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...
Main Authors: | , , |
---|---|
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 |
_version_ | 1827794818914320384 |
---|---|
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. |
first_indexed | 2024-03-11T18:39:17Z |
format | Article |
id | doaj.art-eb3c3a62400f4d719431ce8ca3cb7bb8 |
institution | Directory Open Access Journal |
issn | 1884-9970 |
language | English |
last_indexed | 2024-03-11T18:39:17Z |
publishDate | 2017-11-01 |
publisher | Taylor & Francis Group |
record_format | Article |
series | SICE Journal of Control, Measurement, and System Integration |
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 |
work_keys_str_mv | AT tadahikomurata comparingtransitionproceduresinmodifiedsimulatedannealingbasedsyntheticreconstructionmethodwithoutsamples AT takuyaharada comparingtransitionproceduresinmodifiedsimulatedannealingbasedsyntheticreconstructionmethodwithoutsamples AT daikimasui comparingtransitionproceduresinmodifiedsimulatedannealingbasedsyntheticreconstructionmethodwithoutsamples |