Replication Data for: Creating and concentrating quantum resource states in noisy environments using a quantum neural network (doi:10.21979/N9/LAKC6C)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Replication Data for: Creating and concentrating quantum resource states in noisy environments using a quantum neural network

Identification Number:

doi:10.21979/N9/LAKC6C

Distributor:

DR-NTU (Data)

Date of Distribution:

2022-05-11

Version:

1

Bibliographic Citation:

Krisnanda, Tanjung; Ghosh, Sanjib; Paterek, Tomasz; Liew, Timothy C. H., 2022, "Replication Data for: Creating and concentrating quantum resource states in noisy environments using a quantum neural network", https://doi.org/10.21979/N9/LAKC6C, DR-NTU (Data), V1, UNF:6:YzG9Y0gBOWG7tMfjwyEvJg== [fileUNF]

Study Description

Citation

Title:

Replication Data for: Creating and concentrating quantum resource states in noisy environments using a quantum neural network

Identification Number:

doi:10.21979/N9/LAKC6C

Authoring Entity:

Krisnanda, Tanjung (Nanyang Technological University)

Ghosh, Sanjib (Nanyang Technological University)

Paterek, Tomasz (University of Gdansk)

Liew, Timothy C. H. (Nanyang Technological University)

Software used in Production:

MATLAB

Grant Number:

MOE2017-T2-1-001

Grant Number:

Project No. PPN/PPO/2018/1/00007/U/00001

Distributor:

DR-NTU (Data)

Access Authority:

Krisnanda, Tanjung

Depositor:

Krisnanda, Tanjung

Date of Deposit:

2022-05-11

Holdings Information:

https://doi.org/10.21979/N9/LAKC6C

Study Scope

Keywords:

Physics, Physics, Neural network applications, Quantum neural network, Optimization, Quantum state preparation, Quantum information, Quantum entanglement, Quantum machine learning

Abstract:

This dataset contains raw data to reproduce figures for the paper "Creating and concentrating quantum resource states in noisy environments using a quantum neural network".

Kind of Data:

Simulation data

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Identification Number:

10.1016/j.neunet.2021.01.003

Bibliographic Citation:

Krisnanda, T., Ghosh, S., Paterek, T., & Liew, T. C. H. (2021). Creating and concentrating quantum resource states in noisy environments using a quantum neural network. Neural Networks, 136, 141-151.

Citation

Identification Number:

10356/157029

Bibliographic Citation:

Krisnanda, T., Ghosh, S., Paterek, T., & Liew, T. C. H. (2021). Creating and concentrating quantum resource states in noisy environments using a quantum neural network. Neural Networks, 136, 141-151.

File Description--f89735

File: Data_Creating_and_Concentrating.tab

  • Number of cases: 21

  • No. of variables per record: 15

  • Type of File: text/tab-separated-values

Notes:

UNF:6:YzG9Y0gBOWG7tMfjwyEvJg==

Variable Description

List of Variables:

  • DataforFig.2 - DataforFig.2
  • B - B
  • C - C
  • D - D
  • E - E
  • F - F
  • G - G
  • H - H
  • I - I
  • J - J
  • K - K
  • L - L
  • M - M
  • N - N
  • O - O

Variables

DataforFig.2

f89735 Location:

Variable Format: character

Notes: UNF:6:K5uQHscDC4NIKjzibkLm1g==

B

f89735 Location:

Summary Statistics: Mean 0.4243179672512036; Max. 0.999909; Min. 4.5E-5; StDev 0.45649033772516034; Valid 17.0;

Variable Format: numeric

Notes: UNF:6:YqVOy0zsP8UEsEcX7kt3WA==

C

f89735 Location:

Summary Statistics: Mean 0.4240526896264968; Max. 0.999353; StDev 0.4558756698858221; Min. 1.72E-4; Valid 17.0;

Variable Format: numeric

Notes: UNF:6:9Z4C7v1el4cpolzJMwVK7g==

D

f89735 Location:

Summary Statistics: Min. 3.45053683423963E-4; StDev 0.4551687317152164; Mean 0.4237739219082315; Max. 0.9989751; Valid 17.0

Variable Format: numeric

Notes: UNF:6:fDLWmq7C4CE6vxwI9T8adA==

E

f89735 Location:

Summary Statistics: Max. 0.997162; StDev 0.45249323513300327; Mean 0.4228700930796672; Valid 17.0; Min. 0.001078;

Variable Format: numeric

Notes: UNF:6:K4582SZs6j4OqaoqVSOmjA==

F

f89735 Location:

Summary Statistics: StDev 0.4496119912388665; Max. 0.995519; Mean 0.42162776483084297; Valid 17.0; Min. 0.001556

Variable Format: numeric

Notes: UNF:6:Lytd455/UnN302SnCQtgEA==

G

f89735 Location:

Summary Statistics: Valid 17.0; Max. 0.992501; StDev 0.4465384653243226; Mean 0.42049717324693503; Min. 0.00321;

Variable Format: numeric

Notes: UNF:6:fSHspyV0QkORVbE4lkjzOQ==

H

f89735 Location:

Summary Statistics: Max. 0.991349; Min. 0.002785; StDev 0.44351779538962177; Mean 0.419303032934076; Valid 17.0;

Variable Format: numeric

Notes: UNF:6:q1Ureeafz0KFbbA7WRGnhA==

I

f89735 Location:

Summary Statistics: StDev 0.4376484288982053; Mean 0.4171709142972882; Max. 0.985034; Min. 0.006081; Valid 17.0

Variable Format: numeric

Notes: UNF:6:BcuHhDlKf9Wy9Z7w7tM8qQ==

J

f89735 Location:

Summary Statistics: Mean 0.41437191764705883; Valid 17.0; Max. 0.980612; Min. 0.006019; StDev 0.43130456574167114;

Variable Format: numeric

Notes: UNF:6:L5YsuRqsp0x25Mpi83IxbA==

K

f89735 Location:

Summary Statistics: Valid 17.0; Max. 0.965984; Min. 0.010796; Mean 0.40740476609847914; StDev 0.4171515689278203

Variable Format: numeric

Notes: UNF:6:NdVgD6BLq+d86gWfR8x2hQ==

L

f89735 Location:

Summary Statistics: StDev 0.4060103848031323; Mean 0.4047361810218757; Valid 17.0; Min. 0.0106463203116278; Max. 0.9578138;

Variable Format: numeric

Notes: UNF:6:DR2OaPRLiw4o6YGpCtUtvw==

M

f89735 Location:

Summary Statistics: Max. 0.9482651; Min. 0.0213596145567075; Valid 17.0; StDev 0.3966497506280712; Mean 0.39974001428579925

Variable Format: numeric

Notes: UNF:6:egI/0h8Y2cQ9wJPgyRNfvQ==

N

f89735 Location:

Summary Statistics: StDev 0.3697257065283286; Max. 0.927347; Min. 0.0257415865789193; Valid 17.0; Mean 0.39081888156346584

Variable Format: numeric

Notes: UNF:6:4t09x7Ky4HI3PLbT4ynMRQ==

O

f89735 Location:

Summary Statistics: Mean 0.3834755510169873; Valid 17.0; Min. 0.040437; Max. 0.917525; StDev 0.34504847280331413;

Variable Format: numeric

Notes: UNF:6:Be1TRFGoCvPa1W3/hRvpUA==

Other Study-Related Materials

Label:

READ_ME.rtf

Notes:

application/rtf