Evaluating NN with synthetic data

• Training data set: we considered 7 possible δ0

values in the range 0.2, . . . ,

0.8. For each of these values, we considered p11

(or p00

) values of 0.1, 0.3,

0.5, 0.7, 0.9 if δ0

>= 0.5 (if δ0

< 0.5), obtaining 35 different transition

probability matrices.

• Test data set: we considered 7 additional possible δ0

values in the range

0.15, . . . , 0.75. For each of these values, we considered p11

(or p00

) values

of 0.1, 0.3, 0.5, 0.7, 0.9 if δ0

>= 0.5 (if δ0

< 0.5), obtaining 35 different

transition probability matrices.