Where can I read about methods for comparing data analysis algorithms?

Question

data mining

Just started to study this topic for research. It is necessary to consider algorithms and compare, for a decision-making problem.
Please provide information on this topic.
The overgrowth is grateful.

Answer 1

Clarify the question.,
"Data analysis algorithms" is not at all the same as "decision making algorithms".
In turn, data analysis is a very broad area, including Machine Learning, Data Minimg, statistical algorithms, and neural networks that have become super fashionable today. Each section contains several dozens of only basic algorithms.
Within the same group, algorithms can be compared in terms of applicability, computational complexity, power, and many other special parameters.
Therefore, if you want a more specific answer - specify what exactly interests you and how you are going to compare these algorithms.