Sentence examples for instance classification from inspiring English sources
For instance, classification accuracy drops if the training set contains weak labels, if imbalances exist across label classes or if the labeled portion of the data is not chosen at random.
For instance, classification of age groups were based on ability to work (0-15, 16-64 and 64+ years), not focusing on health outcomes.
However, we highlight the fact that, for each test instance, only one tree is selected to perform the instance classification, and thus the user has to interpret only a single tree at a time.
Human phenotype-related features that directly link the test gene to disease are also replaced with unknown values in the instance classification step.
This additive score sets the ADTree apart from other decision trees in that instance classification is based on the entire path through the tree instead of one particular section of the path.
The proposed solution is a framework for learning Terminological Decision Trees from examples described in an ontological knowledge base, to be used for performing instance classifications.
For instance, in classification problems that are usually solved by supervised learning, the computer learns the created classification system and produces the output accordingly [33].
For instance, a classification algorithm based on a stroke detector is presented in [12], where the ending shape of a painter's strokes is extracted for each painting considered.
For instance, the classification experiment in [13] employs a fixed set of 15 background soundscapes (e.g., restaurant, nature-daytime, etc).. Most of the mentioned works bypass the question of the generality of concepts.
For instance, molecular classification of leukemia and lymphomas has tremendously enhanced our understanding of these diseases [2], [3], [4].
The changing parts of the molecules are described by a so called imaginary transition state (ITS) [ 1, 2] that allows, for instance, a classification of chemical reactions [ 3- 5].
