Want to develop several types of models. Implementation mainly with Sage and Python Scipy stack.

Scipy stack documents are here:

Initially just spreadsheets for reproduction schemes, value transformation, rent etc. Spreadsheets later become user interface to more complex models.

Text tables with details of variables and qualitative relations between them in different phases of cycle and morphogenesis for subsequent graphical, simulation, discrete and stochastic delay differential partial inclusions models.

Qualitative functional relations can be implemented like the typical humbug production functions eg. two versions both with OCR and bookmarked:

(Encyclopedia of Mathematics and its Applications volume 31) J. Aczél, Jean G. Dhombres-Functional equations in several variables-Cambridge University Press (1989).djvu (3MB)

Deals with modern theory of functional equations in several variables and their applications to mathematics, information theory, and the natural, behavioral, and social sciences. The authors emphasize applications, although not at the expense of theory, and have kept the prerequisites to a minimum; the reader should be familiar with calculus and some simple structures of algebra and have a basic knowledge of Lebesque integration. For the applications the authors have included references and explained the results used. The book is designed so that the chapters may be read almost independently of each other, enabling a selection of material to be chosen for introductory and advanced courses. Each chapter concludes with exercises and further results, 400 in all, which extend and test the material presented in the text. The history21MB of functional equations is well documented in a final chapter which is complemented by an encyclopedic bibliography of over 1600 items. This volume will be of interest to professionals and graduate students in pure and applied mathematics.

@book{book:820454,

title = {Functional equations in several variables},

author = {J. Aczél, Jean G. Dhombres},

publisher = {Cambridge University Press},

isbn = {0521352762,9780521352765},

year = {1989},

series = {Encyclopedia of Mathematics and its Applications volume 31},

edition = {},

volume = {},

url = {http://gen.lib.rus.ec/book/index.php?md5=0464594540b91522290da6a9f3baec97}

}

(Encyclopedia of Mathematics and its Applications volume 31) J. Aczel, J. Dhombres-Functional Equations in Several Variables-Cambridge University Press (1989).pdf longer (21MB)

@book{book:820089,

title = {Functional Equations in Several Variables},

author = {J. Aczel, J. Dhombres},

publisher = {Cambridge University Press},

isbn = {0521352762,9780521352765},

year = {1989},

series = {Encyclopedia of Mathematics and its Applications volume 31},

edition = {},

volume = {},

url = {http://gen.lib.rus.ec/book/index.php?md5=76cec91ed4315e4fda8ae5d7243a32a5}

}

Gives theoretical insight into the choice of functional relations eg chapter 1 characterizes logs and vectors with parallelogram law and chapter 7 and quasi-arithmetic and generalized f-means.

Use Message Oriented Middleware to tie everything together for flexibility, evolvability and scalabality. Also reliability and privacy.

Consider using keras python deep learning library over TensorFlow with Hadoop, S3 etcand/or Theano.

https://en.m.wikipedia.org/wiki/TensorFlow

Do this from start. No kludges.

Free courses from Google:

https://ai.google/education#?modal_active=none

Eventually large scale simulation models interacting in stepped “real time” between managents, institutions, physical capabilities, block-chain ledgers and human and other external players as well as statistical, machine leaarning and econometric software trying to monitor it and feedback inputs to expectations models of agents and players.

All agents etc respond automatically according to current satisficing rules of thumb and subsequently involved policies that depend on input data and expectations and are modifed asynchronously by players.

Starts with toy models purely to illustrate concepts. Moves towards a system with built in class, political, legal and possibly military struggle facilities that can integrate with real world policy development and implementation.

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