Studying Same-Sign Top Pair Production through Top-Higgs FCNC Interactions at the HL-LHC

Figure 20

In the analysis, nonlinear approaches were predominantly employed. This is due to the fact that the structure of the signal and background distributions is more accurately reflected in this manner. In this regard, linear approaches such as Fisher’s and its derivatives are unsuitable for analysis. Again, similar procedures were not adopted since they did not produce successful results. However, other nonlinear approaches were incorporated in this context so that the analysis could be compared to other ways and its evolution could be observed. The results indicate that the inputs are uniformly distributed, no overtraining was seen, and the analysis produced a high level of diversification overall.