def structure_plif_hmsvm_bmrm(num_examples, example_length, num_features, num_noise_features):
from shogun.Features import RealMatrixFeatures
from shogun.Structure import TwoStateModel, DualLibQPBMSOSVM
from shogun.Evaluation import StructuredAccuracy
model = TwoStateModel.simulate_data(num_examples, example_length, num_features, num_noise_features)
sosvm = DualLibQPBMSOSVM(model, model.get_labels(), 5000.0)
sosvm.train()
# print sosvm.get_w()
predicted = sosvm.apply(model.get_features())
evaluator = StructuredAccuracy()
acc = evaluator.evaluate(predicted, model.get_labels())
def structure_plif_hmsvm_mosek (num_examples, example_length, num_features, num_noise_features):
from shogun.Features import RealMatrixFeatures
from shogun.Structure import TwoStateModel
from shogun.Evaluation import StructuredAccuracy
try:
from shogun.Structure import PrimalMosekSOSVM
except ImportError:
print("Mosek not available")
return
model = TwoStateModel.simulate_data(num_examples, example_length, num_features, num_noise_features)
sosvm = PrimalMosekSOSVM(model, model.get_labels())
sosvm.train()
#print(sosvm.get_w())
predicted = sosvm.apply(model.get_features())
evaluator = StructuredAccuracy()
acc = evaluator.evaluate(predicted, model.get_labels())
