Exploring the Methods and the Need for Data Anonymization of Species Locational Data
DOI:
https://doi.org/10.47611/jsrhs.v13i3.6930Keywords:
biodiversity, artificial intelligentAbstract
Our research provides datasets on different national parks and the different species that were seen there before. The names of the national park, as well as the scientific and common name of each species studied, are provided at the top of each dataset..The datasets give better understanding on how we can sustain the biodiversity of specific areas. While creating our method of collecting data, we encountered problems involving data being taken by unauthorized users for unethical actions. Our solution to that involves using geospatial masking and AI-assisted anonymization to ensure that the sensitive information of species occurrences are not shared. Data security,legal and ethical concerns,and possible threats to the regions’ biodiversity are the main factors we focused on while deciding with our method of creating the research paper and solutions to sustaining biodiversity.
Downloads
References or Bibliography
AI World School. (2024, 2 March). This is why AI in wildlife conservation is so glorious! AI World School, https://aiworldschool.com/research/this-is-why-ai-in-wildlife-conservation-is-so-glorious.
Bosworth, Andrew, et al. (2011). Ethics and biodiversity. UNESCO Digital Library, http://unesdoc.unesco.org/ark:/48223/pf0000218270?posInSet=1&queryId=db9e18aa-bcc2-4826-a752-e5275086dd05.
Cooke, Steven J., et al. (2017). Troubling issues at the frontier of animal tracking for conservation and management. The Society for Conservation Biology, https://conbio.onlinelibrary.wiley.com/doi/10.1111/cobi.12895
Dabbura, Imad. (2022). K-Means Clustering: Algorithm, applications, evaluation methods, and drawbacks. Medium, Towards Data Science, https://towardsdatascience.com/k-means-clustering-algorithm-applications-evaluation-methods-and-drawbacks-aa03e644b48a
Databricks, (2024). What is data sharing? Databricks, https://www.databricks.com/glossary/data-sharing .
Egnyte, (2024, January 5). What Is Data Sharing? Egnyte https://www.egnyte.com/guides/life-sciences/data-sharing .
Elsevier,Cortés-Capano, Gonzalo, et al. (2022). Ethics in biodiversity conservation: The meaning and importance of pluralism. Biological Conservation, https://www.sciencedirect.com/science/article/pii/S0006320722003123?via%3Dihub
Gittlemen, John L. (2023). Extinction. In Encyclopædia Britannica, Encyclopedia Britannica, https://www.britannica.com/science/extinction-biology
IBM (2024, January 5). What is data security? IBM, https://www.ibm.com/topics/data-security .
Kaggle, (2017, January 5). Biodiversity in national parks. https://www.kaggle.com/datasets/nationalparkservice/park-biodiversity
Lennox, Robert J., and Robert Harcourt. (2020). A novel framework to protect animal data in a world of ecosurveillance. Bioscience, vol. 70, no. 6, p. 10.
Machine Learning, (2024, January 5). Normalization. Google, https://developers.google.com/machine-learning/data-prep/transform/normalization
Mindy Support. (2022, January 25) Stopping animal poaching with AI and data annotation. Mindy Support, https://mindy-support.com/news-post/stopping-animal-poaching-with-ai-and-data-annotation/.
Norton, Kara. (2020, 30 October) The 21st century threat to wildlife is "cyberpoaching.” PBS,
https://www.pbs.org/wgbh/nova/article/21st-century-threat-wildlife-cyberpoaching/
Oyekunle, Isa. (2022). Data sharing: Definition, types, benefits, and examples. Security Gladiators , https://securitygladiators.com/data-sharing/
S, Ravikiran A. (2023, October 18). What is blockchain technology? How does blockchain work? Simplilearn, https://www.simplilearn.com/tutorials/blockchain-tutorial/blockchain-technology
Thompson, Tosin. (2023, 6 January). How AI can help to save endangered species. Nature, https://www.nature.com/articles/d41586-023-03328-4. Accessed 2 March 2024.
U.S. Department of the Interior. (2024, January 5)”National Parks Service”, U.S. Department of the Interior, https://irma.nps.gov/NPSpecies/Search/SpeciesList/ACAD
Published
How to Cite
Issue
Section
Copyright (c) 2024 Jason Huang, Linlin; Kelly; Kevin, Sean

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Copyright holder(s) granted JSR a perpetual, non-exclusive license to distriute & display this article.