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adds Tsigkas et al 2020, Reese 2021, adds data type to Grove and Blin…
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…khorn 2020
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lakillo committed Jun 2, 2024
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4 changes: 3 additions & 1 deletion data/archaeology-machine-learning-data.csv
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Expand Up @@ -9,7 +9,7 @@ classification for ceramic sherds,Helden et al,2022.0,image analysis,RGB images,
image classification for multiple artefact types,Resler et al,2021.0,image analysis,RGB images,CNN [EfficientNetB3],[paper](https://doi.org/10.1057/s41599-021-00970-z),[code](),[data](http://www.antiquities.org.il/t/default_en.aspx)
image classification for ceramic petrography,Lyons,2021.0,image analysis,RGB images,"CNN [VGG19, ResNet50]",[paper](https://doi.org/10.5334/jcaa.75),[code](),[data]()
proposed null dataset for lithics,Eren et al,2023.0,lithic analysis,"tbc, qual and quant info from naturally fractured rocks",,[paper](https://doi.org/10.15184/aqy.2023.4),[code](),[data]()
classification for lithics,Grove and Blinkhorn,2020.0,lithic analysis,tabular (presence/absence),NN,[paper](https://doi.org/10.1371/journal.pone.0237528),[code](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0237528#sec026),[data](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0237528#sec026)
classification for lithics,Grove and Blinkhorn,2020.0,lithic analysis,"tabular [lithic types, period]",NN,[paper](https://doi.org/10.1371/journal.pone.0237528),[code](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0237528#sec026),[data](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0237528#sec026)
masked language modelling for archaeological text,Brandsen,2023.0,natural language processing,english language,BERT,[paper](https://doi.org/10.5281/zenodo.8300777),[model](https://huggingface.co/alexbrandsen/ArchaeoBERT),
named entity recognition for archaeological text,Brandsen,2023.0,natural language processing,english language,BERT,[paper](https://doi.org/10.5281/zenodo.8300777),[model](https://huggingface.co/alexbrandsen/ArchaeoBERT-NER),
masked language modelling for archaeological text,Brandsen,2023.0,natural language processing,dutch language,BERT,[paper](https://doi.org/10.5281/zenodo.8300777),[model](https://huggingface.co/alexbrandsen/ArcheoBERTje),
Expand All @@ -27,3 +27,5 @@ regression for roman sites,Castiello and Tonini,2021.0,spatial predictive modell
regression for formative period sites,Yaworsky et al,2020.0,spatial predictive modelling,"environmental, topography","MaxEnt, RF",[paper](https://doi.org/10.1371/journal.pone.0239424),[code](https://doi.org/10.1371/journal.pone.0239424.s001),[data](https://doi.org/10.1371/journal.pone.0239424.s002)
classification for habitat suitability,Jones et al,2019.0,spatial predictive modelling,"climate, topography",RF,[paper](https://doi.org/10.1111/jbi.13684),,
classification for soil geochemistry,Oonk and Spijker,2015.0,spatial predictive modelling,soil geochemistry,"KNN, SVM, NN",[paper](https://doi.org/10.1016/j.jas.2015.04.002),,
object detection for rock carvings,Tsigkas et al,2020,image analysis,RGB images,"CNN [YOLOv2, TinyYOLO-v2]",[paper](https://doi.org/10.1016/j.patrec.2020.03.026),[code](),[data]()
classification for site dating,Reese,2021,site dating,"tabular [ceramic types, dendochronology dates]",NN,[paper](https://doi.org/10.1016/j.jas.2021.105413),[code](https://github.com/kmreese-io/Reese_2021-JAS),[data]()

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