Fast, Accurate, and Robust Algorithms Based on mathematical reasoning - Prof. YOSHIDA, Yuichi
As the performance of computers and algorithms has improved, algorithms are now used as tools for decision-making and knowledge discovery in a variety of fields. However, many of the algorithms used in practice are designed on an ad hoc basis, and their performance is unpredictable until they are actually put into operation. For example, there are no guarantees as to how long it will take to complete the process, how accurate the results will be, and how robust the results will be against noise that may be introduced into the input or processing. Our laboratory is analyzing algorithms using mathematics with the goal of realizing algorithms that are fast, accurate, and robust.