James Mercer
FRS (15 January 1883 – 21 February 1932) was a
mathematician, born in
Bootle, close to
Liverpool, England.
He was educated at
University of Manchester, and then
University of Cambridge. He became a Fellow, saw active service at the
Battle of Jutland
The Battle of Jutland (german: Skagerrakschlacht, the Battle of the Skagerrak) was a naval battle fought between Britain's Royal Navy Grand Fleet, under Admiral John Jellicoe, 1st Earl Jellicoe, Sir John Jellicoe, and the Imperial German Navy ...
in World War I and, after decades of ill health, died in London.
He proved
Mercer's theorem, which states that
positive-definite kernels can be expressed as a
dot product in a high-dimensional
space. This theorem is the basis of the
kernel trick (
applied by Aizerman), which allows linear algorithms to be easily converted into non-linear algorithms.
References
1883 births
1932 deaths
19th-century British mathematicians
20th-century British mathematicians
Mathematical analysts
People from Bootle
Alumni of the University of Manchester
Senior Wranglers
Scientists from Liverpool
Fellows of the Royal Society
{{UK-mathematician-stub