Employees recruitment: A prescriptive analytics approach via machine learning and mathematical programming

Data Mining via Mathematical Programming and Machine Learning

i Acknowledgements iii

Mathematical Programming in Machine Learning

We describe in this work a number of central problems of machine learning and show how they can be modeled and solved as mathematical programs of various complexity.

Programming by Demonstration: a Machine Learning Approach

Programming by Demonstration: a Machine Learning Approach

Mathematical Programming in Machine Learning and Data Mining

The field of Machine Learning (ML) and Data Mining (DM) is focused around the following problem: Given a data domainD we want to approximate an unknown function y(x) on the given data setX ⊂ D (for which the values of y(x) may or may not be known) by a function f from a given class F so that the approximation generalizes in the best possible way on all of the (unseen) data x ∈ D. The approximat...

Mathematical Programming Approaches To Machine Learning And Data Mining