qualitiesindependent
Qualitiesindependent is a coinage used to describe a condition in which a set of attributes or qualities behave independently of one another. In this sense, the term emphasizes that knowing the value of one quality provides no information about the others, and the joint distribution factors into the product of the marginals. The concept overlaps with probabilistic independence, statistical independence, and functional independence, and it is often used in applied contexts such as data analysis, product design, and quality engineering.
In probability terms, two attributes A and B are independent if the probability of their joint occurrence
Applications include experimental design, where independent qualities enable orthogonal designs and clean estimation of effects; feature
Assessment relies on statistical tests and information-theoretic measures: chi-squared tests for categorical qualities, correlation analyses, mutual
Limitations include that real data rarely exhibit perfect independence; measurement error, sampling variation, and confounding factors