BJP sources said that Ghosh would file his nomination papers on Tuesday.
Trinamool Congress has already announced former footballer Prasun Banerjee as its candidate.
The CPI(M) has fielded Srideep Bhattacharya and Congress Sanatan Mukherjee.
The by-election has been necessitated by the death of Ambica Banerjee of Trinamool Congress.