SlideShare ist ein Scribd-Unternehmen logo
1 von 34
Paul Schumann
    CTEX WFS
 August 21, 2012
1, 2, a Few, Many
 1 2                             A Few                          Many

 Newton      Poincare
                                                                  Gauss




             Complicated             Criticality & Chaos

Simplicity         Organized Complexity           Disorganized Complexity
                 Paul Schumann                                              2
The Present
“It makes me happy. To be at the beginning again,
 knowing almost nothing… The ordinary-sized stuff
 which is our lives, the things people write poetry about
 – clouds – daffodils – waterfalls,,,these things are full
 of mystery, as mysterious to us as the heavens were to
 the Greeks…It’s the best possible time to be alive, when
 almost everything you thought you knew is wrong.”
Tom Stoppard, Arcadia



               Paul Schumann                                 3
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   4
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   5
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   6
Examples
   Three Body Problem
                                             The Logistic Map: x t + 1 = R x t ( 1 – x t )
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks                    R=2                         R=4
   Evolution                          x 0 = 0.99                  x 0 = 0.2
   Economics                                                      x0 =
                                                                   0.200000000
                                                                   01
                       Paul Schumann                                                  7
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   8
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   9
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics
                                       N = a M -2


                       Paul Schumann                10
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass                Criticality
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems         Gaussian
   Markets
   Social Networks
   Evolution
   Economics



                     Paul Schumann             11
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   12
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics
                                       Termite Cathedral

                       Paul Schumann                       13
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   14
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics

                                       European Starlings

                       Paul Schumann                        15
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   16
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   17
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   18
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   19
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   20
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   21
Modeling
Mathematical                       Massively Parallel
 Derived                           Simulation
 Analytical                        Describe underlying
 Conditional                          mechanisms
 Equation: x = ½ a t2                Rule based agents in an
 Predictive                           environment
                                      Exploration
                                      Easier to add random or
                                       probabilistic events
                                      Flexible & intuitive


                   Paul Schumann                                 22
P=a C -2.1
Examples                               2007: corr=0.98
                                       2008: corr=0.94
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann                     23
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   24
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   25
Examples
   Three Body Problem
   Weather
   Logistic Graph
   Earthquakes/Hour Glass
   Forrest Fires
   Termite Castles
   Slime Mold
   Flocking/Schooling/Herding
   Body Rhythms
   Nature’s True Shapes
   Biological Growth
   Ecological Systems
   Markets
   Social Networks
   Evolution
   Economics



                       Paul Schumann   26
Examples
   Three Body Problem                 “…the wealth of nations is driven by
   Weather                            productive knowledge. Individuals are
   Logistic Graph                     limited in the things they can effectively
   Earthquakes/Hour Glass             know and use in production so the only
   Forrest Fires                      way a society can hold more knowledge is
   Termite Castles                    by distributing different chunks of
   Slime Mold                         knowledge to different people. To use the
   Flocking/Schooling/Herding         knowledge, these chunks need to be re-
   Body Rhythms                       aggregated by connecting people through
   Nature’s True Shapes               organizations and markets. The complex
   Biological Growth                  web of products and markets is the other
   Ecological Systems                 side of the coin of the accumulating
   Markets                            productive knowledge.”
   Social Networks
   Evolution                          Atlas of Economic Complexity
   Economics



                       Paul Schumann                                                27
Examples                              Dispersed interaction —The economy has interaction between many
                                   dispersed, heterogeneous, agents. The action of any given agent depends upon
                                   the anticipated actions of other agents and on the aggregate state of the
   Three Body Problem             economy.
                                      No global controller —Controls are provided by mechanisms of
   Weather                        competition and coordination between agents. Economic actions are mediated
   Logistic Graph                 by legal institutions, assigned roles, and shifting associations. No global entity
   Earthquakes/Hour Glass         controls interactions. Traditionally, a fictitious auctioneer has appeared in some
                                   mathematical analyses of general equilibrium models, although nobody
   Forrest Fires                  claimed any descriptive accuracy for such models. Traditionally, many
   Termite Castles                mainstream models have imposed constraints, such as requiring that budgets
   Slime Mold                     be balanced, and such constraints are avoided in complexity economics.
                                      Cross-cutting hierarchical organization —The economy has many levels
   Flocking/Schooling/Herding     of organization and interaction. Units at any given level behaviors, actions,
   Body Rhythms                   strategies, products typically serve as "building blocks" for constructing units at
   Nature’s True Shapes           the next higher level. The overall organization is more than hierarchical, with
                                   many sorts of tangling interactions (associations, channels of communication)
   Biological Growth              across levels.
   Ecological Systems                Ongoing adaptation —Behaviors, actions, strategies, and products are
   Markets                        revised frequently as the individual agents accumulate experience[8].
                                      Novelty niches —Such niches are associated with new markets, new
   Social Networks                technologies, new behaviors, and new institutions. The very act of filling a
   Evolution                      niche may provide new niches. The result is ongoing novelty.
   Economics                         Out-of-equilibrium dynamics —Because new niches, new potentials, new
                                   possibilities, are continually created, the economy functions without attaining
                                   any optimum or global equilibrium. Improvements occur regularly.


                       Paul Schumann                                                                            28
Complexity, Emergence & Fractals
 The behavior of a complex
  system in dynamic                               Complexity
  equilibrium is chaotic, in
  non-equilibrium is critical
 Emergence is the way                  Equilibrium
                                                                  Non-
  complex systems and patterns                                 equilibrium
  arise out of a multiplicity of
  relatively simple interactions
                                    Chaos         Agents       Criticality
 A fractal is an object or
  quantity that displays self-
  similarity on all scales.
 Some complex systems can                      Emergence        Agents
  appear simple or complicated
  at some scales                   Adaptive
                                                 Fractals
                  Paul Schumann                                           29
Why Is Complexity Important?
 Ubiquitous
 Trans disciplinary
 “…the next century (21st) will be the century of complexity.”
  – Hawking
 “…the overarching challenge of our age will be managing
  modern complexity” – Beer
 “I am convinced that the nations and people who master
  the new sciences of complexity will become the economic,
  cultural and political superpowers of the next century
  (21st).” – Pagels
 “Complexity has created a bridge or a merger of
  quantitative and qualitative explanations of life.” -
  Zimmerman
                Paul Schumann                                     30
The Future Complexity
 More systems
 More interconnectedness in the systems
 The reach of a system is growing
 The number of people/things in a system is increasing
 The speed of interaction is increasing
 Therefore: More complexity
    More chaos
    More criticality
    More emergence

               Paul Schumann                              31
Paul Schumann
Paul Schumann, PO Box 161475, Austin, TX 78716
512.632.6586
paschumann2009@gmail.com
http://insights-foresight.blogspot.com/
https://sites.google.com/a/schumann2020.com/paul-
 schumann/home
http://www.twitter.com/innovant2003
Want to go further? Contact me…


                Paul Schumann                        32
Resources
   Complexity: A Guided Tour, Melanie Mitchell, Oxford, 2009
   Simplexity, Jeffrey Kluger, Hyperion, 2008
   The Black Swan: The Impact of the Highly Improbable, Nassim Nicholas Taleb, Random House, 2007
   Adventures in Modeling: Exploring Complex, Dynamic Systems with StarLogo, Vanessa Stevens
    Colella, Eric Klopfer & Mitchel Resnick, Teachers College press, 2001
   Emergence: The Connected Lives of Ants, Brains, and Software, Steven Johnson, Scribner,2001
   Ubiquity: Why Catastrophes Happen, Mark Buchanan, Three Rivers Press, 2000
   Turtles, Termites and Traffic Jams: Explorations in Massively Parallel Microworlds, Mitchel Resnick,
    MIT, 1997
   Chaos Gaia Eros, Ralph Abraham, Harper, 1994
   Tao of Chaos: Merging East and West, Katya Walter, Kairos Center, 1994
   Complexity: The Emerging Science at the Edge of Order and Chaos, M. Mitchell Waldrop, Touchstone,
    1992
   Exploring Complexity: An Introduction, Gregoire Nicolis & Ilya Prigogine, Freeman, 1989
   Chaos: Making a New A Science, James Gleick, Penguin, 1987
   Godel, Escher, Bach: An Eternal Golden Braid, Douglas Hofstadter, Vintage, 1980
Go to Insights and Foresight Blog (http://insights-foresight.blogspot.com/) and search for
complexity. All the resources listed above have blog entries and or links.



                            Paul Schumann                                                           33
This work is licensed under the Creative
    Commons Attribution license. You may
 distribute, remix, tweak, and build upon this
work, even commercially, as long as you credit
      me for the original creation as Paul
                   Schumann.




  Paul Schumann                                  34

Weitere ähnliche Inhalte

Ähnlich wie Simple, complicated or complex

Causality from outside Time
Causality from outside TimeCausality from outside Time
Causality from outside Time2idseminar
 
Causality from outside Time
Causality from outside TimeCausality from outside Time
Causality from outside TimeAlfred Driessen
 
The Origin Of Life
The  Origin Of  LifeThe  Origin Of  Life
The Origin Of Lifezakir2012
 
Abiotic Synthesis And The Deep Sea Vent Hypotheses
Abiotic Synthesis And The Deep Sea Vent HypothesesAbiotic Synthesis And The Deep Sea Vent Hypotheses
Abiotic Synthesis And The Deep Sea Vent HypothesesAshley Lott
 
Minding this Water Planet
Minding this Water PlanetMinding this Water Planet
Minding this Water PlanetTony Smith
 
Uti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsUti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsHIDEUMI SEKIGUCHI
 
Uti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsUti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsHideumi Sekiguchi
 
http://ttbaoduong.hut.edu.vn
http://ttbaoduong.hut.edu.vnhttp://ttbaoduong.hut.edu.vn
http://ttbaoduong.hut.edu.vnFransiscus Tgong
 
2- Does evolution violate the second law of thermodynamics- Why or why.docx
2- Does evolution violate the second law of thermodynamics- Why or why.docx2- Does evolution violate the second law of thermodynamics- Why or why.docx
2- Does evolution violate the second law of thermodynamics- Why or why.docxlcarolyn
 
Respect Diversity, One Another - Ecological Perspective
Respect Diversity, One Another - Ecological PerspectiveRespect Diversity, One Another - Ecological Perspective
Respect Diversity, One Another - Ecological PerspectiveCarl Mahlmann
 
Chapter 18 Lecture
Chapter 18 LectureChapter 18 Lecture
Chapter 18 Lecturedlsupport
 
OverFlow Chart Introduction and Application to Gateway Drugs
OverFlow Chart Introduction and Application to Gateway DrugsOverFlow Chart Introduction and Application to Gateway Drugs
OverFlow Chart Introduction and Application to Gateway DrugsTony Smith
 
01_introduction_students_revised
01_introduction_students_revised01_introduction_students_revised
01_introduction_students_revisedcresnick
 
The Bionic City by Melissa Sterry. Published September 2011.
 The Bionic City by Melissa Sterry. Published September 2011. The Bionic City by Melissa Sterry. Published September 2011.
The Bionic City by Melissa Sterry. Published September 2011.Melissa Sterry
 

Ähnlich wie Simple, complicated or complex (20)

Causality from outside Time
Causality from outside TimeCausality from outside Time
Causality from outside Time
 
Causality from outside Time
Causality from outside TimeCausality from outside Time
Causality from outside Time
 
The Origin Of Life
The  Origin Of  LifeThe  Origin Of  Life
The Origin Of Life
 
Abiotic Synthesis And The Deep Sea Vent Hypotheses
Abiotic Synthesis And The Deep Sea Vent HypothesesAbiotic Synthesis And The Deep Sea Vent Hypotheses
Abiotic Synthesis And The Deep Sea Vent Hypotheses
 
Minding this Water Planet
Minding this Water PlanetMinding this Water Planet
Minding this Water Planet
 
Uti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsUti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physics
 
Uti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physicsUti index-papers-e-chapter6-todays-godless-physics
Uti index-papers-e-chapter6-todays-godless-physics
 
http://www.co2ntra.hu
http://www.co2ntra.huhttp://www.co2ntra.hu
http://www.co2ntra.hu
 
http://ttbaoduong.hut.edu.vn
http://ttbaoduong.hut.edu.vnhttp://ttbaoduong.hut.edu.vn
http://ttbaoduong.hut.edu.vn
 
2- Does evolution violate the second law of thermodynamics- Why or why.docx
2- Does evolution violate the second law of thermodynamics- Why or why.docx2- Does evolution violate the second law of thermodynamics- Why or why.docx
2- Does evolution violate the second law of thermodynamics- Why or why.docx
 
Respect Diversity, One Another - Ecological Perspective
Respect Diversity, One Another - Ecological PerspectiveRespect Diversity, One Another - Ecological Perspective
Respect Diversity, One Another - Ecological Perspective
 
Climateclass
ClimateclassClimateclass
Climateclass
 
Chapter 18 Lecture
Chapter 18 LectureChapter 18 Lecture
Chapter 18 Lecture
 
OverFlow Chart Introduction and Application to Gateway Drugs
OverFlow Chart Introduction and Application to Gateway DrugsOverFlow Chart Introduction and Application to Gateway Drugs
OverFlow Chart Introduction and Application to Gateway Drugs
 
Medusa haidresser
Medusa haidresserMedusa haidresser
Medusa haidresser
 
Final warning of gaia
Final warning of gaiaFinal warning of gaia
Final warning of gaia
 
01_introduction_students_revised
01_introduction_students_revised01_introduction_students_revised
01_introduction_students_revised
 
Pdf thermo
Pdf thermoPdf thermo
Pdf thermo
 
The Bionic City by Melissa Sterry. Published September 2011.
 The Bionic City by Melissa Sterry. Published September 2011. The Bionic City by Melissa Sterry. Published September 2011.
The Bionic City by Melissa Sterry. Published September 2011.
 
Varios autores preguntas sin resolver en cosmologia
Varios autores   preguntas sin resolver en cosmologiaVarios autores   preguntas sin resolver en cosmologia
Varios autores preguntas sin resolver en cosmologia
 

Mehr von Paul Schumann

Liberty, Freedom and Rights
Liberty, Freedom and RightsLiberty, Freedom and Rights
Liberty, Freedom and RightsPaul Schumann
 
An Overview of CodeNext
An Overview of CodeNextAn Overview of CodeNext
An Overview of CodeNextPaul Schumann
 
CodeNext v3 Resolution
CodeNext v3 ResolutionCodeNext v3 Resolution
CodeNext v3 ResolutionPaul Schumann
 
Lost Creek Blvd Proposed Speed Mitigation
Lost Creek Blvd Proposed Speed MitigationLost Creek Blvd Proposed Speed Mitigation
Lost Creek Blvd Proposed Speed MitigationPaul Schumann
 
Lost Creek Wildfire Adapted Community Plan
Lost Creek Wildfire Adapted Community PlanLost Creek Wildfire Adapted Community Plan
Lost Creek Wildfire Adapted Community PlanPaul Schumann
 
LCCO General Meeting 010418
LCCO General Meeting 010418LCCO General Meeting 010418
LCCO General Meeting 010418Paul Schumann
 
Household Affordability Code Prescription
Household Affordability Code PrescriptionHousehold Affordability Code Prescription
Household Affordability Code PrescriptionPaul Schumann
 
ALDC Transect Matrix (Draft_092515)
ALDC Transect Matrix (Draft_092515)ALDC Transect Matrix (Draft_092515)
ALDC Transect Matrix (Draft_092515)Paul Schumann
 
A Tale of Two Cities (Austin and Seattle)
A Tale of Two Cities   (Austin and Seattle)A Tale of Two Cities   (Austin and Seattle)
A Tale of Two Cities (Austin and Seattle)Paul Schumann
 
Fact Sheets on Fencing for Wildfire Mitigation
Fact Sheets on Fencing for Wildfire MitigationFact Sheets on Fencing for Wildfire Mitigation
Fact Sheets on Fencing for Wildfire MitigationPaul Schumann
 
Austin Resource Recovery: Lost Creek
Austin Resource Recovery: Lost CreekAustin Resource Recovery: Lost Creek
Austin Resource Recovery: Lost CreekPaul Schumann
 
Future Of Austin's Transportation
Future Of Austin's TransportationFuture Of Austin's Transportation
Future Of Austin's TransportationPaul Schumann
 
Wildfire Adapted Community Plan
Wildfire Adapted Community PlanWildfire Adapted Community Plan
Wildfire Adapted Community PlanPaul Schumann
 
Lost Creek Wildfire Assessment
Lost Creek Wildfire AssessmentLost Creek Wildfire Assessment
Lost Creek Wildfire AssessmentPaul Schumann
 
Fire Resistant Materials
Fire Resistant MaterialsFire Resistant Materials
Fire Resistant MaterialsPaul Schumann
 
Firewise Landscaping in Texas
Firewise Landscaping in TexasFirewise Landscaping in Texas
Firewise Landscaping in TexasPaul Schumann
 

Mehr von Paul Schumann (20)

Liberty, Freedom and Rights
Liberty, Freedom and RightsLiberty, Freedom and Rights
Liberty, Freedom and Rights
 
An Overview of CodeNext
An Overview of CodeNextAn Overview of CodeNext
An Overview of CodeNext
 
CodeNext v3 Resolution
CodeNext v3 ResolutionCodeNext v3 Resolution
CodeNext v3 Resolution
 
Lost Creek Blvd Proposed Speed Mitigation
Lost Creek Blvd Proposed Speed MitigationLost Creek Blvd Proposed Speed Mitigation
Lost Creek Blvd Proposed Speed Mitigation
 
Lost Creek Wildfire Adapted Community Plan
Lost Creek Wildfire Adapted Community PlanLost Creek Wildfire Adapted Community Plan
Lost Creek Wildfire Adapted Community Plan
 
LCCO General Meeting 010418
LCCO General Meeting 010418LCCO General Meeting 010418
LCCO General Meeting 010418
 
What Goes In?
What Goes In?What Goes In?
What Goes In?
 
Household Affordability Code Prescription
Household Affordability Code PrescriptionHousehold Affordability Code Prescription
Household Affordability Code Prescription
 
ALDC Transect Matrix (Draft_092515)
ALDC Transect Matrix (Draft_092515)ALDC Transect Matrix (Draft_092515)
ALDC Transect Matrix (Draft_092515)
 
A Tale of Two Cities (Austin and Seattle)
A Tale of Two Cities   (Austin and Seattle)A Tale of Two Cities   (Austin and Seattle)
A Tale of Two Cities (Austin and Seattle)
 
They Want Our Land
They Want Our LandThey Want Our Land
They Want Our Land
 
Fact Sheets on Fencing for Wildfire Mitigation
Fact Sheets on Fencing for Wildfire MitigationFact Sheets on Fencing for Wildfire Mitigation
Fact Sheets on Fencing for Wildfire Mitigation
 
Austin Resource Recovery: Lost Creek
Austin Resource Recovery: Lost CreekAustin Resource Recovery: Lost Creek
Austin Resource Recovery: Lost Creek
 
Future Of Austin's Transportation
Future Of Austin's TransportationFuture Of Austin's Transportation
Future Of Austin's Transportation
 
Wildfire Adapted Community Plan
Wildfire Adapted Community PlanWildfire Adapted Community Plan
Wildfire Adapted Community Plan
 
Lost Creek Wildfire Assessment
Lost Creek Wildfire AssessmentLost Creek Wildfire Assessment
Lost Creek Wildfire Assessment
 
Ready, Set, Go!
Ready, Set, Go!Ready, Set, Go!
Ready, Set, Go!
 
Be Embers Aware
Be Embers AwareBe Embers Aware
Be Embers Aware
 
Fire Resistant Materials
Fire Resistant MaterialsFire Resistant Materials
Fire Resistant Materials
 
Firewise Landscaping in Texas
Firewise Landscaping in TexasFirewise Landscaping in Texas
Firewise Landscaping in Texas
 

Kürzlich hochgeladen

Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...apidays
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 

Kürzlich hochgeladen (20)

Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 

Simple, complicated or complex

  • 1. Paul Schumann CTEX WFS August 21, 2012
  • 2. 1, 2, a Few, Many 1 2 A Few Many Newton Poincare Gauss Complicated Criticality & Chaos Simplicity Organized Complexity Disorganized Complexity Paul Schumann 2
  • 3. The Present “It makes me happy. To be at the beginning again, knowing almost nothing… The ordinary-sized stuff which is our lives, the things people write poetry about – clouds – daffodils – waterfalls,,,these things are full of mystery, as mysterious to us as the heavens were to the Greeks…It’s the best possible time to be alive, when almost everything you thought you knew is wrong.” Tom Stoppard, Arcadia Paul Schumann 3
  • 4. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 4
  • 5. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 5
  • 6. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 6
  • 7. Examples  Three Body Problem The Logistic Map: x t + 1 = R x t ( 1 – x t )  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks R=2 R=4  Evolution x 0 = 0.99 x 0 = 0.2  Economics x0 = 0.200000000 01 Paul Schumann 7
  • 8. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 8
  • 9. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 9
  • 10. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics N = a M -2 Paul Schumann 10
  • 11. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass Criticality  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems Gaussian  Markets  Social Networks  Evolution  Economics Paul Schumann 11
  • 12. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 12
  • 13. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Termite Cathedral Paul Schumann 13
  • 14. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 14
  • 15. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics European Starlings Paul Schumann 15
  • 16. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 16
  • 17. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 17
  • 18. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 18
  • 19. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 19
  • 20. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 20
  • 21. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 21
  • 22. Modeling Mathematical Massively Parallel  Derived  Simulation  Analytical  Describe underlying  Conditional mechanisms  Equation: x = ½ a t2  Rule based agents in an  Predictive environment  Exploration  Easier to add random or probabilistic events  Flexible & intuitive Paul Schumann 22
  • 23. P=a C -2.1 Examples 2007: corr=0.98 2008: corr=0.94  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 23
  • 24. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 24
  • 25. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 25
  • 26. Examples  Three Body Problem  Weather  Logistic Graph  Earthquakes/Hour Glass  Forrest Fires  Termite Castles  Slime Mold  Flocking/Schooling/Herding  Body Rhythms  Nature’s True Shapes  Biological Growth  Ecological Systems  Markets  Social Networks  Evolution  Economics Paul Schumann 26
  • 27. Examples  Three Body Problem “…the wealth of nations is driven by  Weather productive knowledge. Individuals are  Logistic Graph limited in the things they can effectively  Earthquakes/Hour Glass know and use in production so the only  Forrest Fires way a society can hold more knowledge is  Termite Castles by distributing different chunks of  Slime Mold knowledge to different people. To use the  Flocking/Schooling/Herding knowledge, these chunks need to be re-  Body Rhythms aggregated by connecting people through  Nature’s True Shapes organizations and markets. The complex  Biological Growth web of products and markets is the other  Ecological Systems side of the coin of the accumulating  Markets productive knowledge.”  Social Networks  Evolution Atlas of Economic Complexity  Economics Paul Schumann 27
  • 28. Examples Dispersed interaction —The economy has interaction between many dispersed, heterogeneous, agents. The action of any given agent depends upon the anticipated actions of other agents and on the aggregate state of the  Three Body Problem economy. No global controller —Controls are provided by mechanisms of  Weather competition and coordination between agents. Economic actions are mediated  Logistic Graph by legal institutions, assigned roles, and shifting associations. No global entity  Earthquakes/Hour Glass controls interactions. Traditionally, a fictitious auctioneer has appeared in some mathematical analyses of general equilibrium models, although nobody  Forrest Fires claimed any descriptive accuracy for such models. Traditionally, many  Termite Castles mainstream models have imposed constraints, such as requiring that budgets  Slime Mold be balanced, and such constraints are avoided in complexity economics. Cross-cutting hierarchical organization —The economy has many levels  Flocking/Schooling/Herding of organization and interaction. Units at any given level behaviors, actions,  Body Rhythms strategies, products typically serve as "building blocks" for constructing units at  Nature’s True Shapes the next higher level. The overall organization is more than hierarchical, with many sorts of tangling interactions (associations, channels of communication)  Biological Growth across levels.  Ecological Systems Ongoing adaptation —Behaviors, actions, strategies, and products are  Markets revised frequently as the individual agents accumulate experience[8]. Novelty niches —Such niches are associated with new markets, new  Social Networks technologies, new behaviors, and new institutions. The very act of filling a  Evolution niche may provide new niches. The result is ongoing novelty.  Economics Out-of-equilibrium dynamics —Because new niches, new potentials, new possibilities, are continually created, the economy functions without attaining any optimum or global equilibrium. Improvements occur regularly. Paul Schumann 28
  • 29. Complexity, Emergence & Fractals  The behavior of a complex system in dynamic Complexity equilibrium is chaotic, in non-equilibrium is critical  Emergence is the way Equilibrium Non- complex systems and patterns equilibrium arise out of a multiplicity of relatively simple interactions Chaos Agents Criticality  A fractal is an object or quantity that displays self- similarity on all scales.  Some complex systems can Emergence Agents appear simple or complicated at some scales Adaptive Fractals Paul Schumann 29
  • 30. Why Is Complexity Important?  Ubiquitous  Trans disciplinary  “…the next century (21st) will be the century of complexity.” – Hawking  “…the overarching challenge of our age will be managing modern complexity” – Beer  “I am convinced that the nations and people who master the new sciences of complexity will become the economic, cultural and political superpowers of the next century (21st).” – Pagels  “Complexity has created a bridge or a merger of quantitative and qualitative explanations of life.” - Zimmerman Paul Schumann 30
  • 31. The Future Complexity  More systems  More interconnectedness in the systems  The reach of a system is growing  The number of people/things in a system is increasing  The speed of interaction is increasing  Therefore: More complexity  More chaos  More criticality  More emergence Paul Schumann 31
  • 32. Paul Schumann Paul Schumann, PO Box 161475, Austin, TX 78716 512.632.6586 paschumann2009@gmail.com http://insights-foresight.blogspot.com/ https://sites.google.com/a/schumann2020.com/paul- schumann/home http://www.twitter.com/innovant2003 Want to go further? Contact me… Paul Schumann 32
  • 33. Resources  Complexity: A Guided Tour, Melanie Mitchell, Oxford, 2009  Simplexity, Jeffrey Kluger, Hyperion, 2008  The Black Swan: The Impact of the Highly Improbable, Nassim Nicholas Taleb, Random House, 2007  Adventures in Modeling: Exploring Complex, Dynamic Systems with StarLogo, Vanessa Stevens Colella, Eric Klopfer & Mitchel Resnick, Teachers College press, 2001  Emergence: The Connected Lives of Ants, Brains, and Software, Steven Johnson, Scribner,2001  Ubiquity: Why Catastrophes Happen, Mark Buchanan, Three Rivers Press, 2000  Turtles, Termites and Traffic Jams: Explorations in Massively Parallel Microworlds, Mitchel Resnick, MIT, 1997  Chaos Gaia Eros, Ralph Abraham, Harper, 1994  Tao of Chaos: Merging East and West, Katya Walter, Kairos Center, 1994  Complexity: The Emerging Science at the Edge of Order and Chaos, M. Mitchell Waldrop, Touchstone, 1992  Exploring Complexity: An Introduction, Gregoire Nicolis & Ilya Prigogine, Freeman, 1989  Chaos: Making a New A Science, James Gleick, Penguin, 1987  Godel, Escher, Bach: An Eternal Golden Braid, Douglas Hofstadter, Vintage, 1980 Go to Insights and Foresight Blog (http://insights-foresight.blogspot.com/) and search for complexity. All the resources listed above have blog entries and or links. Paul Schumann 33
  • 34. This work is licensed under the Creative Commons Attribution license. You may distribute, remix, tweak, and build upon this work, even commercially, as long as you credit me for the original creation as Paul Schumann. Paul Schumann 34