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Computational sociology

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Re: Computational sociology

#11

Post by pathdependent »

tchalla wrote: post #6

There's another field closely related to Computational Sociology called "Computational Social Science" - an area/community which I was a part of. https://en.wikipedia.org/wiki/Computational_social_science There are many universities like Stanford, Cornell and Columbia which have dedicated working groups for Computational Social Science. https://iriss.stanford.edu/css http://as.cornell.edu/block/computational-social-s…

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems.

I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing!

If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for CSS work, and will be soliciting feedback soon!

Re: Computational sociology

#12

Post by harlanji »

pathdependent wrote: post #11
tchalla wrote: post #6

There's another field closely related to Computational Sociology called "Computational Social Science" - an area/community which I was a part of. https://en.wikipedia.org/wiki/Computational_social_science There are many universities like Stanford, Cornell and Columbia which have dedicated working groups for Computational Social Science. https://iriss.stanford.edu/css http://as.cornell.edu/block/computational-social-s…

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems. I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing! If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for…

Can you talk about what software packages, perhaps data structures and algorithms you use? Any shortcomings / low hanging fruit? I see the domain as an invaluable tool for a few applications... any particularly strong ones you can see?

Re: Computational sociology

#13

Post by anatoly »

pathdependent wrote: post #11
tchalla wrote: post #6

There's another field closely related to Computational Sociology called "Computational Social Science" - an area/community which I was a part of. https://en.wikipedia.org/wiki/Computational_social_science There are many universities like Stanford, Cornell and Columbia which have dedicated working groups for Computational Social Science. https://iriss.stanford.edu/css http://as.cornell.edu/block/computational-social-s…

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems. I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing! If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for…

>a computational model of social belief systems.

Can you give more details (accessible to programmers rather than social scientists) how that'd work, what do you actually model and aim to find out? Sounds pretty interesting.

Re: Computational sociology

#14

Post by neuromantik8086 »

harlanji wrote: post #12
pathdependent wrote: post #11

Earlier quoted context omitted.

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems. I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing! If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for…

Can you talk about what software packages, perhaps data structures and algorithms you use? Any shortcomings / low hanging fruit? I see the domain as an invaluable tool for a few applications... any particularly strong ones you can see?

Wrt to algorithms / techniques used, you might want to check out this textbook by some of the Cornell folks:

http://www.cs.cornell.edu/home/kleinber/networks-book/

They also made an EdX course for it:

https://www.edx.org/course/networks-crowds-markets-cornellx-...

Re: Computational sociology

#15

Post by neuromantik8086 »

eduren wrote: post #3

See also: https://en.wikipedia.org/wiki/Psychohistory_(fictional) Snark aside, I'm definitely interested in whether or not this field will have impacts on future policy. In order to be useful I feel it would have to actively avoid simplifying assumptions that have trapped similar fields.

See also: https://en.wikipedia.org/wiki/Cliodynamics

The non-fictional equivalent.

Re: Computational sociology

#16

Post by neuromantik8086 »

programLyrique wrote: post #2

The "impact on society" paragrapg is quite short. Has any work of computational sociology inspired a real policy? Could it replace economy as the main driver of politics and policies?

I mean, the field has inspired how Facebook determines to serve up news feed content so, in a way, it has driven policy by way of influencing democracy.

Re: Computational sociology

#17

Post by pathdependent »

anatoly wrote: post #13
pathdependent wrote: post #11

Earlier quoted context omitted.

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems. I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing! If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for…

>a computational model of social belief systems. Can you give more details (accessible to programmers rather than social scientists) how that'd work, what do you actually model and aim to find out? Sounds pretty interesting.

I'll be posting some things to HN soon. My writing style is very accessible, to anyone. I always shoot for an "explain it to your grandmother"-level of writing.

Also, my entire dissertation is Python/Cython/Jupyter with a prebuilt docker container, so, it's also low-friction to play with. But, complicated by dissertation rules for sharing pre-publication (i.e. "is this definitely your work, because it's on github and you accepted PRs?").

Re: Computational sociology

#18

Post by pathdependent »

harlanji wrote: post #12
pathdependent wrote: post #11

Earlier quoted context omitted.

This is my field, too. I am a Ph.D. candidate in computational social science, working on a computational model of social belief systems. I'm quite happy to see this on HN. Like many other disciplines, our field is blossoming with the rise of cheap, high performance computing! If your involved in this field and on HN, please reach out to me at @generativist on twitter. I'm in the process of setting up a community for…

Can you talk about what software packages, perhaps data structures and algorithms you use? Any shortcomings / low hanging fruit? I see the domain as an invaluable tool for a few applications... any particularly strong ones you can see?

To play with some ideas, nothing is more accessible than NetLogo: https://ccl.northwestern.edu/netlogo/

Re: Computational sociology

#19

Post by randcraw »

neuromantik8086 wrote: post #14
harlanji wrote: post #12

Earlier quoted context omitted.

Can you talk about what software packages, perhaps data structures and algorithms you use? Any shortcomings / low hanging fruit? I see the domain as an invaluable tool for a few applications... any particularly strong ones you can see?

Wrt to algorithms / techniques used, you might want to check out this textbook by some of the Cornell folks: http://www.cs.cornell.edu/home/kleinber/networks-book/ They also made an EdX course for it: https://www.edx.org/course/networks-crowds-markets-cornellx-...

Coursera offers about a half dozen courses in subjects seemingly related to CompSoc:

Social and Economic Networks: Models and Analysis, Stanford

Networks: Friends, Money, and Bytes, Princeton

Sampling People, Networks and Records, Michigan

Applied Social Network Analysis in Python, Michigan

Capstone: Analyzing (Social) Network Data, UCSD

Social Computing, UCSD

Measuring Causal Effect in the Social Sciences, U Copenhagen

Smart Cities, EPFL

Organizational Analysis, Stanford

Re: Computational sociology

#20

Post by jk4930 »

programLyrique wrote: post #2

The "impact on society" paragrapg is quite short. Has any work of computational sociology inspired a real policy? Could it replace economy as the main driver of politics and policies?

Re policy, it's used e.g. in environmental resource management (regional level), anti-terrorism (networks, opinion dynamics), urban planning, disease control. Policy isn't based alone on it, of course. But it's used as an ingredient. Often the models aren't good enough (lack of data and quantifiable causal relationships) to gain an exact image of the modeled system, but they provide a general system understanding (system behavior under different [intervention] scenarios) that is often educational and gives insights that then need to be empirically validated.

A barrier to increase its use in policy-making is the "science-policy gap" between researchers and decision-makers. Either they don't understand the utility of model results and dismiss them or they trust them too much--both is not good. So researchers had to come up with ways to communicate results, often include decision-makers (and other stakeholders) in the modeling process.

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