Finally, we use a Random Forest (RF) classifier to classify the data according to the Association for the Advancement of Medical Instrumentation AAMII) standards (1988).
Most decision tree classifiers are designed to classify the data with categorical or Boolean class labels.
Study shows a library of features, and classifiers are available to classify the data.
These examples provide particular situations where low-level classifiers by themselves have trouble to correctly classify the data items in the test set.
To classify the data, the SVM trains a classifier by mapping the input samples, using a kernel function in most cases, onto a high-dimensional space, and then seeking a separating hyperplane that differentiates the two classes with maximal margin and minimal error.
Data transformation phase Once the data is available, the first step is to filter and classify the data based on their structure and do any necessary transformations in order to perform meaningful analysis.
"What we end up with is a slightly convoluted set of concepts and little uniformity in the way we all think about the concepts or classify the data," said Professor Larry Hajime Shinagawa, director for the Center for the Study of Culture, Race and Ethnicity at Ithaca College in New York.
Then RELM and MCVELM are used to classify the data.
Incremental or progressive learning strategies are adapted to classify the data streams by many research contributions in recent literature.
This technique enabled the researchers to classify the data into categories and make comparisons, and allowed rational interpretation and judgment.
Moreover, to make easy to understand, we classify the data that we collected to three of categorization, are: 1.
