IDEAS home Printed from https://ideas.repec.org/a/spr/nathaz/v74y2014i2p1209-1222.html
   My bibliography  Save this article

A multi-criteria evaluation model of earthquake vulnerability in Victoria, British Columbia

Author

Listed:
  • Blake Walker
  • Cameron Taylor-Noonan
  • Alan Tabbernor
  • T’Brenn McKinnon
  • Harsimran Bal
  • Dan Bradley
  • Nadine Schuurman
  • John Clague

Abstract

Researchers have recently examined the geographic variability of the vulnerability of populations to earthquakes. These studies focus mainly on the complex modelling of geophysical processes or identification of socio-economically disadvantaged populations. However, no studies to date have integrated different components of vulnerability with metrics of travel distance to hospitals and trauma centres (systemic vulnerability). We argue that this previously unaccounted component is an important conceptual and practical aspect of earthquake vulnerability. Accordingly, this paper presents a multi-criteria model for combining physical, social, and systemic components, moving towards a more comprehensive assessment of vulnerability. An analytic hierarchy process is used to produce a place-specific index of social vulnerability, which we combine with soil liquefaction and amplification index and a road network model for access to hospitals and trauma services. Using a geographic information system, we implemented this model for the Greater Victoria region (483 km 2 , 2011 population: 345,000) in British Columbia, Canada. Clustering of total vulnerability was found in outlying areas, highlighting the importance of access to trauma centres. We conclude by identifying challenges in measuring earthquake vulnerability and advocate integration of systemic vulnerability components in natural hazards research. Copyright Springer Science+Business Media Dordrecht 2014

Suggested Citation

  • Blake Walker & Cameron Taylor-Noonan & Alan Tabbernor & T’Brenn McKinnon & Harsimran Bal & Dan Bradley & Nadine Schuurman & John Clague, 2014. "A multi-criteria evaluation model of earthquake vulnerability in Victoria, British Columbia," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 74(2), pages 1209-1222, November.
  • Handle: RePEc:spr:nathaz:v:74:y:2014:i:2:p:1209-1222
    DOI: 10.1007/s11069-014-1240-2
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11069-014-1240-2
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11069-014-1240-2?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Valeri Gitis & Alexander Derendyaev & Pavel Metrikov & Alexey Shogin, 2012. "Network geoinformation technology for seismic hazard research," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 62(3), pages 1021-1036, July.
    2. D. Ehrlich & T. Kemper & X. Blaes & P. Soille, 2013. "Extracting building stock information from optical satellite imagery for mapping earthquake exposure and its vulnerability," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 68(1), pages 79-95, August.
    3. John Lindsay, 2003. "The Determinants of Disaster Vulnerability: Achieving Sustainable Mitigation through Population Health," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 28(2), pages 291-304, March.
    4. M. Mück & H. Taubenböck & J. Post & S. Wegscheider & G. Strunz & S. Sumaryono & F. Ismail, 2013. "Assessing building vulnerability to earthquake and tsunami hazard using remotely sensed data," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 68(1), pages 97-114, August.
    5. Stefania Sica & Angelo Dello Russo & Federica Rotili & Armando Simonelli, 2014. "Ground motion amplification due to shallow cavities in nonlinear soils," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(3), pages 1913-1935, April.
    6. Alexander Fekete, 2012. "Spatial disaster vulnerability and risk assessments: challenges in their quality and acceptance," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 61(3), pages 1161-1178, April.
    7. Bakhtiar Feizizadeh & Thomas Blaschke, 2013. "GIS-multicriteria decision analysis for landslide susceptibility mapping: comparing three methods for the Urmia lake basin, Iran," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 65(3), pages 2105-2128, February.
    8. Christian Kuhlicke & Anna Scolobig & Sue Tapsell & Annett Steinführer & Bruna Marchi, 2011. "Contextualizing social vulnerability: findings from case studies across Europe," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 58(2), pages 789-810, August.
    9. V. Martins & Delta Silva & Pedro Cabral, 2012. "Social vulnerability assessment to seismic risk using multicriteria analysis: the case study of Vila Franca do Campo (São Miguel Island, Azores, Portugal)," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 62(2), pages 385-404, June.
    10. Gabriela Noriega & Lisa Ludwig, 2012. "Social vulnerability assessment for mitigation of local earthquake risk in Los Angeles County," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 64(2), pages 1341-1355, November.
    11. Widener, Michael J. & Horner, Mark W., 2011. "A hierarchical approach to modeling hurricane disaster relief goods distribution," Journal of Transport Geography, Elsevier, vol. 19(4), pages 821-828.
    12. Snehal Pathak & Asita Dalvi, 2013. "Elementary empirical model to assess seismic soil liquefaction," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 69(1), pages 425-440, October.
    13. Lu Hengjian & Masayuki Kohiyama & Kei Horie & Norio Maki & Haruo Hayashi & Satoshi Tanaka, 2003. "Building Damage and Casualties after an Earthquake," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 29(3), pages 387-403, July.
    14. Nathan Wood & Mathew Schmidtlein, 2012. "Anisotropic path modeling to assess pedestrian-evacuation potential from Cascadia-related tsunamis in the US Pacific Northwest," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 62(2), pages 275-300, June.
    15. John Clague, 2002. "The Earthquake Threat in Southwestern British Columbia: A Geologic Perspective," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 26(1), pages 7-33, May.
    16. Sebastian Scheuer & Dagmar Haase & Volker Meyer, 2011. "Exploring multicriteria flood vulnerability by integrating economic, social and ecological dimensions of flood risk and coping capacity: from a starting point view towards an end point view of vulnera," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 58(2), pages 731-751, August.
    17. Jinsong Xie & Ioan Nistor & Tad Murty, 2012. "Tsunami risk for Western Canada and numerical modelling of the Cascadia fault tsunami," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 60(1), pages 149-159, January.
    18. Xinhua Xue & Xingguo Yang, 2014. "Seismic liquefaction potential assessed by fuzzy comprehensive evaluation method," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(3), pages 2101-2112, April.
    19. F. Dell’Acqua & P. Gamba & K. Jaiswal, 2013. "Spatial aspects of building and population exposure data and their implications for global earthquake exposure modeling," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 68(3), pages 1291-1309, September.
    20. Susan L. Cutter & Bryan J. Boruff & W. Lynn Shirley, 2003. "Social Vulnerability to Environmental Hazards," Social Science Quarterly, Southwestern Social Science Association, vol. 84(2), pages 242-261, June.
    21. H. Duzgun & M. Yucemen & H. Kalaycioglu & K. Celik & S. Kemec & K. Ertugay & A. Deniz, 2011. "An integrated earthquake vulnerability assessment framework for urban areas," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 59(2), pages 917-947, November.
    22. Iuliana Armaş, 2008. "Social vulnerability and seismic risk perception. Case study: the historic center of the Bucharest Municipality/Romania," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 47(3), pages 397-410, December.
    23. Kenneth Hewitt, 2013. "Environmental disasters in social context: toward a preventive and precautionary approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 66(1), pages 3-14, March.
    24. Nan Zhang & Hong Huang & Boni Su & Hui Zhang, 2013. "Population evacuation analysis: considering dynamic population vulnerability distribution and disaster information dissemination," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 69(3), pages 1629-1646, December.
    25. John Clague & Adam Munro & Tad Murty, 2003. "Tsunami Hazard and Risk in Canada," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 28(2), pages 435-463, March.
    26. Miki Chiba, 2011. "Warning and evacuation in response to sediment-related disasters," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 56(2), pages 499-507, February.
    27. Mark Horner & Michael Widener, 2011. "The effects of transportation network failure on people’s accessibility to hurricane disaster relief goods: a modeling approach and application to a Florida case study," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 59(3), pages 1619-1634, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Roquia Salam & Abu Reza Md. Towfiqul Islam & Badhon Kumar Shill & G. M. Monirul Alam & Md. Hasanuzzaman & Md. Morshadul Hasan & Sobhy M. Ibrahim & Roger C. Shouse, 2021. "Nexus between vulnerability and adaptive capacity of drought-prone rural households in northern Bangladesh," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 106(1), pages 509-527, March.
    2. Alexandru Banica & Lucian Rosu & Ionel Muntele & Adrian Grozavu, 2017. "Towards Urban Resilience: A Multi-Criteria Analysis of Seismic Vulnerability in Iasi City (Romania)," Sustainability, MDPI, vol. 9(2), pages 1-17, February.
    3. Milad Moradi & Mahmoud Reza Delavar & Behzad Moshiri, 2017. "A GIS-based multi-criteria analysis model for earthquake vulnerability assessment using Choquet integral and game theory," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 87(3), pages 1377-1398, July.
    4. Jose Manuel Diaz-Sarachaga & Daniel Jato-Espino, 2020. "Analysis of vulnerability assessment frameworks and methodologies in urban areas," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 100(1), pages 437-457, January.
    5. Yuxin Gao & Xianrui Yu & Menghao Xi & Qiuhong Zhao, 2023. "Assessment of Vulnerability Caused by Earthquake Disasters Based on DEA: A Case Study of County-Level Units in Chinese Mainland," Sustainability, MDPI, vol. 15(9), pages 1-15, May.
    6. Jihye Han & Soyoung Park & Seongheon Kim & Sanghun Son & Seonghyeok Lee & Jinsoo Kim, 2019. "Performance of Logistic Regression and Support Vector Machines for Seismic Vulnerability Assessment and Mapping: A Case Study of the 12 September 2016 ML5.8 Gyeongju Earthquake, South Korea," Sustainability, MDPI, vol. 11(24), pages 1-19, December.
    7. Karen L. Flores & Christian R. Escudero & Araceli Zamora-Camacho, 2021. "Multicriteria seismic hazard assessment in Puerto Vallarta metropolitan area, Mexico," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 105(1), pages 253-275, January.
    8. J. Connor Darlington & Niko Yiannakoulias & Amin Elshorbagy, 2022. "Changes in social vulnerability to flooding: a quasi-experimental analysis," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 111(3), pages 2487-2509, April.
    9. Md. Abdullah Salman, 2023. "Assessment of vulnerability and capacity to the cyclone ‘Amphan’ impacts of the southwestern coastal part of Bangladesh: an empirical contextual investigation," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 115(2), pages 1715-1742, January.
    10. Jihye Han & Jinsoo Kim & Soyoung Park & Sanghun Son & Minji Ryu, 2020. "Seismic Vulnerability Assessment and Mapping of Gyeongju, South Korea Using Frequency Ratio, Decision Tree, and Random Forest," Sustainability, MDPI, vol. 12(18), pages 1-22, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wenhua Qi & Guiwu Su & Lei Sun & Fan Yang & Yang Wu, 2017. "“Internet+” approach to mapping exposure and seismic vulnerability of buildings in a context of rapid socioeconomic growth: a case study in Tangshan, China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 86(1), pages 107-139, March.
    2. Zhang, Nan & Huang, Hong & Su, Boni & Zhao, Jinlong, 2015. "Analysis of dynamic road risk for pedestrian evacuation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 430(C), pages 171-183.
    3. Seunghoo Jeong & Byeong Je Kim & Young‐Joo Lee & Ji‐Bum Chung & Sung‐Han Sim, 2020. "Individual Disaster Assistance For Socially Vulnerable People: Lessons Learned From the Pohang Earthquake in the Republic of Korea," Risk Analysis, John Wiley & Sons, vol. 40(11), pages 2373-2389, November.
    4. Anjum Tasnuva & Md. Riad Hossain & Roquia Salam & Abu Reza Md. Towfiqul Islam & Muhammad Mainuddin Patwary & Sobhy M. Ibrahim, 2021. "Employing social vulnerability index to assess household social vulnerability of natural hazards: an evidence from southwest coastal Bangladesh," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(7), pages 10223-10245, July.
    5. V. Martins & Delta Silva & Pedro Cabral, 2012. "Social vulnerability assessment to seismic risk using multicriteria analysis: the case study of Vila Franca do Campo (São Miguel Island, Azores, Portugal)," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 62(2), pages 385-404, June.
    6. Hao Wu & Zhiping Cheng & Wenzhong Shi & Zelang Miao & Chenchen Xu, 2014. "An object-based image analysis for building seismic vulnerability assessment using high-resolution remote sensing imagery," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(1), pages 151-174, March.
    7. Tingting Ji & Hsi-Hsien Wei & Igal M. Shohet & Feng Xiong, 2021. "Risk-based resilience concentration assessment of community to seismic hazards," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 108(2), pages 1731-1751, September.
    8. Eric Tate & Aaron Strong & Travis Kraus & Haoyi Xiong, 2016. "Flood recovery and property acquisition in Cedar Rapids, Iowa," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 80(3), pages 2055-2079, February.
    9. Elia A Machado & Samuel Ratick, 2018. "Implications of indicator aggregation methods for global change vulnerability reduction efforts," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 23(7), pages 1109-1141, October.
    10. Saini Yang & Shuai He & Juan Du & Xiaohua Sun, 2015. "Screening of social vulnerability to natural hazards in China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 76(1), pages 1-18, March.
    11. Eric Tate & Aaron Strong & Travis Kraus & Haoyi Xiong, 2016. "Flood recovery and property acquisition in Cedar Rapids, Iowa," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 80(3), pages 2055-2079, February.
    12. Chris Lonergan & Nick Hedley & John Clague, 2015. "A visibility-based assessment of tsunami evacuation signs in Seaside, Oregon," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 78(1), pages 41-59, August.
    13. Dilsu Binnaz Ozkapici & Mustafa Alp Ertem & Haluk Aygüneş, 2016. "Intermodal humanitarian logistics model based on maritime transportation in Istanbul," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 83(1), pages 345-364, August.
    14. Tomoyuki Takabatake & Philippe St-Germain & Ioan Nistor & Jacob Stolle & Tomoya Shibayama, 2019. "Numerical modelling of coastal inundation from Cascadia Subduction Zone tsunamis and implications for coastal communities on western Vancouver Island, Canada," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 98(1), pages 267-291, August.
    15. Chris Lonergan & Nicholas Hedley, 2015. "Navigating the future of tsunami risk communication: using dimensionality, interactivity and situatedness to interface with society," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 78(1), pages 179-201, August.
    16. Joan Pauline Talubo & Roy Alvin Malenab & Stephen Morse & Devendra Saroj, 2022. "Practitioners’ Participatory Development of Indicators for Island Community Resilience to Disasters," Sustainability, MDPI, vol. 14(7), pages 1-28, March.
    17. Nathan Wood & Mathew Schmidtlein, 2013. "Community variations in population exposure to near-field tsunami hazards as a function of pedestrian travel time to safety," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 65(3), pages 1603-1628, February.
    18. Isabelle Cheff & Ioan Nistor & Dan Palermo, 2019. "Pedestrian evacuation modelling of a Canadian West Coast community from a near-field Tsunami event," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 98(1), pages 229-249, August.
    19. Abdur Rahim Hamidi & Jiangwei Wang & Shiyao Guo & Zhongping Zeng, 2020. "Flood vulnerability assessment using MOVE framework: a case study of the northern part of district Peshawar, Pakistan," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 101(2), pages 385-408, March.
    20. Miguel Jaimes & Mauro Niño & Eduardo Reinoso, 2015. "Regional map of earthquake-induced liquefaction hazard using the lateral spreading displacement index D LL," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 77(3), pages 1595-1618, July.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:nathaz:v:74:y:2014:i:2:p:1209-1222. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.