Karaveya Method

**The loaf method is an alternative approach to optimization in various areas, which is based on taking into account the interdependencies between variables and variable cycles. The effectiveness of this method lies in the fact that the number of iterations of the optimization process is reduced, which helps to increase the accuracy of optimization and reduce the time to complete one iteration.**

**In this article we will consider each step of this method in the context of data transfer using the universal linear regularized Lasso algorithm.**

The data defragmentation method is a variant of the OLIS (Lewis Cleaning) method, which is modified so that the optimization algorithm is not a simple stochastic gradient descent (SGD), but an acceleration scheme, like the usual ADAGRAD or RMSPROP. The idea is to sequentially replace old information with new information using the method of simple updates from each checkpoint. Let us want to transfer data d i with a date interval t l ^d d+d+up- , t l p +,