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Complex Systems Emergence & Complex System Theory of Information & Entropy Conclusions Complex Systems and Emergence: A Holistic Speech João Luiz Kohl-Moreira 1 1 Coordenadoria de Astronomia e Astrofísica Observatório Nacional - MCT Warsaw Talk, 2014 Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex Systems and Emergence: A Holistic Speech - staff…staff.on.br/jlkm/LectureWarsaw/talk.pdf · Planetary System Galaxy, Clusters, Spiral Arms Kohl-Moreira, J.L. Warsaw Talk,

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Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Complex Systems and Emergence: A HolisticSpeech

João Luiz Kohl-Moreira1

1Coordenadoria de Astronomia e AstrofísicaObservatório Nacional - MCT

Warsaw Talk, 2014

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

What is a Complex System?

Complex System ≡ Dynamic System

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Gas

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Oceans

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Snow in a Mountain

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Ecological System

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Social Group

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Ant Colony

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Planetary SystemGalaxy, Clusters, Spiral Arms

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Neural System

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Market

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Talk Audience

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

What these things have in common?Besides being complex?

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Doing Science

TaxonomyRelationship

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Not Reductionism

Since end of 19th Century - success of the Newtonian SystemFeeling that nothing or too few things left to be successfulyexplained by scienceExperiments and new thoughts in the beginning of 20th

Century broke down this feelingNowadays these feelings seem to have returned (particle ofGod, and so on)

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Not Reductionism

Since end of 19th Century - success of the Newtonian SystemFeeling that nothing or too few things left to be successfulyexplained by scienceExperiments and new thoughts in the beginning of 20th

Century broke down this feelingNowadays these feelings seem to have returned (particle ofGod, and so on)

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Not Reductionism

Since end of 19th Century - success of the Newtonian SystemFeeling that nothing or too few things left to be successfulyexplained by scienceExperiments and new thoughts in the beginning of 20th

Century broke down this feelingNowadays these feelings seem to have returned (particle ofGod, and so on)

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Not Reductionism

Since end of 19th Century - success of the Newtonian SystemFeeling that nothing or too few things left to be successfulyexplained by scienceExperiments and new thoughts in the beginning of 20th

Century broke down this feelingNowadays these feelings seem to have returned (particle ofGod, and so on)

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Theory of Emergence

Try to describe common characteristics of systems calledcomplexIt does not replace already established theoriesIt aggregates them knowledgeNot a Theory of Everything

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Theory of Emergence

Try to describe common characteristics of systems calledcomplexIt does not replace already established theoriesIt aggregates them knowledgeNot a Theory of Everything

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Sprout

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Tornado

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Avalanche

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

War

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Speciation

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

Boo

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

The Capitalism

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

ExamplesWhat they have in common?Reductionism, Final Theory, Everything TheoryEmergentism: Not ExhaustiveExamples

The SubjectPsyche

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Scenario

Complex System ⇐⇒ Emergence ⇐⇒ Complex SystemEmergence ≡ Complex System

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Scenario

Complex System ⇐⇒ Emergence ⇐⇒ Complex SystemEmergence ≡ Complex System

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Complex System

Formed by elements of same kindSum of the parts is not sufficient to describe the emergenceThe elements forming the new emergence are themselvescomplex systems

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Evolution

Every emergence has a beginning, middle and end: it evolves

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Understanding Emergence / Complex System

Complex systems involves combinationsMathematics: combinatorial analysis

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Understanding Emergence / Complex System

Complex systems involves combinationsMathematics: combinatorial analysis

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Intractability

What is the least path for travelling to the 28 brazilian statecapitals?The fastest computer ever should take about 2× the age ofthe universe to find itThis is an intractable problem

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Intractability

What is the least path for travelling to the 28 brazilian statecapitals?The fastest computer ever should take about 2× the age ofthe universe to find itThis is an intractable problem

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Intractability

What is the least path for travelling to the 28 brazilian statecapitals?The fastest computer ever should take about 2× the age ofthe universe to find itThis is an intractable problem

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

NP=P

This equation means: is there a way to solve a non-polynomialproblem in a time depending on a polynomial function?In other words: may a computer test all the possiblecombinations in system?Since 1960’s there is a debate about and mathematiciansdidn’t answered this questionUS$ 1 million rewards to whom capable to answer it

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

NP=P

This equation means: is there a way to solve a non-polynomialproblem in a time depending on a polynomial function?In other words: may a computer test all the possiblecombinations in system?Since 1960’s there is a debate about and mathematiciansdidn’t answered this questionUS$ 1 million rewards to whom capable to answer it

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

NP=P

This equation means: is there a way to solve a non-polynomialproblem in a time depending on a polynomial function?In other words: may a computer test all the possiblecombinations in system?Since 1960’s there is a debate about and mathematiciansdidn’t answered this questionUS$ 1 million rewards to whom capable to answer it

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

NP=P

This equation means: is there a way to solve a non-polynomialproblem in a time depending on a polynomial function?In other words: may a computer test all the possiblecombinations in system?Since 1960’s there is a debate about and mathematiciansdidn’t answered this questionUS$ 1 million rewards to whom capable to answer it

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Neural System

How long to verify all the connections in the brain?

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Heuristics

In mathematics one uses to apply the so-called HeuristicMethodsEvolutive algorithms, genetic algorithmsAnealingAnt behaviorSet of metaphores

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Heuristics

In mathematics one uses to apply the so-called HeuristicMethodsEvolutive algorithms, genetic algorithmsAnealingAnt behaviorSet of metaphores

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Heuristics

In mathematics one uses to apply the so-called HeuristicMethodsEvolutive algorithms, genetic algorithmsAnealingAnt behaviorSet of metaphores

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Heuristics

In mathematics one uses to apply the so-called HeuristicMethodsEvolutive algorithms, genetic algorithmsAnealingAnt behaviorSet of metaphores

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Heuristics

In mathematics one uses to apply the so-called HeuristicMethodsEvolutive algorithms, genetic algorithmsAnealingAnt behaviorSet of metaphores

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Force

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Same thingHeuristics

Oedipus Complex

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Mechanics of Evolution

Claude Shannon

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Rudolf Clausius

Entropy (1865)2nd Law of Thermodynamics

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Robert Fludd’s Watermill

No perpetual motion

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Ludwig Boltzmann

S = k logW

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Gibbs

S =−k∑i

pi logpi

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Shannon: stochastic process

Probability of character “w” being followed by the character“a” forming a word in a languageThen, what the probability of the character, say, “t” comingnext?Then “b”?And so on

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Shannon: stochastic process

Probability of character “w” being followed by the character“a” forming a word in a languageThen, what the probability of the character, say, “t” comingnext?Then “b”?And so on

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Shannon: stochastic process

Probability of character “w” being followed by the character“a” forming a word in a languageThen, what the probability of the character, say, “t” comingnext?Then “b”?And so on

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Shannon: stochastic process

Probability of character “w” being followed by the character“a” forming a word in a languageThen, what the probability of the character, say, “t” comingnext?Then “b”?And so on

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Opennheimer

H =−∑i

pi log2 pi

S =−k∑i

pi logpi

By calling its function “Entropy” Shannon applied a heuristics

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Opennheimer

H =−∑i

pi log2 pi

S =−k∑i

pi logpi

By calling its function “Entropy” Shannon applied a heuristics

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Opennheimer

H =−∑i

pi log2 pi

S =−k∑i

pi logpi

By calling its function “Entropy” Shannon applied a heuristics

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Entropy & Information

By doing so he gives a tip to the physicists:Entropy has a relationship with informationHe gives entropy a meaning

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Entropy & Information

By doing so he gives a tip to the physicists:Entropy has a relationship with informationHe gives entropy a meaning

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Entropy & Information

By doing so he gives a tip to the physicists:Entropy has a relationship with informationHe gives entropy a meaning

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Entropy & Modern Sciences

Today virtually all areas of knowledge use the concept ofentropy out of thermodynamic context

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Geophysics

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Anthropology

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Economy

Inflation?Entropy ≡ System of prices

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Economy

Inflation?Entropy ≡ System of prices

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Ecology

Measure of diversity

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Psychoanalysis

Sonia Alberti’s talkFreud’s “Civilization and its Discontents”Metapsychology

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Psychoanalysis

Sonia Alberti’s talkFreud’s “Civilization and its Discontents”Metapsychology

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

Psychoanalysis

Sonia Alberti’s talkFreud’s “Civilization and its Discontents”Metapsychology

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

This Audience

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

J. Maynard Smith

In a universe where increasing disorder is a physicallaw, complex organisms (including human beings and,more broadly speaking, social organizations) can persistonly if they behave in a way that tends to increase theirprobability of surviving and reproducing themselves.Thus, an evolutionary-selection argument suggests thatindividuals may tend to maximize the expected value ofsome measure of general survival and reproductive fitnessor sucess.

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Entropy

What is Universe?

The universe we live is the realm of the informationInformation ≡ DisturbanceDisturbance ≡ bias (deviation from normal distribution)Nature, following the increasing entropy’s law, tends to destroyinformationIf we want to exist we must disturbBe subversive

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Conclusions

Emergence is a self recurrent process that is result ofcombinatorial systems with large number of elements (complexsystems)Heuristics is used to describe emergencesEvery complex system(the emergence issue) has an entropylinked to it, which follows the 2nd Law of ThermodynamicsThe universe is the set of recurrent emergences

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Conclusions

Emergence is a self recurrent process that is result ofcombinatorial systems with large number of elements (complexsystems)Heuristics is used to describe emergencesEvery complex system(the emergence issue) has an entropylinked to it, which follows the 2nd Law of ThermodynamicsThe universe is the set of recurrent emergences

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Conclusions

Emergence is a self recurrent process that is result ofcombinatorial systems with large number of elements (complexsystems)Heuristics is used to describe emergencesEvery complex system(the emergence issue) has an entropylinked to it, which follows the 2nd Law of ThermodynamicsThe universe is the set of recurrent emergences

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

Conclusions

Emergence is a self recurrent process that is result ofcombinatorial systems with large number of elements (complexsystems)Heuristics is used to describe emergencesEvery complex system(the emergence issue) has an entropylinked to it, which follows the 2nd Law of ThermodynamicsThe universe is the set of recurrent emergences

Kohl-Moreira, J.L. Warsaw Talk, 2014

Complex SystemsEmergence & Complex System

Theory of Information & EntropyConclusions

The End

“This is Apollo 13, signing off”James Lovell - Cmt

Kohl-Moreira, J.L. Warsaw Talk, 2014