An HMM and a duration model for each state are first learned for each segment of the training set.
Due to the unstable driving behavior, short road segments for training of SmartLoc may lead to a large estimation error in each time slot.
The first approach uses the chromatin data on the segments for training of Hidden Markov Models [ 37] or Dynamic Bayesian Networks [ 38] to learn the smallest number of states that can recapitulate the major processes of transcriptional regulation and effectively annotate the genome de novo.
Based on visual examination, the coarsely segmented result of training images are divided into two groups: subsets A and B. In subset A (11 WSIs), the segmented results are quite similar to the ground truths, while in subset B (7 WSIs) a large number of false positive pixels in dermis area are classified as epidermis pixels.
SVM-5CV: divides the data into five randomly chosen segments of equal size and run five times with each run comprising of four segments for training and one segment for testing (5-fold cross-validation).
In order to evaluate the performance of our method, we also prepared five datasets #1 to #5 that were pairs of 100 segments for training (training segments) and 70 segments for testing (testing segments), i.e., a simple cross-validation scheme.
The first segment of the train line, a scenic two-hour, 60km stretch from Thusis to the town of Silvaplana, is short but spectacular.
Considering that medical internship is one of the most significant segments of medical training, it is logical to imagine that physicians graduating from medical school who have undergone specialist training in obstetrics and gynecology in maternity hospitals in which Cesarean section rates are high would be more liberal in their opinions and conduct in relation to this mode of delivery.
Fast Fourier Transform was performed to obtain the frequency domain which was divided into segments of equal size and the area covered by the data in each segment was calculated for every segment to train decision trees.
Tucked in between a filler clip with ex-Democratic congressman Barney Frank and an OJ Simpson interview that aimed for bombshell but only fizzled, Cohen's anti-terror expert (and series MVP) Erran Morad pulled off what might be the funniest segment of the series: training right-wing internet trolls how to act like liberals.
The audio segment used during training (training set) is chosen so that it is capable of modeling a large and diverse number of audio pieces.
