMatlab
StatisticsBayesian “updating”
Conference video link
Opportunities: leadershipOpportunities: Students
FinanceEconomics, management, OR
Political Science Sociology
Cognitive SciencesMonday, October 13, 14
Party time! (Example of problems in social sciences)
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;How do we find an “appropriate decision method?”
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;How do we find an “appropriate decision method?”
But, this is a simple aggregation method: social and behavioral Basic problem faced by mathematics of economics;
How do we find an “appropriate ----”Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;How do we find an “appropriate decision method?”
But, this is a simple aggregation method: social and behavioral Basic problem faced by mathematics of economics;
How do we find an “appropriate ----”
Mathematics?
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;How do we find an “appropriate decision method?”
But, this is a simple aggregation method: social and behavioral Basic problem faced by mathematics of economics;
How do we find an “appropriate ----”
Mathematics?Reductionist
Monday, October 13, 14
Party time! (Example of problems in social sciences)
6
5
4
Milk,Wine,Beer
Beer, Wine, Milk
Wine, Beer, Milk
PluralityMilk-6, Beer-5, Wine-4
Milk Wine
6 9
Milk Beer
6 9
Beer Wine
5 10
PairwiseWine, Beer, Milk
Beer?Runoff election
Rather than voter preferences, an election outcome can reflect the choice of an election method!
Basic problem faced by mathematics of social choice;How do we find an “appropriate decision method?”
But, this is a simple aggregation method: social and behavioral Basic problem faced by mathematics of economics;
How do we find an “appropriate ----”
Mathematics?Reductionist
Symmetry groups
Monday, October 13, 14
Differences in classes that make a difference
Monday, October 13, 14
Differences in classes that make a difference
Dot products:
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Series
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
Computations
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicated
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Growth: financial, population, ecology, etc.
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Growth: financial, population, ecology, etc.
Eigenvalues, eigenvectors
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Growth: financial, population, ecology, etc.
Eigenvalues, eigenvectorsA v = L v
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Growth: financial, population, ecology, etc.
Eigenvalues, eigenvectorsA v = L v
A is input-output
Monday, October 13, 14
Differences in classes that make a difference
Dot products:Dimensions n=2, 3
Economics, Operations Research, Management, etc.
all dimensions
Example:You have n commodities w= (w1, w2, …, wn) that
will be sold a price p = (p1, …, pn) to buy new bundle at these prices.What can be afforded?
Money available(p, w)
Bundle x that can be purchased(p, x)
Budget plane(p, x-w) = 0
Lagrange multiplier but what does Lambda mean?
Taylor Seriesf(x) = f(a) + f ’(a)(x-a) + ….
ComputationsBut, modeling
Why is base e “natural”x’ = f(x)
Too complicatedx’ = a x
Growth: financial, population, ecology, etc.
Eigenvalues, eigenvectorsA v = L v
A is input-outputv is natural direction
Monday, October 13, 14
Other topics?
Monday, October 13, 14
Other topics?Optimization
Monday, October 13, 14
Other topics?OptimizationCalculus
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systems
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciences
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relations
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporate
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative info
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theory
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theorywedding of dynamical systems and
game theory
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theorywedding of dynamical systems and
game theorysocial norms:
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theorywedding of dynamical systems and
game theorysocial norms:
philosophy of science (Stag hunt, etc.) ,
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theorywedding of dynamical systems and
game theorysocial norms:
philosophy of science (Stag hunt, etc.) ,
anthropology, economics, political science, IIASA
Monday, October 13, 14
Other topics?OptimizationCalculus
Almost all systemsGame theory:
All living systems!What is optimized is based on
what others do Game theory is to living systems
what calculus is to physical systems
Nash and f ’=0Strategies, coalitions:Early days: discrete
All social, behavioral sciencesAuctions: Vickery
Military, international relationsCorporate
ALL math depts need a course!!
Social and behavioral sciences:Change
Still struggling how to incorporateUsually NOT x’ = f(x)
Qualitative infodynamical systems
New area:Ultimatum game
Evolutionary game theorywedding of dynamical systems and
game theorysocial norms:
philosophy of science (Stag hunt, etc.) ,
anthropology, economics, political science, IIASA
Agent based models: SFI
Monday, October 13, 14
Seven handshakes
Monday, October 13, 14
Seven handshakesNetwork theory
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theory
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
Ebola
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crime
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in stores
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamics
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:Haven’t mentioned many others, such as allocation and apportionment methods,
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:Haven’t mentioned many others, such as allocation and apportionment methods,
Opportunities to assume leadership
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:Haven’t mentioned many others, such as allocation and apportionment methods,
Opportunities to assume leadershipTommy Ratliff and voting theory
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:Haven’t mentioned many others, such as allocation and apportionment methods,
Opportunities to assume leadershipTommy Ratliff and voting theory
What is next??
Monday, October 13, 14
Seven handshakesNetwork theory
Ideas from graph theorySociology: early 1940s
EbolaIssues of centrality, etc.
crimeeconomics; customers in storesNow being combined with game
theory, dynamicsALEKS
Just an indication:Haven’t mentioned many others, such as allocation and apportionment methods,
Opportunities to assume leadershipTommy Ratliff and voting theory
What is next??Your thoughts??
Monday, October 13, 14