There are various ways to cope with class imbalance problem which is one of the main issues of software defect prediction.
With early novels like "Election" (1998) and "Joe College" (2000), Mr. Perrotta started off using his sociological eye and pitch-perfect ear for dialogue to create comic, Nick Hornby-esque portraits of young misfits coping with class and status and ambition, but his work has taken a more somber turn with "Little Children" and "The Abstinence Teacher".
MIDA consists of two versions, i.e., binary-class MIDA (B-MIDA) and multi-class MIDA (M-MIDA), which are utilized to cope with binary-class (standard) and multi-class multiple-instance learning tasks, respectively.
All were nervous before the course that they would not cope with the classes, and some expected to be asked to undertake complex contortions.
In the future, these abstractions can be extended to detect and cope with larger classes of failures in WSAS.
Consequently, reconstructing species trees from gene trees has to cope with two classes of difficulties.
Even when specific strategies are developed in sexuality education to cope with large classes, as in Nigeria, sexuality education typically requires interactive teaching methods with high levels of student involvement, which can hardly be realized in overcrowded classes.
We experimented with an architecture consisting of cascaded neural networks to cope with uneven class distributions.
The proposed ensemble can efficiently cope with multi-class music performer recognition under inter-piece conditions, a difficult musical task, displaying a level of accuracy unlikely to be matched by human listeners (under similar conditions).
Both companies, which control about 95percentt of the $4 billion worldwide auction market, will have to cope with the class-action lawsuits by disgruntled customers, who could number in the thousands.
Along with these challenges, U.S. teachers must cope with larger class sizes (27 versus the TALIS average of 24).
