Take nonzero real trial functions with square-integrable and sufficient decay for integration by parts. For a compactly supported variation , the first variations are
The quotient rule for the functional then yields
By the fundamental lemma of the calculus of variations, stationarity for all such is equivalent to
Conversely, multiplying a decaying eigenfunction equation by and using integration by parts gives , so its Rayleigh quotient equals and its first variation vanishes. Thus the stationary values of the functional are the energy eigenvalues. The word "extrema" in the question includes stationary points here: higher eigenfunctions can be saddle points of the unrestricted Rayleigh quotient.
The Rayleigh-Ritz variational principle gives
Choose an admissible trial family, calculate its Rayleigh quotient, and minimize over its parameters to obtain the best upper bound within that family. Equality holds for the exact ground state; a restricted family generally gives only an upper bound.

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