What extra assumption turns weak convergence into strong convergence?
The extra assumption required is that the norms of the sequence converge to the norm of the limit, i.e., . When combined with weak convergence, this condition implies strong convergence.
Conditions
- is a Hilbert space.
- is a sequence in converging weakly to .
- converges to .
Reasoning, step by step
- Assume converges weakly to .
- Assume additionally that .
- Use the polarization identity or expand .
- Note that by weak convergence (choosing ).
- Conclude that , so , which is strong convergence.
Example
The proposition slide states: 'Let () be a weakly converging sequence to l. Further assume that |||| converges to ||l||. Then () converges strongly to l.'
Common misconceptions
- Thinking that any bounded sequence converging weakly also converges strongly.
- Assuming that the extra assumption is about the convergence of inner products, which is already part of the definition of weak convergence.
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3:20 – 4:12Watch this moment ↗
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