5TH INTERNATIONAL CONFERENCE ON EMERGING UBIQUITOUS SYSTEMS AND PERVASIVE NETWORKS / THE 4TH INTERNATIONAL CONFERENCE ON CURRENT AND FUTURE TRENDS OF INFORMATION AND COMMUNICATION TECHNOLOGIES IN HEALTHCARE / AFFILIATED WORKSHOPS
|
2014年
/
37卷
基金:
加拿大自然科学与工程研究理事会;
关键词:
Population synthesis;
Household level;
Individual level;
Land Use and Transportation Micro-simulation;
D O I:
10.1016/j.procs.2014.08.061
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Due to the lack of availability of micro-data of population characteristics, the synthesis of individual and household attributes is a necessary step for developing a disaggregate, dynamic travel demand forecasting model. Agent-based micro-simulation models attempt to forecast travel behaviour of individuals and households by simulating the behaviour of the singular actors in the system. The framework for generating synthesis population presented in this paper is a fundamental contribution to the development of an Integrated Transport, Land Use and Environment Modelling System in Nova Scotia, Canada. In this paper, a population is synthesized for individuals and households in Atlantic Canada using the Fitness Based Synthesis (FBS) approach. A synthetic algorithm is designed that allows both individual and household attribute levels to synthesize simultaneously. Unequal probabilities based on the sampling weight are used in the household selection step of the algorithm. In this way, the performance and accuracy of the synthetic population produced has been improved. The synthetic algorithm is tested for two functions: first, using the one level (household) control tables; and second, using two levels (individual and household) control tables. The data used in this study is collected from the 2006 Canadian Census and the 2006 Public Use Micro-data File (PUMF). The algorithm is implemented using a high-level matrix programming language for numerical computation in MATLAB. The results show that the synthetic population with both individual and household level attributes has the best fitness value. (C) 2014 The Authors. Published by Elsevier B.V.
机构:
Univ Toronto, Leslie Dan Fac Pharm, Grad Dept Pharmaceut Sci, Toronto, ON, CanadaUniv Toronto, Leslie Dan Fac Pharm, Grad Dept Pharmaceut Sci, Toronto, ON, Canada
Hogan, Mary-Ellen
论文数: 引用数:
h-index:
机构:
Taddio, Anna
Katz, Joel
论文数: 0引用数: 0
h-index: 0
机构:
York Univ, Dept Psychol, Toronto, ON, CanadaUniv Toronto, Leslie Dan Fac Pharm, Grad Dept Pharmaceut Sci, Toronto, ON, Canada
Katz, Joel
Shah, Vibhuti
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Dept Paediat, Toronto, ON, Canada
Univ Toronto, Inst Hlth Policy Management & Evaluat, Toronto, ON, CanadaUniv Toronto, Leslie Dan Fac Pharm, Grad Dept Pharmaceut Sci, Toronto, ON, Canada
Shah, Vibhuti
Krahn, Murray
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Toronto Hlth Econ & Technol Assessment THETA Coll, Fac Med & Pharm, Toronto, ON, Canada
Inst Clin Evaluat Sci, Toronto, ON, CanadaUniv Toronto, Leslie Dan Fac Pharm, Grad Dept Pharmaceut Sci, Toronto, ON, Canada
机构:
Univ Western Ontario, London Reg Canc Program, Med Oncol, London, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Blanchette, P.
Chung, H.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Clin Evaluat Sci, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Chung, H.
Pritchard, K. I.
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Odette Canc Ctr, Med Oncol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Pritchard, K. I.
Earle, C.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Clin Evaluat Sci, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Earle, C.
Campitelli, M.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Clin Evaluat Sci, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Campitelli, M.
Crowcroft, N.
论文数: 0引用数: 0
h-index: 0
机构:
Publ Hlth Ontario, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Crowcroft, N.
Gubbay, J.
论文数: 0引用数: 0
h-index: 0
机构:
Publ Hlth Ontario, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Gubbay, J.
Karnauchow, T.
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp Eastern Ontario, Lab Med & Pathol, Ottawa, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Karnauchow, T.
Katz, K.
论文数: 0引用数: 0
h-index: 0
机构:
North York Gen Hosp, Lab Med & Pathol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Katz, K.
McGeer, A.
论文数: 0引用数: 0
h-index: 0
机构:
Mt Sinai Hosp, Lab Med & Pathol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
McGeer, A.
McNally, D.
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp Eastern Ontario, Lab Med & Pathol, Ottawa, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
McNally, D.
Richardson, D.
论文数: 0引用数: 0
h-index: 0
机构:
William Osler Heath Ctr, Infect Dis, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Richardson, D.
Richardson, S.
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Sick Children, Lab Med & Pathol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Richardson, S.
Rosella, L.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Clin Evaluat Sci, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Rosella, L.
Simor, A.
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Infect Dis, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Simor, A.
Smieja, M.
论文数: 0引用数: 0
h-index: 0
机构:
McMaster Univ, Lab Med & Pathol, Hamilton, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Smieja, M.
Zahariadis, G.
论文数: 0引用数: 0
h-index: 0
机构:
Newfoundland & Labrador Publ Hlth Lab, Lab Med & Pathol, St John, NF, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Zahariadis, G.
Campigotto, A.
论文数: 0引用数: 0
h-index: 0
机构:
London Hlth Sci Ctr, Lab Med & Pathol, London, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
Campigotto, A.
Kwong, J.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Clin Evaluat Sci, Epidemiol, Toronto, ON, CanadaUniv Western Ontario, London Reg Canc Program, Med Oncol, London, ON, Canada
机构:
British Columbia Ctr Dis Control BCCDC, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Bahremand, Taraneh
Yao, Jiayun Angela
论文数: 0引用数: 0
h-index: 0
机构:
British Columbia Ctr Dis Control BCCDC, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Yao, Jiayun Angela
Mill, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
British Columbia Ctr Dis Control BCCDC, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Mill, Christopher
Piszczek, Jolanta
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Fac Pharmaceut Sci, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Piszczek, Jolanta
Grant, Jennifer M.
论文数: 0引用数: 0
h-index: 0
机构:
Vancouver Coastal Hlth, Div Infect Dis & Med Microbiol, Vancouver, BC, Canada
Univ British Columbia, Dept Pathol & Lab Med, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Grant, Jennifer M.
Smolina, Kate
论文数: 0引用数: 0
h-index: 0
机构:
British Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
Vancouver Coastal Hlth, Div Infect Dis & Med Microbiol, Vancouver, BC, Canada
Univ British Columbia, Sch Populat & Publ Hlth, Vancouver, BC, Canada
Univ British Columbia, BC Ctr Dis Control, Data & Analyt Serv, Vancouver, BC, CanadaBritish Columbia Ctr Dis Control BCCDC, Vancouver, BC, Canada
机构:
McMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, CanadaMcMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Morgenstern, Jason D.
Rosella, Laura C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
Inst Clin Evaluat Sci ICES, Toronto, ON, Canada
Vector Inst, Toronto, ON, CanadaMcMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Rosella, Laura C.
Costa, Andrew P.
论文数: 0引用数: 0
h-index: 0
机构:
McMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Inst Clin Evaluat Sci ICES, Toronto, ON, Canada
McMaster Univ, Dept Med, Hamilton, ON, CanadaMcMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Costa, Andrew P.
Anderson, Laura N.
论文数: 0引用数: 0
h-index: 0
机构:
McMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Hamilton Hlth Sci, Populat Hlth Res Inst, Hamilton, ON, CanadaMcMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
机构:
Univ Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, CanadaUniv Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, Canada
Goplen, C. Michael
Pedersen, M. Elizabeth
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, CanadaUniv Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, Canada
Pedersen, M. Elizabeth
Ramadi, Ailar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Fac Rehabil Med, Dept Phys Therapy, 6-110 Clin Sci Bldg, Edmonton, AB T6G 2G4, CanadaUniv Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, Canada
Ramadi, Ailar
Beaupre, Lauren A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, Canada
Univ Alberta, Fac Rehabil Med, Dept Phys Therapy, 6-110 Clin Sci Bldg, Edmonton, AB T6G 2G4, CanadaUniv Alberta, Fac Med & Dent, Dept Surg, Div Orthoped Surg, Edmonton, AB T6G 2R3, Canada