Density Matrix of Multiple Qubits

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Discussion Overview

The discussion revolves around the relationship between probabilities and the density matrix of a system of multiple qubits, specifically focusing on a system of three qubits where the first qubit is in a known superposition state and the other two qubits are described by a density matrix. Participants explore how to derive the probability of measuring the first qubit in a specific state from the total density matrix.

Discussion Character

  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • One participant describes a system of three qubits, with the first qubit in a superposition state and the other two qubits represented by a density matrix, questioning how to obtain the probability of the first qubit being in state ##\ket{0}## from the total density matrix ##\rho_{tot}##.
  • Another participant asserts that the probability of the first qubit being in state ##\ket{0}## is already known from the specified state of the first qubit, emphasizing that it is a product state and thus the states of the other qubits do not affect this probability.
  • Some participants discuss the concept of the partial trace and how it relates to obtaining probabilities from the density matrix, suggesting that it involves focusing on the relevant part of ##\rho_{tot}##.
  • One participant expresses confusion regarding a statement from an external source about diagonal coefficients of a density matrix and their relation to measuring probabilities, seeking clarification on the assumptions made in that context.
  • Another participant points out that the external source's discussion pertains to non-product states, which differs from the scenario presented in the original post.
  • Further clarification is requested regarding the SWAP gate and its implications for the density matrix.
  • One participant explains that the coefficients mentioned in the external source are defined such that their sum gives the probability of measuring the state ##\ket{0}##.
  • Another participant elaborates on the structure of the total density matrix, indicating that the reduced density matrix for the first qubit can be derived straightforwardly due to the lack of entanglement with the other qubits.

Areas of Agreement / Disagreement

Participants generally agree that the probability of the first qubit being in state ##\ket{0}## can be directly inferred from its specified state, but there is some contention regarding the necessity and method of deriving this probability from the total density matrix. The discussion remains unresolved regarding the implications of the SWAP gate and the external source's claims.

Contextual Notes

There are limitations in the discussion regarding the assumptions about the states of the other qubits and the specific conditions under which the density matrix is analyzed. The relationship between product states and entangled states is also a point of contention that remains unresolved.

thatboi
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Hey all,
I am having trouble relating probabilities with the density matrix of multiple qubits. Consider we have a system of 3 qubits: the first qubit is in the state ##\ket{\psi} = \frac{1}{\sqrt{2}}(\ket{0}+\ket{1})## and the remaining 2 qubits are prepared in the state described by the density matrix ##\rho = a_{1}\ket{\alpha_{1}}\bra{\alpha_{1}}\otimes\ket{\beta_{1}}\bra{\beta_{1}} + a_{2}\ket{\alpha_{2}}\bra{\alpha_{2}}\otimes\ket{\beta_{2}}\bra{\beta_{2}}##
where we only know that ##\braket{\alpha_{i}|\alpha_{i}} = \braket{\beta_{i}|\beta_{i}} = 1## for ##i = 1,2## and ##a_{1} + a_{2} = 1##.
Now suppose we form the density matrix ##\rho_{tot}## of all 3 qubits.

My question is: From ##\rho_{tot}##, how do I obtain the probability of the first qubit to be in state ##\ket{0}##, which we know is ##\frac{1}{2}##. Normally I would think of performing a partial trace but I'm not sure of what to take the partial trace over in this case since we do not have further information on the other 2 qubits.
 
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thatboi said:
From ##\rho_{tot}##, how do I obtain the probability of the first qubit to be in state ##\ket{0}##, which we know is ##\frac{1}{2}##.
You don't have to obtain that probability from ##\rho_{tot}## because you already know it: you specified it when you specified the state of the first qubit. Since the state you specified is a product state, i.e., the first qubit is not entangled with the other two, the state of the other two qubits doesn't matter.
 
PeterDonis said:
You don't have to obtain that probability from ##\rho_{tot}## because you already know it: you specified it when you specified the state of the first qubit. Since the state you specified is a product state, i.e., the first qubit is not entangled with the other two, the state of the other two qubits doesn't matter.
Hi,
I agree that we don't need ##\rho_{tot}##, but we should technically be able to obtain that probability from ##\rho_{tot}## still right. I was just wondering how I could get that value from ##\rho_{tot}##, such as from the diagonal values?
 
thatboi said:
we should technically be able to obtain that probability from ##\rho_{tot}## still right.
You obtain it the way I just said: by recognizing that the total state is a product state, and therefore you don't need to know anything about the states of the other qubits. The "partial trace" operation for this case just means ignoring the other qubits and using the known state of the first qubit.

thatboi said:
I was just wondering how I could get that value from ##\rho_{tot}##, such as from the diagonal values?
You can of course view the "partial trace" operation, described above, as reading off the part of ##\rho_{tot}## that refers to the first qubit and using that and ignoring the rest. The answer is the same.
 
PeterDonis said:
You obtain it the way I just said: by recognizing that the total state is a product state, and therefore you don't need to know anything about the states of the other qubits. The "partial trace" operation for this case just means ignoring the other qubits and using the known state of the first qubit.You can of course view the "partial trace" operation, described above, as reading off the part of ##\rho_{tot}## that refers to the first qubit and using that and ignoring the rest. The answer is the same.
Perhaps I misstated my problem, but my confusion originally arose from this post: https://quantumcomputing.stackexcha...ap-test-and-density-matrix-distinguishability
Specifically by the statement in the accepted answer: "We're interested by the diagonal coefficients of ##\rho_{3}## that can be written as ##\ket{0,i,j}\bra{0,i,j}##. Summing them would give us the probability of measuring |0⟩." I'm not sure what assumptions were made about ##\ket{i,j}##, but I wanted to know the reasoning behind this statement.
 
thatboi said:
my confusion originally arose from this post
Which is not about the kind of state you described in the OP. It's about multi-qubit states that are not product states, with various quantum computing gates applied to them. Which kind of state do you really want to ask about?
 
PeterDonis said:
Which is not about the kind of state you described in the OP. It's about multi-qubit states that are not product states, with various quantum computing gates applied to them. Which kind of state do you really want to ask about?
I would like a clarification on my question regarding the SWAP gate that I mentioned in my previous reply.
 
thatboi said:
"We're interested by the diagonal coefficients of ##\rho_{3}## that can be written as ##\ket{0,i,j}\bra{0,i,j}##. Summing them would give us the probability of measuring |0⟩." I'm not sure what assumptions were made about ##\ket{i,j}##, but I wanted to know the reasoning behind this statement.
It's an obvious consequence of the definition of a density matrix. The coefficients described are by definition the ones whose sum gives the probability of measuring ##\ket{0}##.
 
thatboi said:
Normally I would think of performing a partial trace but I'm not sure of what to take the partial trace over in this case since we do not have further information on the other 2 qubits.
You know that the other two qubits (which I will call "the rest") have a density matrix, and trace of any density matrix is 1. That's all what you need. More explicitly, your full system has a density matrix of the form
$$\rho=\rho_{\rm first}\otimes\rho_{\rm rest}$$
where ##\rho_{\rm first}=|\psi\rangle\langle\psi|## and ##\rho_{\rm rest}## describes the other two qubits. The reduced density matrix of the first subsystem is therefore
$$\rho_{\rm first \; (reduced)}={\rm Tr}_{\rm rest}\,\rho
= \rho_{\rm first} ({\rm Tr}_{\rm rest}\rho_{\rm rest}) = \rho_{\rm first}$$
The result is trivial because the full state is a product, i.e. there is no entanglement between the first subsystem and the rest.
 
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  • #10
The total density matrix will be ##0.5 \begin{pmatrix}
\rho & \rho \\
\rho & \rho
\end{pmatrix}##
 

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