IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v166y2021ics0040162521000743.html
   My bibliography  Save this article

Automatic classification and identification algorithms for single-environment risk and their application in social changes

Author

Listed:
  • Pang, Sulin
  • Xia, Lianhu

Abstract

This article focuses on the risk assessment about social environmental safety-. Based on multi-rule, multi-standard, multi-level, multi-factor, and multi-dimension classification principles, this paper proposes a layer-by-layer classification and automatic identification algorithm for single-environment risks. The layer-by-layer classification, k-classification, single-environment risk, and risk information are defined. This paper first proposes an algorithm for the layer-by-layer classification of risk, and -an automatic identification algorithm of layer-by-layer classificationfor single-environment risk. By designing a rule for thelayer-by-layer classification of risk, this paper innovatively studies the automatic identification, evaluation, measurement, and classification of risk in a single environment. The algorithms are applied to a real case where a woman in Dalian, China was suddenly beaten by a stranger in the middle of the night on 22 June 2019. Through four iterations of gradual classification and automatic identification, the environment is finally labeled as "top risk," and a corresponding numerical risk value is calculated. This research is practical and can be used to provide guidance to populations on how to identify and avoid certain risks.

Suggested Citation

  • Pang, Sulin & Xia, Lianhu, 2021. "Automatic classification and identification algorithms for single-environment risk and their application in social changes," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    • Handle: RePEc:eee:tefoso:v:166:y:2021:i:c:s0040162521000743
    DOI: 10.1016/j.techfore.2021.120642
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521000743
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2021.120642?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. Ashwani Kumar, 2019. "Design of Secure Image Fusion Technique Using Cloud for Privacy-Preserving and Copyright Protection," International Journal of Cloud Applications and Computing (IJCAC), IGI Global, vol. 9(3), pages 22-36, July.
    2. Yong Deng, 2015. "A Threat Assessment Model under Uncertain Environment," Mathematical Problems in Engineering, Hindawi, vol. 2015, pages 1-12, August.
    3. Shweta Kaushik & Charu Gandhi, 2019. "Ensure Hierarchal Identity Based Data Security in Cloud Environment," International Journal of Cloud Applications and Computing (IJCAC), IGI Global, vol. 9(4), pages 21-36, October.
    4. Tsai, Chung-Hung & Chen, Cheng-Wu, 2011. "The establishment of a rapid natural disaster risk assessment model for the tourism industry," Tourism Management, Elsevier, vol. 32(1), pages 158-171.
    Full references (including those not matched with items on IDEAS)

    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. Bui, Huong T. & Saito, Hiroaki, 2022. "Resource convergence for post disaster recovery," Annals of Tourism Research, Elsevier, vol. 93(C).
    2. Anupama Mishra & Neena Gupta & B. B. Gupta, 2021. "Defense mechanisms against DDoS attack based on entropy in SDN-cloud using POX controller," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 77(1), pages 47-62, May.
    3. Huang, Michael & Hosoe, Nobuhiro, 2015. "Investigating Fiscal and Social Costs of Recovery Policy: A Dynamic General Equilibrium Analysis of a Compound Disaster in Northern Taiwan," Conference papers 332640, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    4. Chun-Pin Tseng & Cheng-Wu Chen, 2012. "Natural disaster management mechanisms for probabilistic earthquake loss," 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(3), pages 1055-1063, February.
    5. Ritchie, Brent W. & Jiang, Yawei, 2019. "A review of research on tourism risk, crisis and disaster management: Launching the annals of tourism research curated collection on tourism risk, crisis and disaster management," Annals of Tourism Research, Elsevier, vol. 79(C).
    6. Sifeng Nian & Jie Zhang & Honglei Zhang & Jinhe Zhang & Donghe Li & Ke Wu & Xue Chen & Lingling Yang, 2019. "Two Sides of a Coin: A Crisis Response Perspective on Tourist Community Participation in a Post-Disaster Environment," IJERPH, MDPI, vol. 16(12), pages 1-19, June.
    7. Wen-Ko Hsu & Chun-Pin Tseng & Wei-Ling Chiang & Cheng-Wu Chen, 2012. "Risk and uncertainty analysis in the planning stages of a risk decision-making process," 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 1355-1365, April.
    8. Hyun Kim & David Marcouiller, 2015. "Considering disaster vulnerability and resiliency: the case of hurricane effects on tourism-based economies," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(3), pages 945-971, May.
    9. Xinliang Xu & Daowei Sun & Tengjiao Guo, 2015. "A systemic analysis of typhoon risk across 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. 77(1), pages 461-477, May.
    10. Hinge, Gilbert & Surampalli, Rao Y. & Goyal, Manish Kumar & Gupta, Brij B. & Chang, Xiaojun, 2021. "Soil carbon and its associate resilience using big data analytics: For food Security and environmental management," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    11. Siqing Shan & Jihong Shi & Qi Yan, 2017. "Blog Recommendation and Management Implications in an Emergency Context: An Information Entropy Perspective," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 34(01), pages 1-22, February.
    12. Becken, Susanne & Hughey, Kennet F.D., 2013. "Linking tourism into emergency management structures to enhance disaster risk reduction," Tourism Management, Elsevier, vol. 36(C), pages 77-85.
    13. Islam, Md Rafiqul & Liu, Shaowu & Biddle, Rhys & Razzak, Imran & Wang, Xianzhi & Tilocca, Peter & Xu, Guandong, 2021. "Discovering dynamic adverse behavior of policyholders in the life insurance industry," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    14. Bronner, Fred & de Hoog, Robert, 2014. "Vacationers and the economic “double dip” in Europe," Tourism Management, Elsevier, vol. 40(C), pages 330-337.
    15. Davinia Martín-Critikián & José Rodríguez-Terceño & Juan Enrique Gonzálvez-Vallés & Mónica Viñarás-Abad, 2021. "Tourism Advertising in Times of Crisis: The Case of Spain and COVID-19," Administrative Sciences, MDPI, vol. 11(3), pages 1-15, September.
    16. Zhenshan Xu & Hong Zhang & Chunhui Zhang & Man Xu & Nan Dong, 2019. "Exploring the Role of Emotion in the Relationship between Museum Image and Tourists’ Behavioral Intention: The Case of Three Museums in Xi’an," Sustainability, MDPI, vol. 11(3), pages 1-20, January.
    17. Chi-Wei Lin & Yi-Ping Hung & Wen-Ko Hsu & Wei-Ling Chiang & Cheng-Wu Chen, 2013. "The construction of a high-resolution visual monitoring for hazard 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. 65(3), pages 1285-1292, February.
    18. Jelle Schepers & Pieter Vandekerkhof & Yannick Dillen, 2021. "The Impact of the COVID-19 Crisis on Growth-Oriented SMEs: Building Entrepreneurial Resilience," Sustainability, MDPI, vol. 13(16), pages 1-20, August.
    19. Jin, Xin & Zuo, Xiangbin & Dong, Xiaoli & Dong, YanJiao & Ding, Huanhuan, 2021. "Analysis of the policy guarantee mechanism of rural infrastructure based on deep learning," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    20. Kumar, Nikhil & Poonia, Vikas & Gupta, B.B. & Goyal, Manish Kumar, 2021. "A novel framework for risk assessment and resilience of critical infrastructure towards climate change," Technological Forecasting and Social Change, Elsevier, vol. 165(C).

    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:eee:tefoso:v:166:y:2021:i:c:s0040162521000743. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.