if __name__ == "__main__":
numclasses = 5
expsnum = 1
batchsize = 1
maxepoch = 1
patience = 4
timesteps = 1
#imbalanced
balanced = False
svmkernel = 'linear'
print('svm with rrintervals...')
console.run('svm', 'rrintervals', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with raw...')
console.run('svm', 'raw', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with fft35...')
console.run('svm', 'fft35', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with waveletdb1lvl3...')
console.run('svm', 'waveletdb1lvl3', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with hos...')
console.run('svm', 'hos', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with waveletdb1lvl3uniformlbp...')
console.run('svm', 'waveletdb1lvl3uniformlbp', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
print('svm with hermite...')
console.run('svm', 'hermite', 'flatten', timesteps, numclasses, batchsize, maxepoch, patience, expsnum, balanced, svm_kernel=svmkernel)
#balanced
balanced = True
import sys, getopt, os
sys.path.append(os.path.dirname(__file__) + '\\..')
from ECG import console
if __name__ == "__main__":
numclasses = 5
expsnum = 5
batchsize = 512
maxepoch = 60
patience = 8
timesteps = None
#imbalanced
balanced = True
print('lstm with waveletdb1lvl3...')
console.run('lstm', 'waveletdb1lvl3', 'leads', timesteps, numclasses,
batchsize, maxepoch, patience, expsnum, balanced)
balanced = False
print('lstm with raw...')
console.run('lstm', 'raw', 'leads', timesteps, numclasses, batchsize,
maxepoch, patience, expsnum, balanced)
print('lstm with waveletdb1lvl3...')
console.run('lstm', 'waveletdb1lvl3', 'leads', timesteps, numclasses,
batchsize, maxepoch, patience, expsnum, balanced)