Work

Yakubovich's method of recursive objective inequalities in machine learning

Year: 2022

Type: article

Abstract: “Stripe” algorithm was designed by V.A. Yakubovich as an algorithm for linear classification model training. The basic approach is to reduce loss minimization problem to solving a system of infinite number of inequalities. The present paper considers various forms of this reduction as well as its practical applicability. Obtained algorithms are experimentally compared with traditional linear models such as logistic regression and linear regression trained using stochastic gradient descent. Simulation results show that the “Stripe” algorithm possesses fast convergence and in particular suitable well in the paradigm of online machine learning.

Source: IFAC-PapersOnLine

DOI: 10.1016/j.ifacol.2022.07.301

Author: Mikhail Lipkovich

Institutions: St Petersburg University, Institute of Problems of Mechanical Engineering

Language: English

Topic: Stochastic Gradient Optimization Techniques

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: diamond

OpenAlex ID: W4289768547

FWCI: 0.531

Cites: 17

Cited by: 10

Related to: 10