There is a lot of practical information regarding simulations in this book (it's really cheap too). All of the examples are free online at the address listed in the preface. https://read.amazon.com/kp/embed?asin=B07BHWRDSD&preview=newtab&linkCode=kpe&ref_=cm_sw_r_kb_dp_RRXWZME8619AD49B8BZW
- For theory, you can't go past the classic work: "Causality - Models, Reasoning and Inference" by Judea Pearl. Its a dense read, but its got everything you need to do anything you want, theoretically.
- For practical implementation (at scale for complex systems), there is only one software platform which I am aware of which implements Pearl's ideas of counterfactuals, together with agent based modelling, causal loops, systems dynamics and so on, which is Epistemology's SKAI. There's no reference book for it available yet (its being trialed at UWA and elsewhere) but I'd be happy to show you around.
- For theory, you can't go past the classic work: "Causality - Models, Reasoning and Inference" by Judea Pearl. Its a dense read, but its got everything you need to do anything you want, theoretically.
- For practical implementation (at scale for complex systems), there is only one software platform which I am aware of which implements Pearl's ideas of counterfactuals, together with agent based modelling, causal loops, systems dynamics and so on, which is Epistemology's SKAI. There's no reference book for it available yet (its being trialed at UWA and elsewhere) but I'd be happy to show you around.
- For theory, you can't go past the classic work: "Causality - Models, Reasoning and Inference" by Judea Pearl. Its a dense read, but its got everything you need to do anything you want, theoretically.
- For practical implementation (at scale for complex systems), there is only one software platform which I am aware of which implements Pearl's ideas of counterfactuals, together with agent based modelling, causal loops, systems dynamics and so on, which is Epistemology's SKAI. There's no reference book for it available yet (its being trialed at UWA and elsewhere) but I'd be happy to show you around.