Sentence:  The difficulties in implementing classification algorithms as is, on high volume databases, derives from the increase in the number of records/instances in the database and of attributes/features in each instance (high <WSD>dimensionality</WSD>). 
Meaning of the word marked with <WSD> tags:  The number of dimensions something has.