Search efforts were focused in an area where 64-year-old Edward Rosenthal is thought to have been hiking.
Rosenthal, from Culver City, is known for brokering deals to sell historic downtown office and industrial buildings for conversion into condo or apartment buildings.
Authorities said Rosenthal was first reported missing on Sunday afternoon.
The Associated Press contributed to this report.
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