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Computer Simulations · LearnSpace
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Computer Simulations

Курс от University of California, Davis
Начальный≈ 12.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Big data and artificial intelligence get most of the press about computational social science, but maybe the most complex aspect of it refers to using computational tools to explore and develop social science theory. This course shows how computer simulations are being used to explore the realm of what is theoretically possible. Computer simulations allow us to study why societies are the way they are, and to dream about the world we would like to live in. This can be as intuitive as playing a video game. Much like the well-known video game SimCity is used to build and manage an artificial city, we use agent-based models to grow and study artificial societies. Without hurting anyone in the real world, computer simulations allow us explore how to make the world a better place. We play hands-on with several practical computer simulation models and explore how we can combine hypothetical models with real world data. Finally, you will program a simple artificial society yourself, bottom-up. This will allow you to feel the complexity that arises when designing social systems, while at the same time experiencing the ease with which our new computational tools allow us to pursue such daunting endeavors.

Навыки, которые вы освоите

SimulationsAgentic systemsSocial SciencesComputational ThinkingSociologySystems ThinkingProgramming PrinciplesSocial ImpactSocioeconomicsScientific MethodsEconomics

Программа курса

4 модулей · 65 учебных материалов

01Getting Started and Computer Simulations18 материалов

University of California Computational Social Science (UCCSS)

What is this Specialization About? (intro to 5-course Specialization)ВидеоAbout UCCSSЧтение

Getting Started

A Note From UC DavisЧтениеLearning Goals

Учитесь у экспертов

Martin Hilbert

Professor and Chair DE Computational Social Science

Computer Simulations
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Обучение на Coursera

≈ 12.8 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

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Обсуждение
Course IntroductionВидео

Theoretical Models

Theoretical SimulationsВидеоModeling and MappingВидеоExtending Thoughts Computationally (Part 1)ВидеоExtending Thoughts Computationally (Part 2)Видео

How to "Grow" Increasingly Complex Artificial Socieities? (Part 1)

Schelling's Segregation Model (Part 1)ВидеоSchelling's Segregation Model (Part 2)ВидеоReflecting on SchellingВидеоExpanding on Schelling (Part 1)ВидеоExpanding on Schelling (Part 2)Видео

Agent Based Models (ABM)

Agent Based Models (ABM)ЧтениеABM QuizЗаданиеModule 1 ABM Lab HelpОбсуждение

Review

Module 1 QuizЗадание
02Artificial Societies: Sugarscape15 материалов

How to "Grow" Increasingly Complex Artificial Societies? (Part 2)

Introduction to Artificial SocietiesВидеоSugarscapeВидеоSugarscape ComponentsВидеоSugarscape 2ВидеоSugarscape 3: Inequality (Part 1)ВидеоSugarscape 3: Inequality (Part 2)ВидеоSugarscape 4: SexВидеоSugarscape 5: InheritanceВидеоSugarscape 6: Das KapitalВидеоSugarscape 7-10: Pressured to MoveВидеоSugarscape 11-12: Sugar & SpiceВидеоLife on the BrinkВидео

What Can We Learn From Different ABM (Agent-Based Models?)

The Generativist MottoВидеоResourcesЧтение

Review

Module 2 Quiz Задание
03Computer Simulations and Characteristics of ABM13 материалов

Computer Simulations

Computer Simulations IntroductionВидеоCSS for Your ChoicesВидеоCode You Can Live ByВидеоGambling High or LowВидеоMore Risk in Your Life!Видео

What Are Some Characteristics of ABM?

Today's QuestionsВидеоAgent-Based Emergence (Part 1)ВидеоAgent-Based Emergence (Part 2)ВидеоSocial BurstsВидеоIntuitive PresentationВидеоContext SensitivityВидеоProbabilistic HumblenessВидео

Review

Module 3 QuizЗадание
04Model Thinking and Coding Artificial Societies19 материалов

What Are the Outcomes of ABM?

Introduction to Some Model ThinkingВидеоFour Model Outcomes (Part 1)ВидеоFour Model Outcomes (Part 2)Видео

What Are Some Critiques of ABM?

Analytical and NumericalВидеоAll Models Are WrongВидеоOccam's RazorВидеоScience: Pure CreativityВидео

Review

Module 4 QuizЗадание

Coding Artificial Societies Lab

Agent Based Models Lab IntroductionВидеоWelcome to Peer Review Assignments!ЧтениеCoding Artificial SocietiesВзаимная проверкаFirst TurtleВидеоMoving TurtleВидеоCommunicating TurtlesВидеоOptional / Voluntary / Complementary

Complementary Materials

Social EpidemiologyВидеоConceptual ModelВидеоChanging People's HealthВидеоComputer Simulations of the DeadВидео
Чтение