The Application of Machine Learning to Archaeology: A Paradigm Shift?

被引：0
作者：
Palacios Martinez, Olga [1 ]
机构：
[1] Univ Autonoma Barcelona, Bellaterra, Spain
来源：
VEGUETA-ANUARIO DE LA FACULTAD DE GEOGRAFIA E HISTORIA | 2023年 / 23卷 / 01期
关键词：
Machine Learning; Archaeology; Methodology; Bayesian Networks; Benefits and Limitations;
D O I：
10.51349/veg.2023.1.06
中图分类号：
K [历史、地理];
学科分类号：
06 ;
摘要：
Despite initial attempts to apply machine learning to archaeology dating back to the late 1990s, it was not until 2019 that its use began to become widespread. What advantages does this methodology have over previous methods? Can it be applied to all relevant fields of study? This article aims to answer these questions through an exhaustive review of archaeological studies that employ this methodology and by developing a model with a specific algorithm, based on Bayesian networks, to explore its benefits and limitations.
引用
收藏
页码：147 / 186
页数：40
相关论文
共 152 条
[11]  
ALTAWEEL M., KHELIFI A., LI Z., SQUITIERI A., BASMAJI T., GHAZAL M., Automated Archaeological Feature Detection Using Deep Learning on Optical UAV Imagery: Preliminary Results, Remote Sensing, 14, 3, (2022)
[12]  
ARNAY R., HERNANDEZ-ACEITUNO J., MALLOL C., Soil micromorphological image classification using deep learning: The porosity parameter, Applied Soft Computing, 102, (2021)
[13]  
ASSAEL Y., SOMMERSCHIELD T., SHILLINGFORD B., BORDBAR M., PAVLOPOULOS J., CHATZIPANAGIOTOU M., ANDROUTSOPOULOS I., PRAG J., DE FREITAS N., Restoring and attributing ancient texts using deep neural networks, Nature, 603, 7900, pp. 280-283, (2022)
[14]  
ATIENZA D., BIELZA C., LARRANAGA P., Semiparametric Bayesian networks, Information Sciences, 584, pp. 564-582, (2022)
[15]  
ATKINSON Q.D., WHITEHOUSE H., The cultural morphospace of ritual form, Evolution and Human Behavior, 32, pp. 50-62, (2011)
[16]  
BARCELO J.A., Computational intelligence in archaeology, (2008)
[17]  
BARCELO J.A., DELCASTILLO M.F., MAMELI L., The probabilities of prehistoric events: a Bayesian network approach, Mathematics and Archaeology, pp. 464-484, (2015)
[18]  
BARTON C.M., ULLAH I.I.T., BERGIN S.M., MITASOVA H., SARJOUGHIAN H., Looking for the future in the past: Long-term change in socioecological systems, Ecological Modelling, 241, pp. 42-53, (2012)
[19]  
BARTON C.M., ULLAH I., MITASOVA H., Computational Modeling and Neolithic Socioecological Dynamics: A Case Study from Southwest Asia, American Antiquity, 75, 2, pp. 364-386, (2010)
[20]  
BAUM T., Simulating Land Use of Prehistoric Wetland Settlements: Did Excessive Resource Use Necessitate a Highly Dynamic Settlement System?, Simulating Prehistoric and Ancient Worlds, pp. 255-279, (2016)
12345678910