Does weak convergence imply strong convergence?
No, weak convergence alone does not imply strong convergence. A sequence can converge weakly to a limit without the norm of the difference converging to zero. An additional condition, such as the convergence of the norms of the sequence to the norm of the limit, is required to upgrade weak convergence to strong convergence.
Conditions
- is a Hilbert space.
- is a sequence in converging weakly to .
- No assumption is made about the convergence of to .
Reasoning, step by step
- Recall the definition of weak convergence: for all .
- Recall the definition of strong convergence: .
- Observe that weak convergence controls the behavior of the sequence against all test vectors, but does not directly control the distance .
- Conclude that weak convergence does not automatically imply strong convergence.
Example
The lecturer explicitly states that a weakly convergent sequence is not necessarily strongly convergent. The proposition slide adds the extra assumption that converges to before concluding strong convergence.
Common misconceptions
- Assuming that because strong convergence implies weak convergence, the converse must also be true.
- Thinking that weak convergence is a stronger condition than strong convergence.
Watch the explanation
3:20 – 4:12Watch this moment ↗
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