4 ms·
Crutchfield has recorded lectures on YouTube. I thought they were quite good. I'm biased toward learning statistical mechanics and nonlinear dynamics as a start
by chermi 2y ago
Crutchfield has recorded lectures on YouTube. I thought they were quite good. I'm biased toward learning statistical mechanics and nonlinear dynamics as a starting point.
Search "phy 256 a(b) crutchfield" on YouTube.
Crutchfield has been doing amazing work for quite some time. If you want a critical and very entertaining read, I would check out cosma shalizi's blog. He does a lot of book reviews too that may be helpful. http://bactra.org/weblog/ http://bactra.org/weblog/
Other names/references include
"The nature of computation"
Stuart kauffman.
"Nonlinear dynamics and chaos"
Too many stat mech books to possibly recommend, for the idea of emergence you'll want something including phase transitions so... Can't go wrong with 'thermodynamics and an introduction to thermostatistics". And for stat mech with lots of complex systems diversions, Sethna's book is excellent but difficult to learn from. "Entropy, complexity, and order parameters.
Names in thermo/complexity:
Sethna
Goldenfeld
Parisi
HE stanley
Finally, it's hard to talk about complex systems without talking about networks, "Networks"-Newman is unambiguously the best choice.
Names in networks:
Mark Newman
Reka Albert
Avoid barabasi especially more recent stuff.
There may be better lectures/resources out there I don't know of, but I would start with crutchields lectures. Note again I am coming from heavy physics bias.
- rramadass 2y agoThanks! There is a lot here to study/research on; appreciate your writing it out.