Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Can Deep Learning Predict Risky Retail Investors? A Case Study in
  Financial Risk Behavior Forecasting   The paper examines the potential of deep learning to support decisions in
financial risk management. We develop a deep learning model for predicting
whether individual spread traders secure profits from future trades. This task
embodies typical modeling challenges faced in risk and behavior forecasting.
Conventional machine learning requires data that is representative of the
feature-target relationship and relies on the often costly development,
maintenance, and revision of handcrafted features. Consequently, modeling
highly variable, heterogeneous patterns such as trader behavior is challenging.
Deep learning promises a remedy. Learning hierarchical distributed
representations of the data in an automatic manner (e.g. risk taking behavior),
it uncovers generative features that determine the target (e.g., trader's
profitability), avoids manual feature engineering, and is more robust toward
change (e.g. dynamic market conditions). The results of employing a deep
network for operational risk forecasting confirm the feature learning
capability of deep learning, provide guidance on designing a suitable network
architecture and demonstrate the superiority of deep learning over machine
learning and rule-based benchmarks.

13
The categories of this paper are: quant-ph
14
The categories of this paper are: math-ph
12
The categories of this paper are: nucl-th
26
The categories of this paper are: bayes-an
25
The categories of this paper are: patt-sol
23
The categories of this paper are: solv-int
33
The categories of this paper are: plasm-ph
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
35
The categories of this paper are: mtrl-th
10
The categories of this paper are: q-bio
18
The categories of this paper are: econ
19
The categories of this paper are: eess
4
The categories of this paper are: cond-mat
11
The categories of this paper are: hep-lat