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On the basis of conditional expectation of a random variable function, we present few characterization findings in this study. For a given function  g ,, we present necessary and sufficient conditions for characterization results in terms of a single function. Some of these findings are completely novel, while others are expansions of previously published characterizations.

Further characterization based on conditional expectations: new and extended findings