This article dealt with further properties of the Renyi entropy and the residual Renyi entropy of $k$-record values. First, we discussed the Renyi entropy order and its connection with the usual stochastic and dispersive orders. We then addressed the monotonicity properties of the residual Renyi entropy of $k$-records, focusing on the aging properties of the component lifetimes. We also expressed the residual $n$th upper $k$-records in terms of Renyi entropy when the first dataset exceeded a certain threshold, and then studied various properties of the given formula. Finally, we conducted a parametric estimation of the Renyi entropy of the $n$th upper $k$-records. The estimation was performed using both real COVID-19 data and simulated data.

In this paper, we focus on two relative aging classes, namely increasing (decreasing) relative failure rate and increasing (decreasing) failure rate relative to average failure rate. We studied some reliability properties and connections with other classes of lifetime distributions. The main objective of this paper was to investigate the preservation properties of decreasing relative failure rate class and decreasing failure rate relative to average failure rate class under the structure of ( $n-k+1$)-out-of- $n$ system. We give some examples of parametric distributions to evaluate the correctness of the results.

This paper explored the concept of past Rényi entropy within the context of $k$-record values. We began by introducing a representation of the past Rényi entropy for the $n$-th lower $k$-record values, sampled from any continuous distribution function $F,$ concerning the past Rényi entropy of the $n$-th lower $k$-record values sampled from a uniform distribution. Then, we delved into the examination of the monotonicity properties of the past Rényi entropy of $k$-record values. Specifically, we focused on the aging properties of the component lifetimes and investigated how they impacted the monotonicity of the past Rényi entropy. Additionally, we derived an expression for the $n$-th lower $k$-records in terms of the past Rényi entropy, specifically when the first lower $k$-record was less than a specified threshold level, and then investigated several properties of the given formula.