Abstract Keyword Spotting (KWS) is here considered as a basic technology for Probabilistic Indexing (PrIx) of large collections handwritten text images to allow fast textual access the contents these collections. Under this perspective, probabilistic framework lexicon-based KWS in presented. The presentation aims at providing formal insights which help understanding classical statements (from P...