Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Infusing domain knowledge in AI-based "black box" models for better
  explainability with application in bankruptcy prediction   Although "black box" models such as Artificial Neural Networks, Support
Vector Machines, and Ensemble Approaches continue to show superior performance
in many disciplines, their adoption in the sensitive disciplines (e.g.,
finance, healthcare) is questionable due to the lack of interpretability and
explainability of the model. In fact, future adoption of "black box" models is
difficult because of the recent rule of "right of explanation" by the European
Union where a user can ask for an explanation behind an algorithmic decision,
and the newly proposed bill by the US government, the "Algorithmic
Accountability Act", which would require companies to assess their machine
learning systems for bias and discrimination and take corrective measures. Top
Bankruptcy Prediction Models are A.I.-based and are in need of better
explainability -the extent to which the internal working mechanisms of an AI
system can be explained in human terms. Although explainable artificial
intelligence is an emerging field of research, infusing domain knowledge for
better explainability might be a possible solution. In this work, we
demonstrate a way to collect and infuse domain knowledge into a "black box"
model for bankruptcy prediction. Our understanding from the experiments reveals
that infused domain knowledge makes the output from the black box model more
interpretable and explainable.

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The categories of this paper are: hep-ph
35
The categories of this paper are: mtrl-th
5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
27
The categories of this paper are: comp-gas
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
28
The categories of this paper are: alg-geom
22
The categories of this paper are: chao-dyn
29
The categories of this paper are: funct-an
33
The categories of this paper are: plasm-ph
11
The categories of this paper are: hep-lat
24
The categories of this paper are: dg-ga
17
The categories of this paper are: q-fin
3
The categories of this paper are: physics
20
The categories of this paper are: acc-phys