Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Machine Learning based Prediction of Hierarchical Classification of
  Transposable Elements   Transposable Elements (TEs) or jumping genes are the DNA sequences that have
an intrinsic capability to move within a host genome from one genomic location
to another. Studies show that the presence of a TE within or adjacent to a
functional gene may alter its expression. TEs can also cause an increase in the
rate of mutation and can even mediate duplications and large insertions and
deletions in the genome, promoting gross genetic rearrangements. Thus, the
proper classification of the identified jumping genes is essential to
understand their genetic and evolutionary effects in the genome. While
computational methods have been developed that perform either binary
classification or multi-label classification of TEs, few studies have focused
on their hierarchical classification. The state-of-the-art machine learning
classification method utilizes a Multi-Layer Perceptron (MLP), a class of
neural network, for hierarchical classification of TEs. However, the existing
methods have limited accuracy in classifying TEs. A more effective classifier,
which can explain the role of TEs in germline and somatic evolution, is needed.
In this study, we examine the performance of a variety of machine learning (ML)
methods. And eventually, propose a robust approach for the hierarchical
classification of TEs, with higher accuracy, using Support Vector Machines
(SVM).

37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph
32
The categories of this paper are: atom-ph
0
The categories of this paper are: hep-ph
20
The categories of this paper are: acc-phys
36
The categories of this paper are: cmp-lg
6
The categories of this paper are: astro-ph
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
13
The categories of this paper are: quant-ph
15
The categories of this paper are: nucl-ex
25
The categories of this paper are: patt-sol
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The categories of this paper are: q-alg
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The categories of this paper are: mtrl-th
22
The categories of this paper are: chao-dyn
17
The categories of this paper are: q-fin