Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Instantaneous Modelling and Reverse Engineering of DataConsistent Prime
  Models in Seconds!   A theoretical framework that supports automated construction of dynamic prime
models purely from experimental time series data has been invented and
developed, which can automatically generate (construct) data-driven models of
any time series data in seconds. This has resulted in the formulation and
formalisation of new reverse engineering and dynamic methods for automated
systems modelling of complex systems, including complex biological, financial,
control, and artificial neural network systems. The systems/model theory behind
the invention has been formalised as a new, effective and robust system
identification strategy complementary to process-based modelling. The proposed
dynamic modelling and network inference solutions often involve tackling
extremely difficult parameter estimation challenges, inferring unknown
underlying network structures, and unsupervised formulation and construction of
smart and intelligent ODE models of complex systems. In underdetermined
conditions, i.e., cases of dealing with how best to instantaneously and rapidly
construct data-consistent prime models of unknown (or well-studied) complex
system from small-sized time series data, inference of unknown underlying
network of interaction is more challenging. This article reports a robust
step-by-step mathematical and computational analysis of the entire prime model
construction process that determines a model from data in less than a minute.

26
The categories of this paper are: bayes-an
22
The categories of this paper are: chao-dyn
0
The categories of this paper are: hep-ph
13
The categories of this paper are: quant-ph
2
The categories of this paper are: math
8
The categories of this paper are: hep-ex
1
The categories of this paper are: cs
36
The categories of this paper are: cmp-lg
24
The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
15
The categories of this paper are: nucl-ex
20
The categories of this paper are: acc-phys
37
The categories of this paper are: supr-con
7
The categories of this paper are: hep-th
34
The categories of this paper are: chem-ph
3
The categories of this paper are: physics