Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples

In this paper, we modify a synthetic reconstruction (SR) method without samples. The synthetic reconstruction method is a method to generate attributes of population such as age, sex and kinship within a family according to available statistics. Although the original SR method employs some individua...

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Main Authors: Tadahiko Murata, Takuya Harada, Daiki Masui
Format: Article
Language:English
Published: Taylor & Francis Group 2017-11-01
Series:SICE Journal of Control, Measurement, and System Integration
Subjects:
Online Access:http://dx.doi.org/10.9746/jcmsi.10.513
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author Tadahiko Murata
Takuya Harada
Daiki Masui
author_facet Tadahiko Murata
Takuya Harada
Daiki Masui
author_sort Tadahiko Murata
collection DOAJ
description In this paper, we modify a synthetic reconstruction (SR) method without samples. The synthetic reconstruction method is a method to generate attributes of population such as age, sex and kinship within a family according to available statistics. Although the original SR method employs some individual samples that are collected to make a statistics, it is criticized that generated attributes are only within the samples used in the reconstruction process. In this paper, we employ a simulated annealing-based SR method without samples. We compare two types of generation methods of a candidate solution in a search of simulated annealing: changing age of an agent (age-change) or swapping ages of two agents (age-swap). Results of synthetic reconstruction show that age-change is better when we limit the number of search. On the other hand, age-swap is better when we have enough number of search for reconstructing a population.
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spelling doaj.art-eb3c3a62400f4d719431ce8ca3cb7bb82023-10-12T13:43:54ZengTaylor & Francis GroupSICE Journal of Control, Measurement, and System Integration1884-99702017-11-0110651351910.9746/jcmsi.10.51312103171Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without SamplesTadahiko Murata0Takuya Harada1Daiki Masui2Department of Informatics, Kansai UniversityGraduate School of Informatics, Kansai UniversityGraduate School of Informatics, Kansai UniversityIn this paper, we modify a synthetic reconstruction (SR) method without samples. The synthetic reconstruction method is a method to generate attributes of population such as age, sex and kinship within a family according to available statistics. Although the original SR method employs some individual samples that are collected to make a statistics, it is criticized that generated attributes are only within the samples used in the reconstruction process. In this paper, we employ a simulated annealing-based SR method without samples. We compare two types of generation methods of a candidate solution in a search of simulated annealing: changing age of an agent (age-change) or swapping ages of two agents (age-swap). Results of synthetic reconstruction show that age-change is better when we limit the number of search. On the other hand, age-swap is better when we have enough number of search for reconstructing a population.http://dx.doi.org/10.9746/jcmsi.10.513agent-based simulationsynthetic reconstruction method using statisticssimulated annealing method
spellingShingle Tadahiko Murata
Takuya Harada
Daiki Masui
Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
SICE Journal of Control, Measurement, and System Integration
agent-based simulation
synthetic reconstruction method using statistics
simulated annealing method
title Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
title_full Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
title_fullStr Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
title_full_unstemmed Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
title_short Comparing Transition Procedures in Modified Simulated-Annealing-Based Synthetic Reconstruction Method without Samples
title_sort comparing transition procedures in modified simulated annealing based synthetic reconstruction method without samples
topic agent-based simulation
synthetic reconstruction method using statistics
simulated annealing method
url http://dx.doi.org/10.9746/jcmsi.10.513
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AT takuyaharada comparingtransitionproceduresinmodifiedsimulatedannealingbasedsyntheticreconstructionmethodwithoutsamples
AT daikimasui comparingtransitionproceduresinmodifiedsimulatedannealingbasedsyntheticreconstructionmethodwithoutsamples