_`Supplementary` ================ _`Nomenclature` --------------- Collection of mathematical notations and abbreviations in this documentation. .. toctree:: Math symbols and abbreviations _`Data science essentials` -------------------------- Essentials of multivariate statistics and analysis. Basic concepts of analytics used for statistical algorithm, data mining, decision theory, automation, as well as :ref:`AI `-support systems :ref:`[MacCrimmon1968, <[MacCrimmon1968]>` :ref:`Slovic1977, <[Slovic1977]>` :ref:`Nelder1990] <[Nelder1990]>`. .. toctree:: High dimensional data About matrix Factor analysis Mathematical statistics Monte Carlo method Bayesian statistics :maxdepth: 2 _`Scientific calculation essentials` ------------------------------------ Essentials of scientific calculation from principle to implementation. Basic technical foundations to construct functions for data pre- and post-processing, modality transition, applying statistics, and etc. .. toctree:: Feature capturing Anomaly and change _`Informatics essentials` ------------------------- Essentials of functional programming and computing flow control in informatics. The indispensable concepts for building functional units and pipelines via informatics. .. toctree:: Functional programming primer Basic concepts in informatics ---- :Authors: Chen Zhang :Version: 0.0.5 :|create|: Apr 26, 2023