Share prices for Fannie Mae and Freddie Mac fell Monday morning after an analyst said the mortgage finance companies have no "underlying value" to justify a more than tripling in their share prices in August.

"There is no fundamental value remaining in Fannie and Freddie, particularly since the government owns 80% of each company," Paul Miller of FBR Capital Markets wrote in a research note published Monday.

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