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There is often confusion between the concepts of fuzziness and probability It is important that the similarities and di erences between these two terms are understood Both terms refer to degrees of certainty (or uncertainty) of events occurring But that is where the similarities stop Degrees of certainty as given by statistical probability are only meaningful before the associated event occurs After that event, the probability no longer applies, since the outcome of the event is known For example, before ipping a fair coin, there is a 50% probability that heads will be on top, and a 50% probability that it will be tails After the event of ipping the coin, there is no uncertainty as to whether heads or tails are on top, and for that event the degree of certainty no longer applies In contrast, membership to fuzzy sets is still relevant after an event occurred For example, consider the fuzzy set of tall people, with Peter belonging to that set with degree 09 Suppose the event to execute is to determine if Peter is good at basketball Given some membership function, the outcome of the event is a degree of membership to the set of good basketball players After the event occurred, Peter still belongs to the set of tall people with degree 09 Furthermore, probability assumes independence among events, while fuzziness is not based on this assumption Also, probability assumes a closed world model where everything is known, and where probability is based on frequency measures of occurring events That is, probabilities are estimated based on a repetition of a nite number of experiments carried out in a stationary environment The probability of an event A is thus estimated as nA (2022) P rob(A) = lim n n where nA is the number of experiments for which event A occurred, and n is the total number of experiments Fuzziness does not assume everything to be known, and is based on descriptive measures of the domain (in terms of membership functions), instead of subjective frequency measures Fuzziness is not probability, and probability is not fuzziness Probability and fuzzy sets can, however, be used in a symbiotic way to express the probability of a fuzzy event. ssrs upc-a UPC-A Barcoding Library for Microsoft SQL Reporting Services ...
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