With such a large number of support pixels, there might exist multicollinearity problems among explanatory variables X.
In practice, even if the sample size is small, a large number of support pixels are typically included to mitigate modeling biases.
But in test cases with complex deflection fields, requiring a large number of support points, the performance of the method degenerates.
However, DQ2 is reaching its limits in terms of scalability, requiring a large number of support staff to operate and being hard to extend with new technologies.
Support vector machines (SVMs), though accurate, are not preferred in applications requiring high classification speed or when deployed in systems of limited computational resources, due to the large number of support vectors involved in the model.
A large number of support, logistics and Royal Australian Air Force (RAAF) units were assigned to the division for the operations at Brunei Bay, taking its strength to over 29,000 men (including 1,097 in United States and British units).
It essentially abolished the existing Volunteers and Yeomanry, and used them to create a new Territorial Force of fourteen infantry divisions, fourteen cavalry brigades, and a large number of support units, all raised, organised and financed by local organisations but liable for service under War Office command.
The large number of support vectors used (compared with 43 for Bonf) most probably indicates overfitting.
However, its disadvantages include the inability to find optimal values of their parameters as well as a large number of support vectors [ 1].
This is type of classification problem where the examples are fairly poorly separable results in a very large number of support vectors (more than half the training examples are retained as support vectors), which impacts running time and generalization.
