Chipping away at the mystery of stones: Comparing traditional and 3D geometric morphometric analyses of the late Middle Paleolithic lithic assemblage from Quinçay (France)

Lithics are often one of the few materials from the Paleolithic that withstood the passage of time. Archeologists rely on them when they try to understand what happened in the past. Over the past centuries, lithic research has changed and in the last decennia the use of Machine Learning and 3D geometric morphometric (3DGM) analysis has been explored. In 2021, Archer et al. published a paper in which they explored the possibility of 3DGM analysis. With the help of Machine Learning, their model was trained with an experimental reference collection consisting of Levallois, discoidal and laminar debitage. As a result, the model could classify the technology of 73 – 77 % of the remaining experimental collection correctly. With a traditional analysis, around 20 – 30 % of the flake assemblage is identified. This would indicate that a much larger percentage of the assemblage could be classified with 3DGM analysis. However, this had never been tested on an archeological collection. In this...Show moreLithics are often one of the few materials from the Paleolithic that withstood the passage of time. Archeologists rely on them when they try to understand what happened in the past. Over the past centuries, lithic research has changed and in the last decennia the use of Machine Learning and 3D geometric morphometric (3DGM) analysis has been explored. In 2021, Archer et al. published a paper in which they explored the possibility of 3DGM analysis. With the help of Machine Learning, their model was trained with an experimental reference collection consisting of Levallois, discoidal and laminar debitage. As a result, the model could classify the technology of 73 – 77 % of the remaining experimental collection correctly. With a traditional analysis, around 20 – 30 % of the flake assemblage is identified. This would indicate that a much larger percentage of the assemblage could be classified with 3DGM analysis. However, this had never been tested on an archeological collection. In this thesis, the late Middle Paleolithic lithics of sublayers EGB and EGC of Quinçay are studied with a focus on flaking technologies. This is done through a traditional analysis consisting of an attribute analysis and a chaîne opératoire analysis and a 3DGM analysis. This is important for two main reasons: 1. Since 3DGM analysis of flaking technologies has never been applied on an archeological collection before, this research might provide valuable insights on how 3DGM analysis can be useful for understanding flaking technologies of archeological lithic collections, 2. The sublayers EGB and EGC of Quinçay have never been studied in detail before, and might provide more insights into the nature of the archeological sequence at Quinçay. Interestingly, the results of the traditional analysis and the 3DGM analysis revealed quite some differences. In the traditional analysis, discoid seemed to be the most common reduction method in the assemblage, this was followed by laminar reduction. However, in the 3DGM analysis, most of the flakes were classified as Levallois flakes. The model seemed to have the most difficulties with recognizing discoid products. The reason for the differences in classification between the traditional analysis and 3DGM analysis, could possibly be result of how the experimental collection was set up and the model was trained. In this thesis, multiple suggestions are proposed that could potentially help with improving the model in such a way that it could be more beneficial when using it on an archeological collection. The advantages and disadvantages that come with 3DGM analysis are also touched upon. By incorporating this innovative approach when studying the late Middle Paleolithic lithics from Quinçay, it is explored how 3DGM analysis can potentially help researchers with the analysis of lithics. As Machine Learning and Artificial Intelligence become more intensively used in the future, it is not unlikely that it will start to play an important role in lithic analysis as well.Show less

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Chipping away at the mystery of stones: Comparing traditional and 3D geometric morphometric analyses of the late Middle Paleolithic lithic assemblage from Quinçay (France)