The Solution to the Problem of Curse of Dimensionality in Fuzzy Modelling
Shin‐Jye Lee, Ching-Hsun Tseng · International Journal of Software & Hardware Research in Engineering · 2021
As for the solid fuzzy modeling, well-understanding interpretability, highly accuracy of the approximation, less effort, and resources saving are extremely significant features to design a high-performance fuzzy inference model in the coming future.Though the current novel learning algorithms can effectively optimize the system performance, it still can't entirely break the problem of curse of dimensionality (COD).Basically, it is easy to cause the problem of curse of dimensionality as processing high-dimensional data by sophisticated fuzzy learning algorithms, so it is necessary to consider the problem of curse of dimensionality as designing solid fuzzy learning algorithms.