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QUICK ANSWER
"Missing" is a form of "missing", an adjective which is often translated as "perdido". "Stolen" is a form of "stolen", an adjective which is often translated as "robado". Learn more about the difference between "missing" and "stolen" below.
missing(
mihs
-
ihng
)An adjective is a word that describes a noun (e.g., the big dog).
2. (absent)
a. ausente
The missing student finally arrived to the fourth class.La estudiante ausente por fin llegó a la cuarta clase.
4. (lacking)
a. desprovisto
The boy is missing his front teeth.El niño está desprovisto de sus dientes delanteros.