In this paper, we develop convergence analysis of a modified line search method for objective functions whose value is computed with noise and gradient estimates are inexact possibly random. The assumed to be bounded in absolute without any additional assumptions. We extend the framework based on stochastic methods from [C. Cartis K. Scheinberg, Math. Program., 169 (2018), pp. 337--375] which w...
