Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Feasibility of Supervised Machine Learning for Cloud Security   Cloud computing is gaining significant attention, however, security is the
biggest hurdle in its wide acceptance. Users of cloud services are under
constant fear of data loss, security threats and availability issues. Recently,
learning-based methods for security applications are gaining popularity in the
literature with the advents in machine learning techniques. However, the major
challenge in these methods is obtaining real-time and unbiased datasets. Many
datasets are internal and cannot be shared due to privacy issues or may lack
certain statistical characteristics. As a result of this, researchers prefer to
generate datasets for training and testing purpose in the simulated or closed
experimental environments which may lack comprehensiveness. Machine learning
models trained with such a single dataset generally result in a semantic gap
between results and their application. There is a dearth of research work which
demonstrates the effectiveness of these models across multiple datasets
obtained in different environments. We argue that it is necessary to test the
robustness of the machine learning models, especially in diversified operating
conditions, which are prevalent in cloud scenarios. In this work, we use the
UNSW dataset to train the supervised machine learning models. We then test
these models with ISOT dataset. We present our results and argue that more
research in the field of machine learning is still required for its
applicability to the cloud security.

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The categories of this paper are: chem-ph
4
The categories of this paper are: cond-mat
6
The categories of this paper are: astro-ph
19
The categories of this paper are: eess
17
The categories of this paper are: q-fin
23
The categories of this paper are: solv-int
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
8
The categories of this paper are: hep-ex
3
The categories of this paper are: physics
25
The categories of this paper are: patt-sol
11
The categories of this paper are: hep-lat
0
The categories of this paper are: hep-ph
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The categories of this paper are: alg-geom
31
The categories of this paper are: ao-sci
29
The categories of this paper are: funct-an