He married Blanche Bayse of Rockport, Indiana on December 27, 1899.

While in Madison, he commissioned Frank Lloyd Wright to design a home, the Eugene A. Gilmore House.

[4] Gilmore Avenue, Quezon City, a major thoroughfare in the Metro Manila, is named after him, in turn lending its name to Gilmore station, an urban mass transit station located near the avenue.

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