Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Design of Breathing-states Detector for m-Health Platform using
  Seismocardiographic Signal   In this work, a seismocardiogram (SCG) based breathing-state measuring method
is proposed for m-health applications. The aim of the proposed framework is to
assess the human respiratory system by identifying degree-of-breathings, such
as breathlessness, normal breathing, and long and labored breathing. For this,
it is needed to measure cardiac-induced chest-wall vibrations, reflected in the
SCG signal. Orthogonal subspace projection is employed to extract the SCG
cycles with the help of a concurrent ECG signal. Subsequently, fifteen
statistically significant morphological-features are extracted from each of the
SCG cycles. These features can efficiently characterize physiological changes
due to varying respiratory rates. Stacked autoencoder (SAE) based architecture
is employed for the identification of different respiratory-effort levels. The
performance of the proposed method is evaluated and compared with other
standard classifiers for 1147 analyzed SCG-beats. The proposed method gives an
overall average accuracy of 91.45% in recognizing three different breathing
states. The quantitative analysis of the performance results clearly shows the
effectiveness of the proposed framework. It may be employed in various
healthcare applications, such as pre-screening medical sensors and IoT based
remote health-monitoring systems.

15
The categories of this paper are: nucl-ex
10
The categories of this paper are: q-bio
22
The categories of this paper are: chao-dyn
25
The categories of this paper are: patt-sol
5
The categories of this paper are: gr-qc
35
The categories of this paper are: mtrl-th
30
The categories of this paper are: q-alg
16
The categories of this paper are: stat
37
The categories of this paper are: supr-con
14
The categories of this paper are: math-ph
17
The categories of this paper are: q-fin
32
The categories of this paper are: atom-ph
8
The categories of this paper are: hep-ex
0
The categories of this paper are: hep-ph
2
The categories of this paper are: math
9
The categories of this paper are: nlin