Incorporating Crowdsourced Annotator Distributions into Ensemble Modeling to Improve Classification Trustworthiness for Ancient Greek Papyri

Autor: West, Graham, Swindall, Matthew I., Keener, Ben, Player, Timothy, Williams, Alex C., Brusuelas, James H., Wallin, John F.

Publikováno v: Journal of Data Mining & Digital Humanities, Historical Documents and automatic text recognition, Digital humanities in languages (February 7, 2024) jdmdh:10297

Performing classification on noisy, crowdsourced image datasets can prove challenging even for the best neural networks. Two issues which complicate the problem on such datasets are class imbalance and ground-truth uncertainty in labeling. The AL-ALL

Externí odkaz: http://arxiv.org/abs/2210.16380

Scholarly Editing and AI: Machine Predicted Text and Herculaneum Papyri

Autor: Brusuelas, James H.

Publikováno v: magazén, Vol 2, Iss 1, Pp - (2021)

In 2016 the Digital Restoration Initiative (DRI) at the University of Kentucky, under the direction of Professor Brent Seales, virtually unrolled a carbonized parchment scroll from Ein Gedi, revealing a copy of Leviticus written in iron gall ink. In

Externí odkaz: https://doaj.org/article/aec485352f714d6d8070d558de56b946

An Approach for Noisy, Crowdsourced Datasets Utilizing Ensemble Modeling, Normalized Distributions of Annotations, and Entropic Measures of Uncertainty

Autor: West, Graham, Swindall, Matthew I., Keener, Ben, Player, Timothy, Williams, Alex C., Brusuelas, James H., Wallin, John F.

Performing classification on noisy, crowdsourced image datasets can prove challenging even for the best neural networks. Two issues which complicate the problem on such datasets are class imbalance and ground-truth uncertainty in labeling. The AL-ALL

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::27eb8bcb255b344286bf2c346a249ffa

Lucian, True History : Introduction, Text, Translation, and Commentary. [elektronicky zdroj]

Autor: Clay, Diskin

Externí odkaz: Kolekce e-knih KNAV (Registrovani uzivatele: plny text online 5 minut, dalsi pristup na vyzadani. Registered users: full text online 5 minutes, further access on request.)

4.1.3.6 Papyrology and Sciences

Autor: Brusuelas, James H.

Publikováno v: Textual History of the Bible

Externí odkaz: https://doi.org/10.1163/2452-4107_thb_COM_225908