3 ms·
> As I said before, the size of a classical state space of a probability distribution is also exponentially large... This is true, but a single state in a clas
by dangirsh 9y ago
> As I said before, the size of a classical state space of a probability distribution is also exponentially large...
This is true, but a single state in a classical probability distribution is not exponentially large. Because of superposition, a single quantum state can be associated with an exponentially large number of amplitudes. As you mentioned, quantum algorithms rely on the interference of these amplitudes. However, if you could somehow assign a complex amplitude to each state in a classical probability distribution, you would still be limited to manipulating only one amplitude at a time. It is in this sense that the exponential scaling is important.
> Note that Grover's algorithm achieves only a quadratic speedup with the same size of state space as Shor's. Your explanation doesn't add up, it just adds to the confusion.
I didn't mean to imply that all quantum algorithms have superpolynomial speedups. But (especially) for the ones that do, I about the exponentially large set of amplitudes being manipulated in parallel.
> I just think that it's very important to stay far away from the (wrong, but pervasive in pop science) idea that quantum computers are fast because they "try exponentially many solutions in parallel".
100% agreed.
- dangirsh 9y agoAh,looks like I botched parts of this: > However, if you could somehow assign a complex amplitude to each state in a classical probability distribution, you would still be limited to manipulating only one amplitude at a time. This is probably just more confusing. What I should say is that classical probabilities have no physical manifestation that you can directly manipulate - they just denote our lack of information about a system. Amplitudes in quantum systems can be related to probabilities, but they don't represent lack of information. The probabilistic nature of quantum systems is deeper than that: measurements project superposition states onto classical states in a probabilistic way. This is For exponentially large superposition states, there are an exponential number of amplitudes. When we act on the state in certain ways, we update all of the amplitudes in parallel. There is no counterpart to this when acting on classical states, even when you have incomplete information about the state (and thus an exponentially large probability distribution). > But (especially) for the ones that do, I about the exponentially large set of amplitudes being manipulated in parallel. Let's try again.
- dangirsh 9y agoAh, looks like I botched parts of this: > However, if you could somehow assign a complex amplitude to each state in a classical probability distribution, you would still be limited to manipulating only one amplitude at a time. This is probably just more confusing. What I should say is that classical probabilities have no physical manifestation that you can directly manipulate - they just denote our lack of information about a system. Amplitudes in quantum systems can be related to probabilities, but they don't represent lack of information. The probabilistic nature of quantum systems is deeper than that: measurements project superposition states onto classical states in a probabilistic way. But before this projection, we're forced to say that the physical state of the system is in superposition. Even more, the amplitudes accociated with each part of the superposition state are part of the physical definition of the state. In this sense, they are more "real" than classical probabilities. For exponentially large superposition states, there are an exponential number of amplitudes. When we act on the state in certain ways, we update all of the amplitudes in parallel. There is no counterpart to this when acting on classical states, including when you have incomplete information about the state (and thus an exponentially large probability distribution). > But (especially) for the ones that do, I about the exponentially large set of amplitudes being manipulated in parallel. Let me try again. The built-in exponential in the physical state (as I described above) helps me see how quantum speedups (especially super-polynomial ones) could even be possible. You're right that there's more to the story than just having an exponentially large number of amplitudes, but it's an important part of the story!
- dangirsh 9y agoAh,looks like I botched parts of this: > However, if you could somehow assign a complex amplitude to each state in a classical probability distribution, you would still be limited to manipulating only one amplitude at a time. This is probably just more confusing. What I should say is that classical probabilities have no physical manifestation that you can directly manipulate - they just denote our lack of information about a system. Amplitudes in quantum systems can be related to probabilities, but they don't represent lack of information. The probabilistic nature of quantum systems is deeper than that: measurements project superposition states onto classical states in a probabilistic way. But before this projection, we're forced to say that the physical state of the system is in superposition. Even more, the amplitudes accociated with each part of the superposition state are part of the physical definition of the state. In this sense, they are more "real" than classical probabilities. For exponentially large superposition states, there are an exponential number of amplitudes. When we act on the state in certain ways, we update all of the amplitudes in parallel. There is no counterpart to this when acting on classical states, including when you have incomplete information about the state (and thus an exponentially large probability distribution). > But (especially) for the ones that do, I about the exponentially large set of amplitudes being manipulated in parallel. :( Let's try again. The built-in exponential in the physical state +as I described above) helps me see how quantum speedups (especially super-polynomial ones) could even be possible. You're right that there's more to the story than just having an exponentially large number of amplitudes, but it's an important part of the story!