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英語
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カリフォルニア大学デービス校(University of California, Davis) ロゴ

カリフォルニア大学デービス校(University of California, Davis)

シラバス - 本コースの学習内容

1

1

4時間で修了

Getting Started and Computer Simulations

4時間で修了
11件のビデオ (合計85分), 3 readings, 2 quizzes
11件のビデオ
Course Introduction5 分
Theoretical Simulations4 分
Modeling and Mapping6 分
Extending Thoughts Computationally (Part 1)6 分
Extending Thoughts Computationally (Part 2)5 分
Schelling's Segregation Model (Part 1)8 分
Schelling's Segregation Model (Part 2)6 分
Reflecting on Schelling5 分
Expanding on Schelling (Part 1)6 分
Expanding on Schelling (Part 2)9 分
3件の学習用教材
About UCCSS10 分
A Note From UC Davis10 分
Agent Based Models (ABM)10 分
2の練習問題
ABM Quiz1 時間
Module 1 Quiz30 分
2

2

3時間で修了

Artificial Societies: Sugarscape

3時間で修了
13件のビデオ (合計101分), 1 reading, 1 quiz
13件のビデオ
Sugarscape9 分
Sugarscape Components4 分
Sugarscape 24 分
Sugarscape 3: Inequality (Part 1)7 分
Sugarscape 3: Inequality (Part 2)11 分
Sugarscape 4: Sex6 分
Sugarscape 5: Inheritance7 分
Sugarscape 6: Das Kapital10 分
Sugarscape 7-10: Pressured to Move13 分
Sugarscape 11-12: Sugar & Spice6 分
Life on the Brink4 分
The Generativist Motto12 分
1件の学習用教材
Resources40 分
1の練習問題
Module 2 Quiz30 分
3

3

2時間で修了

Computer Simulations and Characteristics of ABM

2時間で修了
12件のビデオ (合計75分)
12件のビデオ
CSS for Your Choices5 分
Code You Can Live By7 分
Gambling High or Low5 分
More Risk in Your Life!8 分
Today's Questions3 分
Agent-Based Emergence (Part 1)7 分
Agent-Based Emergence (Part 2)7 分
Social Bursts5 分
Intuitive Presentation4 分
Context Sensitivity5 分
Probabilistic Humbleness13 分
1の練習問題
Module 3 Quiz30 分
4

4

5時間で修了

Model Thinking and Coding Artificial Societies

5時間で修了
15件のビデオ (合計118分), 2 readings, 2 quizzes
15件のビデオ
Four Model Outcomes (Part 1)5 分
Four Model Outcomes (Part 2)10 分
Analytical and Numerical10 分
All Models Are Wrong10 分
Occam's Razor5 分
Science: Pure Creativity10 分
Agent Based Models Lab Introduction47
First Turtle7 分
Moving Turtle9 分
Communicating Turtles12 分
Social Epidemiology8 分
Conceptual Model6 分
Changing People's Health9 分
Computer Simulations of the Dead7 分
2件の学習用教材
Welcome to Peer Review Assignments!10 分
Optional / Voluntary / Complementary50 分
1の練習問題
Module 4 Quiz30 分

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Computational Social Science専門講座について

For more information please view the Computational Social Science Trailer Digital technology has not only revolutionized society, but also the way we can study it. Currently, this is taken advantage of by the most valuable companies in Silicon Valley, the most powerful governmental agencies, and the most influential social movements. What they have in common is that they use computational tools to understand, and ultimately influence human behavior and social dynamics. An increasing part of human interaction leaves a massive digital footprint behind. Studying it allows us to gain unprecedented insights into what society is and how it works, including its intricate social networks that had long been obscure. Computational power allows us to detect hidden patterns through analytical tools like machine learning and to natural language processing. Finally, computer simulations enable us to explore hypothetical situations that may not even exist in reality, but that we would like to exist: a better world. This specialization serves as a multidisciplinary, multi-perspective, and multi-method guide on how to better understand society and human behavior with modern research tools. This specialization gives you easy access to some of the exciting new possibilities of how to study society and human behavior. It is the first online specialization collectively taught by Professors from all 10 University of California campuses....
Computational Social Science

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  • These are some reflections shared by students who have worked through the content of the Specialization on Computational Social Science:

    • "Highly enjoyable and most importantly, giving me exceptionally important skills to fulfill my job requirements at a new position in Munich. You may be interested to know the impact of your course on salary and in my case, the knowledge and certification gained adds about another Euro 20.000 on the annual salary (taking it to about Euro 120.000 p.a.)."
    • "My overall impression of this was: I can't wait to use this for other stuff!!"
    • "I absolutely think that these tools could be used in my future jobs, or even as a personal reflection. If you scrape and analyze the comments/reactions that your business gets on Youtube, Twitter, Instagram, etc., what does their language use say about how they interact with your brand — or what your brand brings out in them?"
    • "Wow, this is cool and fun stuff. Even though I may not pursue anything social-science related in the near future, it is still nice to learn and get to experience all of these tools that computational social science offers and benefits in all kinds of careers and fields of study."
    • "I particularly enjoyed the web-scraping for some reason. It feels very advanced although its very easy. ...It seems to be a very fast and efficient way of grabbing data."
    • "I enjoyed playing around with machine learning! ...It was also amazing to me how quickly it was able to grasp and learn our input in seconds. It makes me wonder how much more technology will advance in these next few years... It's scary but fascinating."
    • "The fact that these tools are so easily usable and attainable is incredible in my mind. Not only do we have access to them like we have access to things like Facebook and Twitter, but they're FREE."
    • "The most interesting aspect was the fact that these tools are all free and online. In the past, only researchers at well-funded universities had access to programs like the ones we used in all of our labs. But now, even someone without much technical knowledge on complex software can use these tools."
    • "I am so surprised that these tools are available to anyone through a simple download, and even more so that they are very user friendly and easy to learn how to navigate. I plan on starting a clothing line company in the future and I think it will be really helpful for me to be able to analyze so much online data."
    • "As an Environmental Policy Analysis and Planning major, I was fascinated to learn that there is a feasible way to simulate policy implementation and impact multiple times within a short span of time."
    • "UCCSS has allowed me to feel more confident in my abilities with a computer and to better understand companies like Facebook or Twitter. ...these tools really are powerful but also dangerous. ...It allows powerful individuals to manipulate ideas."
    • "Throughout the course, the content was challenging, but when it was finally applied to the labs at the end of each module, it was really rewarding to see everything play out. It was even more rewarding when it made sense too! ... I'm really glad I took this course! It was definitely a challenge, but I'm glad I got to experience and learn about so many topics I never knew even existed."
    • "It was fun seeing the results of the code that I made, and I never thought that I would be doing something like this in my life. The results also showed me what the society would look like.... Social network analysis and web scraping could be the tools that I use in my future job as all the internship that I'm looking now all related to social media or digital media."
    • "My career aspiration is to be a digital marketing expert. These computational tools have enormous implications for the field."
    • "I really really loved that this class let me learn hands-on and gave me experience with tools that have real world application and combine STEM & social science. I think that a lot of these tools are useful far beyond homework activities."
    • "Best course I have taken. I wish more online courses structured like this would be offered."
  • This Specialization on Computational Social Science is the result of a collective effort with contributions from Professors from all 10 campuses of the University of California. It is coordinated by Martin Hilbert, from UC Davis, and counts with lectures from:

    1) UC Berkeley: Joshua Blumenstock, Prof. iSchool; Stuart Russell, Professor of Computer Science and Engineering.

    2) UC Davis: Martin Hilbert, Prof., Dpt. of Communication & Seth Frey, Prof., Dpt. of Communication & Cynthia Gates, Director of the IRB.

    3) UC Irvine: Lisa Pearl, Prof. Cognitive Sciences.

    4) UC Los Angeles: PJ Lamberson, Assistant Prof. Communication Studies.

    5) UC Merced: Paul Smaldino, Prof. Cognitive and Information Sciences.

    6) UC Riverside: Christian Shelton, Prof. Computer Science.

    7) UC San Diego: James Fowler, Prof. Global Public Health and Political Science.

    8) UC San Francisco: Maria Glymour, Associate Prof. School of Medicine, Social Epidemiology & Biostatistics.

    9) UC Santa Barbara: René Weber, Prof. Dpt. of Communication & Media Neuroscience Lab (with Frederic Hopp).

    10) UC Santa Cruz: Marilyn Walker, Prof. Computer Science, Director, Computational Media.

さらに質問がある場合は、受講者向けヘルプセンターにアクセスしてください。