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\pdf_title "A2HBC Tutorial"
\pdf_author "Mariano Llamedo Soria"
\pdf_subject "Argentino-Aragonés heartbeat classifier"
\pdf_keywords "heartbeat classifier"
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\begin_body
\begin_layout Title
A2HBC Tutorial
\end_layout
\begin_layout Author
Mariano Llamedo Soria
\end_layout
\begin_layout Date
Version 0.1 beta
\end_layout
\begin_layout Standard
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\begin_layout Section
What is it ?
\end_layout
\begin_layout Standard
The
\emph on
\lang spanish
Argentino-Aragonés
\lang english
heartbeat classifier
\emph default
(A2HBC) is a Matlab script developed for research purposes during my PhD
studies
\begin_inset CommandInset citation
LatexCommand cite
key "LlamedoPhDthesis"
\end_inset
.
As you can guess, it is just a heartbeat classifier.
The main objective of this software is to ease the performance comparison
against other (hope better) heartbeat classifiers.
You can also use it for classifying unlabeled ECG recordings.
\end_layout
\begin_layout Section
Features
\end_layout
\begin_layout Standard
The main features are:
\end_layout
\begin_layout Itemize
\emph on
Validated performance
\emph default
.
The performance was thoroughly evaluated in
\begin_inset CommandInset citation
LatexCommand cite
key "Llamedo12Semiauto"
\end_inset
.
\end_layout
\begin_layout Itemize
\emph on
Several formats
\emph default
\emph on
accepted
\emph default
(MIT, ISHNE, AHA and HES)
\end_layout
\begin_layout Itemize
\emph on
Open source
\emph default
.
Documented and easily customizable.
\end_layout
\begin_layout Itemize
\emph on
Multiprocessing ready
\emph default
.
It is ready to run in both a desktop PC or a high performance cluster.
\end_layout
\begin_layout Itemize
\emph on
user interface
\emph default
.
The algorithm have a simple graphical user interface (GUI) to ease the
labeling of heartbeat clusters.
\end_layout
\begin_layout Section
Usage
\end_layout
\begin_layout Standard
Several examples are included in the
\emph on
examples.m
\emph default
script.
In this tutorial we will show some examples that any user can run to understand
how to use A2HBC, with some ECG recordings included.
It can be executed simply by its name:
\end_layout
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\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
>>a2hbc
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
In this case the
\emph on
control panel
\emph default
is displayed to gather some information from the user:
\end_layout
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\begin_layout Standard
You must enter the recording file name and its format, the other controls
you can leave with its default values by the moment.
You can select the
\emph on
208.dat
\emph default
recording, included in the
\emph on
example recordings
\emph default
folder, and set the
\emph on
MIT
\emph default
format.
Then press
\emph on
Run!,
\emph default
the script will start working.
You can follow the evolution in the progress bar, and after a while, it
ends and display the classification results
\end_layout
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\begin_layout Plain Layout
Configuration
\end_layout
\begin_layout Plain Layout
-------------
\end_layout
\begin_layout Plain Layout
+ Recording: ...
\backslash
example recordings
\backslash
208.dat (MIT)
\end_layout
\begin_layout Plain Layout
+ Mode: auto (12 clusters, 1 iterations, 75% cluster-presence)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
True | Estimated Labels
\end_layout
\begin_layout Plain Layout
Labels | Normal Suprav Ventri Unknow| Totals
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Normal | 1567 6 13 0 | 1586
\end_layout
\begin_layout Plain Layout
Supraventricular| 2 0 0 0 | 2
\end_layout
\begin_layout Plain Layout
Ventricular | 255 8 1102 0 | 1365
\end_layout
\begin_layout Plain Layout
Unknown | 2 0 0 0 | 2
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Totals | 1826 14 1115 0 | 2955
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Balanced Results for
\end_layout
\begin_layout Plain Layout
---------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supravent || Ventricul || TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 99% 45% || 0% 0% || 81% 99% || 60% | 60% | 48% |
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Unbalanced Results for
\end_layout
\begin_layout Plain Layout
-----------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supravent || Ventricul || TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 99% 86% || 0% 0% || 81% 99% || 90% | 60% | 62% |
\end_layout
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\begin_layout Standard
This is possible because this recording include the expert annotations,
or
\emph on
ground truth
\emph default
, for each heartbeat.
The manual annotations in MIT format are typically included in
\emph on
.atr
\emph default
files (in this case
\emph on
208.atr
\emph default
).
Now you can check other operation modes, as the
\emph on
slightly-assisted
\emph default
.
Click on
\emph on
Run!
\emph default
and then, eventually, the algorithm may ask you for help.
\emph on
\emph default
In case of needing help, a window like this will appear:
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In this window the algorithm is asking you to label the centroid of the
cluster, that is showed in the left panel.
In the top of each panel some information is showed, as the amount of heartbeat
s in the current cluster.
In the middle panel, you have some examples of heartbeats close to the
centroid in a likelihood sense.
The same is repeated in the right panel, but with examples far from the
centroid.
This manner you can have an idea of the dispersion of heartbeats within
a cluster.
Large differences across the panels indicates large cluster dispersion.
If you decide to label the cluster, you can use one of the 4 buttons on
your right.
The unknown class is reserved for the cases where you can not make a confident
decision.
At the same time, in the command window, a suggestion appears:
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Configuration
\end_layout
\begin_layout Plain Layout
-------------
\end_layout
\begin_layout Plain Layout
+ Recording: .
\backslash
example recordings
\backslash
208.dat (MIT)
\end_layout
\begin_layout Plain Layout
+ Mode: assisted (3 clusters, 1 iterations, 75% cluster-presence)
\end_layout
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Suggestion: Normal
\end_layout
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\end_layout
\end_inset
\end_layout
\begin_layout Standard
This means that the centroid heartbeat in the
\emph on
.atr
\emph default
file is labeled as
\emph on
Normal
\emph default
.
You will see this suggestion for each cluster analyzed, if there are annotation
s previously available.
You are informed about the percentage of heartbeats already labeled with
a progress bar, in the bottom of the control panel window.
\end_layout
\begin_layout Standard
In case you believe that a cluster includes several classes of heartbeats,
you can decide to
\emph on
skip
\emph default
the classification, and try to re-cluster those heartbeats in the next
iteration.
You are free to perform as many iterations as you decide, by skipping clusters.
The refresh button resamples heartbeats close and far from the centroid,
and then redraw the middle and right panels.
This feature is useful for large clusters.
\end_layout
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TODO: GUI to save the labels generated.
\end_layout
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There are two possible ways of using A2HBC, in a single desktop PC or in
a high performance cluster of computers.
\end_layout
\begin_layout Subsection
The power of the command-line
\end_layout
\begin_layout Standard
You can control all the features described up to the moment (and more) from
the command-line of Matlab.
This is particularly useful for integrating
\emph on
a2hbc
\emph default
in your scripts.
You can find several examples in the script
\emph on
examples.m
\emph default
, this is probably the best way of getting familiar with it.
Here I reproduce some worked examples included in this script.
First let's start executing
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a2hbc( ...
\end_layout
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'recording_name', [ '.' filesep 'example recordings' filesep '208.dat'],
...
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'recording_format', 'MIT', ...
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'op_mode', 'auto');
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As you can see, the parameter interface of
\emph on
a2hbc
\emph default
is by
\emph on
name-value
\emph default
parameters.
In the previous example, the name of the parameters are self-explanatory,
the only comment is for the third, which is the operating mode.
In Table
\begin_inset CommandInset ref
LatexCommand ref
reference "tab:parameters"
\end_inset
you can check the complete list of parameters.
As a result, you will get similar results to the obtained in the first
example using the GUI.
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Configuration
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-------------
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+ Recording: .
\backslash
example recordings
\backslash
208.dat (MIT)
\end_layout
\begin_layout Plain Layout
+ Mode: auto (12 clusters, 1 iterations, 75% cluster-presence)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
True | Estimated Labels
\end_layout
\begin_layout Plain Layout
Labels | Normal Suprav Ventri Unknow| Totals
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Normal | 1575 3 8 0 | 1586
\end_layout
\begin_layout Plain Layout
Supraventricular| 2 0 0 0 | 2
\end_layout
\begin_layout Plain Layout
Ventricular | 250 7 1108 0 | 1365
\end_layout
\begin_layout Plain Layout
Unknown | 1 0 1 0 | 2
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Totals | 1828 10 1117 0 | 2955
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Balanced Results for
\end_layout
\begin_layout Plain Layout
---------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supravent || Ventricul || TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 99% 46% || 0% 0% || 81% 99% || 60% | 60% | 48% |
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Unbalanced Results for
\end_layout
\begin_layout Plain Layout
-----------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supravent || Ventricul || TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 99% 86% || 0% 0% || 81% 99% || 91% | 60% | 62% |
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
In the case that you would like to integrate a2hbc to your software, or
you have a proprietary ECG format not allowed by a2hbc, the best choice
is that you pass the ECG samples directly.
For doing this, you will have follow the requirements in Table
\begin_inset CommandInset ref
LatexCommand ref
reference "tab:parameters"
\end_inset
indicated with a
\begin_inset Formula $^{2}$
\end_inset
, and
\end_layout
\begin_layout Itemize
\emph on
ECG
\emph default
is the ECG signal matrix of
\emph on
nsamp
\emph default
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nsig
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, in
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ADC samples
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.
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ECG_header
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is a
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struct
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with the ECG properties, with fields:
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\begin_layout Itemize
\emph on
freq
\emph default
is the sampling rate of the ECG
\end_layout
\begin_layout Itemize
\emph on
nsamp
\emph default
is the number of samples
\end_layout
\begin_layout Itemize
\emph on
nsig
\emph default
is the amount of leads.
\end_layout
\begin_layout Itemize
\emph on
gain
\emph default
is a vector of
\emph on
nsig
\emph default
\begin_inset Formula $\times$
\end_inset
1 with the gain of each lead (
\begin_inset Formula $\nicefrac{\mathrm{ADC\, samples}}{\mu V}$
\end_inset
).
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\emph on
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\emph default
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\emph on
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1 with the offset of each lead in
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ADC samples
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.
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\end_deeper
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\emph on
QRS_annotations
\emph default
is a
\emph on
struct
\emph default
with the location of the QRS complexes, with fields:
\end_layout
\begin_deeper
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\emph on
time
\emph default
is a vector of
\emph on
QRS_amount
\emph default
\begin_inset Formula $\times$
\end_inset
1, with the sample value where the QRS complexes are.
\end_layout
\begin_layout Itemize
\emph on
ann_type
\emph default
[optional] is a
\emph on
char
\emph default
vector of QRS_amount
\begin_inset Formula $\times$
\end_inset
1, with each heartbeat label.
This field is for evaluating the performance of a classifier, as a result
\emph on
a2hbc
\emph default
generates the confusion matrix seen in the examples above.
\end_layout
\end_deeper
\begin_layout Standard
The parameters 'cant_pids' and 'this_pid' are explained in the next section,
since were designed for partitioning and multiprocessing of recordings.
The parameter
\emph on
SimulateExpert
\emph default
was designed to simulate the expert input by using the expert annotations
provided in the annotations files, or via the
\emph on
QRS_annotations
\emph default
parameter.
\emph on
ClusterPresence
\family roman
\series medium
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\emph off
\bar no
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\uuline off
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is a threshold for evaluating the qualified majority in operating modes
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or
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slightly-assisted
\emph default
.
The lower this threshold the more confident the algorithm in labeling all
heartbeats in a cluster as the centroid.
\emph on
Repetitions
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\series medium
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\emph off
\bar no
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\uuline off
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was designed to evaluate multiple times the algorithm performance in a
particular recording.
As a result, the computed confusion matrix is a 3-D cube with the amount
of repetitions as the third coordinate.
With this kind of confusion matrix it is possible to estimate the dispersion
of the results presented in
\begin_inset CommandInset citation
LatexCommand cite
key "LlamedoPhDthesis,Llamedo12Semiauto"
\end_inset
.
Finally, the
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ClusteringRepetitions
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parameter requires a special explanation, since it was not described in
the bibliography.
In few words, it is a trick for increasing the clustering resolution for
complex or long-term recordings.
The higher this parameter, the higher the amount of cluster found and,
at the end, the assistance required by the algorithm.
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From the user point of view, you should be satisfied with this clue, however
if you are interested in the trick, I will explain it with a toy example.
Consider the following clustering problem, where we are interested in finding
3 clusters.
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width 100text%
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Now if we repeat the same process two times, our clustering algorithm does
not guarantee to find the same partition.
However our intuition tells us that in case where the classes are well
separated, the partition is likely to remain very similar through the repetitio
ns.
In the opposite case, the partition can change.
Then after
\begin_inset Formula $N$
\end_inset
repetitions, the
\family default
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\emph on
\bar default
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QRS_amount
\emph default
heartbeats were assigned
\begin_inset Formula $N$
\end_inset
cluster labels.
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\begin_layout Standard
So the number of clusters increase according to
\emph on
N
\emph default
.
In order to keep this number in the order of tens, it was used a merging
criterion for
\emph on
similar cluster
\emph default
s.
The similarity is measure in terms of labeling differences across the repetitio
ns.
For example:
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\begin_layout Standard
Then we can group together some clusters based on this labeling distance.
The
\emph on
a2hbc
\emph default
group together clusters within a distance of
\begin_inset Formula $0.2\text{·}N$
\end_inset
.
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name "tab:parameters"
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List of parameters of
\emph on
a2hbc
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{MIT, 'ISHNE', 'AHA', 'HES', 'MAT'}
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How many processes in total to compute this recording
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Which of the processes is this.
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Save intermediate results to speed-up re-processing ?
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Show the control panel after processing the recording.
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Use expert annotations to simulate expert interaction
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'tmp_path'
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Path to store intermediate results.
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12
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Repetitions of the clustering process.
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'ClusterPresence'
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75
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Threshold for the qualified majority.
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'Repetitions'
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1
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Repetitions to evaluate this recordings.
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\begin_inset Formula $^{1}$
\end_inset
and
\begin_inset Formula $^{2}$
\end_inset
indicates groups of parameters that can not be mixed.
You can specify file name and format, or pass the ECG samples, QRS annotations,
etc.
\end_layout
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\begin_inset Formula $^{3}$
\end_inset
See a complete explanation in the text, or in the references
\begin_inset CommandInset citation
LatexCommand cite
key "LlamedoPhDthesis,Llamedo12Semiauto"
\end_inset
.
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\end_inset
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</lyxtabular>
\end_inset
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\end_layout
\end_inset
\end_layout
\begin_layout Subsection
The power of a high performance computing cluster
\end_layout
\begin_layout Standard
Maybe one of the most useful features of
\emph on
a2hbc
\emph default
is that was developed for being used in a high performance computing cluster.
The parameters
\emph on
cant_pids
\emph default
and
\emph on
this_pid
\emph default
controls the partitioning of the work for each recording.
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softyellow}},basicstyle={\scriptsize\ttfamily},commentstyle={\color{dkgreen}},keywordstyle={\color{blue}},language=Matlab,showstringspaces=false,stringstyle={\color{mauve}},tabsize=4"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
% Computer 1
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
lab1 = a2hbc( ...
\end_layout
\begin_layout Plain Layout
'recording_name', [ '.' filesep 'example recordings' filesep '208.dat'],
...
\end_layout
\begin_layout Plain Layout
'recording_format', 'MIT', ...
\end_layout
\begin_layout Plain Layout
'this_pid', 1, ...
\end_layout
\begin_layout Plain Layout
'cant_pid', 2, ...
\end_layout
\begin_layout Plain Layout
'op_mode', 'auto');
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
% Computer 2
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
lab2 = a2hbc( ...
\end_layout
\begin_layout Plain Layout
'recording_name', [ '.' filesep 'example recordings' filesep '208.dat'],
...
\end_layout
\begin_layout Plain Layout
'recording_format', 'MIT', ...
\end_layout
\begin_layout Plain Layout
'this_pid', 2, ...
\end_layout
\begin_layout Plain Layout
'cant_pid', 2, ...
\end_layout
\begin_layout Plain Layout
'op_mode', 'auto');
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
% Somewhere: results collection and processing
\end_layout
\begin_layout Plain Layout
lab = [lab1; lab2];
\end_layout
\begin_layout Plain Layout
...
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
It is recommended to adapt this features to the batch manager available
in your computing facilities.
In the case of our University, the batch manager used is Condor
\begin_inset CommandInset citation
LatexCommand cite
key "Condor"
\end_inset
.
You can ask me for the condor implementation for multiprocessing, but the
details of this are outside of the scope of this tutorial.
\end_layout
\begin_layout Section
If something unexpected happens ...
\end_layout
\begin_layout Standard
Don't panic,
\emph on
a2hbc
\emph default
\begin_inset Quotes eld
\end_inset
should handle
\begin_inset Quotes erd
\end_inset
nicely the exceptions.
In case something unexpected happens you will see a message like this:
\end_layout
\begin_layout Standard
\align center
\family roman
\series medium
\shape up
\size normal
\emph off
\bar no
\strikeout off
\uuline off
\uwave off
\noun off
\color none
\begin_inset Graphics
filename error.png
width 60text%
\end_inset
\end_layout
\begin_layout Standard
You can debug the problem by yourself or let
\emph on
a2hbc
\emph default
send a report to me by the Internet.
\end_layout
\begin_layout Section
Acknowledgments
\end_layout
\begin_layout Standard
This software was supported by the University of Zaragoza, Spain and the
National Technical University of Buenos Aires, Argentina.
\end_layout
\begin_layout Section
\start_of_appendix
Cluster scripts
\end_layout
\begin_layout Standard
Master script: run_a2hbc.condor
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softgray}},basicstyle={\scriptsize\ttfamily},language=bash,tabsize=4"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#!/bin/bash
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
# 0 1 2 3 4 5 6
7 8 9
\end_layout
\begin_layout Plain Layout
databases=( AHA ESTTDB LTSTDB MITBIH-AR MITBIH-AR-DS2 MITBIH-SUP MITBIH-ST
INCART Biosigna MITBIH-LT)
\end_layout
\begin_layout Plain Layout
db_fmt=( AHA MIT MIT MIT MIT MIT MIT
MIT HES MIT)
\end_layout
\begin_layout Plain Layout
pidsXrec=( 3 10 30 3 3 3 3
3 3 30 )
\end_layout
\begin_layout Plain Layout
db_sizes=( 154 90 86 44 22 78 18
75 56 7 )
\end_layout
\begin_layout Plain Layout
db_ext=( ecg dat dat dat dat dat dat
dat hes dat )
\end_layout
\begin_layout Plain Layout
db_paths=( "/extra/database/bio/ecg/thew/aha/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/European ST-T Database/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/Long-Term ST Database/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/mitbih-ar/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/ds2/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/MIT-BIH Supraventricular Arrhythmia Database/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/MIT-BIH ST Change Database/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/St Petersburg Institute of Cardiological
Technics 12-lead Arrhythmia Database/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/biosigna/"
\backslash
\end_layout
\begin_layout Plain Layout
"/extra/database/bio/ecg/thew/The MIT-BIH Long Term Database/"
\backslash
\end_layout
\begin_layout Plain Layout
)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#Typical configuration
\end_layout
\begin_layout Plain Layout
op_modes=( auto slightly-assisted assisted assisted )
\end_layout
\begin_layout Plain Layout
NumOfClusters=( 9 9 9 12 )
\end_layout
\begin_layout Plain Layout
ClusteringRepetitions=( 1 1 1 1 )
\end_layout
\begin_layout Plain Layout
ClusterPresence=( 50 75 50 50 )
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#Long-term configuration
\end_layout
\begin_layout Plain Layout
#op_modes=( assisted )
\end_layout
\begin_layout Plain Layout
#NumOfClusters=( 15 )
\end_layout
\begin_layout Plain Layout
#ClusteringRepetitions=( 5 )
\end_layout
\begin_layout Plain Layout
#ClusterPresence=( 50 )
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#Esto sirve para que no haya dependencias de hacer algunos JOBS antes que
otros.
\end_layout
\begin_layout Plain Layout
#finish_preproc_first=1
\end_layout
\begin_layout Plain Layout
finish_preproc_first=0
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#Esto sirve para limitar la cantidad de procesos que corren en CONDOR.
\end_layout
\begin_layout Plain Layout
#limited=1
\end_layout
\begin_layout Plain Layout
limited=0
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#numero de veces que reintenta un registro cuando ocurre un error.
Esto esta
\end_layout
\begin_layout Plain Layout
#pensado para cuando falla al acceder a un archivo en el filesystem en red.
\end_layout
\begin_layout Plain Layout
retries=1
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
submit_delay=0
\end_layout
\begin_layout Plain Layout
processes_running_total=1200
\end_layout
\begin_layout Plain Layout
processes_idle_total=700 #esto es para no encolar mucho trabajo en Condor
\end_layout
\begin_layout Plain Layout
databases_running=4
\end_layout
\begin_layout Plain Layout
iterations=60
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
if [ "$limited" -eq "0" ]
\end_layout
\begin_layout Plain Layout
then
\end_layout
\begin_layout Plain Layout
databases_running=${#databases_idx[@]}
\end_layout
\begin_layout Plain Layout
fi
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
aux_str="*."
\end_layout
\begin_layout Plain Layout
tmp_path=/extra/scratch/bio/mllamedo/tmp/
\end_layout
\begin_layout Plain Layout
condor_output_path=/home/bio/mllamedo/ecg_classification/tmp/condor_output/
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#do_cleanup=1 #SI limpia temporales anteriores
\end_layout
\begin_layout Plain Layout
do_cleanup=0 #NO limpia temporales anteriores
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#echo "Cleaning previous $condor_output_path_this_work/global.dag files ..."
\end_layout
\begin_layout Plain Layout
#rm ./global.*
\end_layout
\begin_layout Plain Layout
#echo "done."
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
global_parent_string="PARENT"
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
aux=$(echo "scale=0; ${#databases[@]}-1" | bc)
\end_layout
\begin_layout Plain Layout
#databases_idx=($(seq 0 $aux) )
\end_layout
\begin_layout Plain Layout
#databases_idx=($(seq 0 8) )
\end_layout
\begin_layout Plain Layout
databases_idx=(3 4)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
[...
lines omitted ...]
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
if [ "$limited" -eq "1" ]
\end_layout
\begin_layout Plain Layout
then
\end_layout
\begin_layout Plain Layout
condor_submit_dag -f -maxjobs $databases_running $condor_output_path_this_work/
global.dag
\end_layout
\begin_layout Plain Layout
else
\end_layout
\begin_layout Plain Layout
condor_submit_dag -f $condor_output_path_this_work/global.dag
\end_layout
\begin_layout Plain Layout
fi
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
echo "Logs en $condor_output_path_this_work"
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
Run the job
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softgray}},basicstyle={\scriptsize\ttfamily},tabsize=4"
inline false
status open
\begin_layout Plain Layout
-bash-3.2$ .
run_a2hbc.condor
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
MITBIH-AR limitara a registros idle.
\end_layout
\begin_layout Plain Layout
Generating dag files MITBIH-AR work ...
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Renaming rescue DAGs newer than number 0
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
File for submitting this DAG to Condor : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR.dag.condor.sub
\end_layout
\begin_layout Plain Layout
Log of DAGMan debugging messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR.dag.dagman.out
\end_layout
\begin_layout Plain Layout
Log of Condor library output : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR.dag.lib.out
\end_layout
\begin_layout Plain Layout
Log of Condor library error messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR.dag.lib.err
\end_layout
\begin_layout Plain Layout
Log of the life of condor_dagman itself : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR.dag.dagman.log
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
-no_submit given, not submitting DAG to Condor.
You can do this with:
\end_layout
\begin_layout Plain Layout
"condor_submit /home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_03_0
1-13_02_01/MITBIH-AR.dag.condor.sub"
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
Runtime error (func=(main), adr=12): Divide by zero
\end_layout
\begin_layout Plain Layout
Runtime error (func=(main), adr=11): Divide by zero
\end_layout
\begin_layout Plain Layout
MITBIH-AR-DS2 limitara a registros idle.
\end_layout
\begin_layout Plain Layout
Generating dag files MITBIH-AR-DS2 work ...
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Renaming rescue DAGs newer than number 0
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
File for submitting this DAG to Condor : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR-DS2.dag.condor.sub
\end_layout
\begin_layout Plain Layout
Log of DAGMan debugging messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR-DS2.dag.dagman.out
\end_layout
\begin_layout Plain Layout
Log of Condor library output : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR-DS2.dag.lib.out
\end_layout
\begin_layout Plain Layout
Log of Condor library error messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR-DS2.dag.lib.err
\end_layout
\begin_layout Plain Layout
Log of the life of condor_dagman itself : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/MITBIH-AR-DS2.dag.dagman.log
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
-no_submit given, not submitting DAG to Condor.
You can do this with:
\end_layout
\begin_layout Plain Layout
"condor_submit /home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_03_0
1-13_02_01/MITBIH-AR-DS2.dag.condor.sub"
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Renaming rescue DAGs newer than number 0
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
File for submitting this DAG to Condor : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/global.dag.condor.sub
\end_layout
\begin_layout Plain Layout
Log of DAGMan debugging messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/global.dag.dagman.out
\end_layout
\begin_layout Plain Layout
Log of Condor library output : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/global.dag.lib.out
\end_layout
\begin_layout Plain Layout
Log of Condor library error messages : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/global.dag.lib.err
\end_layout
\begin_layout Plain Layout
Log of the life of condor_dagman itself : /home/bio/mllamedo/ecg_classi
fication/tmp/condor_output/2012_03_01-13_02_01/global.dag.dagman.log
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Submitting job(s).
\end_layout
\begin_layout Plain Layout
1 job(s) submitted to cluster 3255737.
\end_layout
\begin_layout Plain Layout
-----------------------------------------------------------------------
\end_layout
\begin_layout Plain Layout
Logs en /home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_03_01-13_02
_01
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
Query the job status
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softgray}},basicstyle={\scriptsize\ttfamily},tabsize=4"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
-bash-3.2$ condor_q -dag mllamedo
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
-- Submitter: hermes@ : <172.16.4.100:37992> : hermes.cps.unizar.es
\end_layout
\begin_layout Plain Layout
ID OWNER/NODENAME SUBMITTED RUN_TIME ST PRI SIZE CMD
\end_layout
\begin_layout Plain Layout
3255737.0 mllamedo 3/1 13:02 0+00:00:42 R 0 7.3 condor_dagman
-f -
\end_layout
\begin_layout Plain Layout
3255738.0 |-MITBIH-AR 3/1 13:02 0+00:00:27 R 0 7.3 condor_dagman
-f -
\end_layout
\begin_layout Plain Layout
3255739.0 |-MITBIH-AR-D 3/1 13:02 0+00:00:22 R 0 7.3 condor_dagman
-f -
\end_layout
\begin_layout Plain Layout
3255740.0 |-100_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255740.1 |-100_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255740.2 |-100_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255741.0 |-101_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255741.1 |-101_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255741.2 |-101_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255742.0 |-103_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255742.1 |-103_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255742.2 |-103_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255743.0 |-105_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255743.1 |-105_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
3255743.2 |-105_auto0 3/1 13:02 0+00:00:00 I 0 0.0 condor_exec.sh
a2h
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
Check for errors
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softgray}},basicstyle={\scriptsize\ttfamily},tabsize=4"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
-bash-3.2$ ./my_cat /home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_0
2_29-18_10_55/
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR_slightly-assisted1.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR_assisted2.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/glob
al.dag.lib.err
\end_layout
\begin_layout Plain Layout
Renaming rescue DAGs newer than number 0
\end_layout
\begin_layout Plain Layout
Renaming rescue DAGs newer than number 0
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR-DS2_assisted2.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR_assisted3.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR_auto0.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR-DS2_slightly-assisted1.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
/home/bio/mllamedo/ecg_classification/tmp/condor_output/2012_02_29-18_10_55/MITB
IH-AR-DS2_assisted3.err
\end_layout
\begin_layout Plain Layout
??? Undefined function or method 'CollectResutls' for input arguments of
type
\end_layout
\begin_layout Plain Layout
'char'.
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Encontramos 804 archivos ...
\end_layout
\begin_layout Plain Layout
de los cuales 10 con errores a reportar ...
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
Process the results
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softyellow}},basicstyle={\scriptsize\ttfamily},commentstyle={\color{dkgreen}},keywordstyle={\color{blue}},language=Matlab,showstringspaces=false,stringstyle={\color{mauve}},tabsize=4"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
% Collect results for each operation mode
\end_layout
\begin_layout Plain Layout
>> CollectResutls( '/extra/scratch/bio/mllamedo/tmp/MITBIH-AR', 'auto' )
\end_layout
\begin_layout Plain Layout
>> CollectResutls( '/extra/scratch/bio/mllamedo/tmp/MITBIH-AR', 'slightly-assist
ed' )
\end_layout
\begin_layout Plain Layout
>> CollectResutls( '/extra/scratch/bio/mllamedo/tmp/MITBIH-AR', 'assisted'
)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
>> ResultsForAllDatabases( '/extra/scratch/bio/mllamedo/tmp/', ...
\end_layout
\begin_layout Plain Layout
{'auto' 'slightly-assisted' 'assisted'} )
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
\begin_inset listings
lstparams "backgroundcolor={\color{softgray}},basicstyle={\scriptsize\ttfamily}"
inline false
status open
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
#####################
\end_layout
\begin_layout Plain Layout
## AHA auto_9_1_50 ##
\end_layout
\begin_layout Plain Layout
#####################
\end_layout
\begin_layout Plain Layout
Encontramos 60.00 iteraciones.
\end_layout
\begin_layout Plain Layout
Warning: Assumnig equal priors.
\end_layout
\begin_layout Plain Layout
> In DisplayResults at 129
\end_layout
\begin_layout Plain Layout
In ResultsForAllDatabases at 83
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
True | Estimated Labels
\end_layout
\begin_layout Plain Layout
Labels | Normal Suprav Ventri Unknow| Totals
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Normal | 296739(736) 10589(363) 10406(647) 0(0) | 317735(0)
\end_layout
\begin_layout Plain Layout
Supraventricular| 0(0) 0(0) 0(0) 0(0) | 0(0)
\end_layout
\begin_layout Plain Layout
Ventricular | 1660(131) 6653(231) 25674(250) 0(0) | 33987(0)
\end_layout
\begin_layout Plain Layout
Unknown | 201(23) 65(11) 306(24) 0(0) | 572(0)
\end_layout
\begin_layout Plain Layout
-----------------|----------------------------|-------
\end_layout
\begin_layout Plain Layout
Totals | 298600(752) 17308(469) 36387(818) 0(0) | 352294(0)
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Balanced Results for AHA
\end_layout
\begin_layout Plain Layout
------------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supraventricular || Ventricular || Unknown
|| TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P ||
Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 93( 0)% 70( 2)% || --( --)% --( --)% || 75( 1)% 96( 0)% ||
0( 0)% 0( 0)% || 56( 0)% | 56( 0)% | 32( 0)% |
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Unbalanced Results for AHA
\end_layout
\begin_layout Plain Layout
--------------------------
\end_layout
\begin_layout Plain Layout
| Normal || Supraventricular || Ventricular || Unknown
|| TOTALS |
\end_layout
\begin_layout Plain Layout
| Se +P || Se +P || Se +P ||
Se +P || Acc | Se | +P |
\end_layout
\begin_layout Plain Layout
| 93( 0)% 99( 0)% || --( --)% --( --)% || 75( 1)% 71( 1)% ||
0( 0)% 0( 0)% || 92( 0)% | 56( 0)% | 42( 0)% |
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
[...
lot of results ...]
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
Resumen de performances globales
\end_layout
\begin_layout Plain Layout
--------------------------------
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
AHA auto 9_1_50 93XX0 99XX0 NaNXXNaN NaNXXNaN 75XX1 71XX1 0XX0 0XX0 92XX0 56XX0
42XX0
\end_layout
\begin_layout Plain Layout
AHA auto 9_1_100 91XX0 99XX0 NaNXXNaN NaNXXNaN 75XX0 66XX0 0XX0 0XX0 89XX0 55XX0
41XX0
\end_layout
\begin_layout Plain Layout
AHA slightly-assisted 9_1_75 96XX0 99XX0 NaNXXNaN NaNXXNaN 86XX1 82XX0 49XX2 85X
X4 95XX0 77XX1 67XX1
\end_layout
\begin_layout Plain Layout
AHA assisted 12_1_50 100XX0 100XX0 NaNXXNaN NaNXXNaN 97XX0 98XX0 63XX5 83XX4 99X
X0 87XX2 94XX1
\end_layout
\begin_layout Plain Layout
AHA assisted 9_1_50 100XX0 100XX0 NaNXXNaN NaNXXNaN 97XX0 98XX0 54XX3 81XX3 99XX
0 84XX1 93XX1
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
[...
lot of results ...]
\end_layout
\begin_layout Plain Layout
\end_layout
\begin_layout Plain Layout
MITBIH-AR auto 9_1_50 96XX0 98XX0 74XX4 42XX2 84XX1 88XX1 25XX4 30XX4 7XX7 1XX1
94XX0 57XX1 52XX1
\end_layout
\begin_layout Plain Layout
MITBIH-AR auto 9_1_100 95XX0 98XX0 76XX0 35XX0 76XX0 77XX0 0XX0 0XX0 93XX0 62XX0
52XX0
\end_layout
\begin_layout Plain Layout
MITBIH-AR slightly-assisted 9_1_75 98XX0 99XX0 78XX3 62XX3 86XX2 93XX1 47XX14 60
XX6 0XX0 0XX0 96XX0 62XX3 63XX2
\end_layout
\begin_layout Plain Layout
MITBIH-AR assisted 12_1_50 100XX0 99XX0 89XX2 88XX3 91XX1 97XX1 54XX13 70XX5 0XX
0 0XX0 98XX0 67XX2 72XX4
\end_layout
\begin_layout Plain Layout
MITBIH-AR assisted 9_1_50 99XX0 99XX0 86XX1 85XX2 89XX2 97XX1 49XX6 63XX4 0XX0 0
XX0 98XX0 65XX2 68XX2
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Section*
Bibliography
\end_layout
\begin_layout Standard
\begin_inset CommandInset bibtex
LatexCommand bibtex
bibfiles "D:/Mariano/research/ECG Classification/docs/database de referencias/refs"
options "IEEEtran"
\end_inset
\end_layout
\end_body
\end_document