Detecting ghostwriters in high schools

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Standard

Detecting ghostwriters in high schools. / Stavngaard, Magnus; Sørensen, August; Lorenzen, Stephan; Hjuler, Niklas; Alstrup, Stephen.

ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN (i6doc.com), 2019. p. 197-202 (ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Harvard

Stavngaard, M, Sørensen, A, Lorenzen, S, Hjuler, N & Alstrup, S 2019, Detecting ghostwriters in high schools. in ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN (i6doc.com), ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 197-202, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2019, Bruges, Belgium, 24/04/2019.

APA

Stavngaard, M., Sørensen, A., Lorenzen, S., Hjuler, N., & Alstrup, S. (2019). Detecting ghostwriters in high schools. In ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (pp. 197-202). ESANN (i6doc.com). ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

Vancouver

Stavngaard M, Sørensen A, Lorenzen S, Hjuler N, Alstrup S. Detecting ghostwriters in high schools. In ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN (i6doc.com). 2019. p. 197-202. (ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning).

Author

Stavngaard, Magnus ; Sørensen, August ; Lorenzen, Stephan ; Hjuler, Niklas ; Alstrup, Stephen. / Detecting ghostwriters in high schools. ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. ESANN (i6doc.com), 2019. pp. 197-202 (ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning).

Bibtex

@inproceedings{bd082f513a2b43cf8c4414d512a549c7,
title = "Detecting ghostwriters in high schools",
abstract = "Students hiring ghostwriters to write their assignments is an increasing problem in educational institutions all over the world, with companies selling these services as a product. In this work, we develop automatic techniques with special focus on detecting such ghostwriting in high school assignments. This is done by training deep neural networks on an unprecedented large amount of data supplied by the Danish company MaCom, which covers 90% of Danish high schools. We achieve an accuracy of 0.875 and a AUC score of 0.947 on an evenly split data set.",
author = "Magnus Stavngaard and August S{\o}rensen and Stephan Lorenzen and Niklas Hjuler and Stephen Alstrup",
year = "2019",
language = "English",
series = "ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning",
publisher = "ESANN (i6doc.com)",
pages = "197--202",
booktitle = "ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning",
note = "27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2019 ; Conference date: 24-04-2019 Through 26-04-2019",

}

RIS

TY - GEN

T1 - Detecting ghostwriters in high schools

AU - Stavngaard, Magnus

AU - Sørensen, August

AU - Lorenzen, Stephan

AU - Hjuler, Niklas

AU - Alstrup, Stephen

PY - 2019

Y1 - 2019

N2 - Students hiring ghostwriters to write their assignments is an increasing problem in educational institutions all over the world, with companies selling these services as a product. In this work, we develop automatic techniques with special focus on detecting such ghostwriting in high school assignments. This is done by training deep neural networks on an unprecedented large amount of data supplied by the Danish company MaCom, which covers 90% of Danish high schools. We achieve an accuracy of 0.875 and a AUC score of 0.947 on an evenly split data set.

AB - Students hiring ghostwriters to write their assignments is an increasing problem in educational institutions all over the world, with companies selling these services as a product. In this work, we develop automatic techniques with special focus on detecting such ghostwriting in high school assignments. This is done by training deep neural networks on an unprecedented large amount of data supplied by the Danish company MaCom, which covers 90% of Danish high schools. We achieve an accuracy of 0.875 and a AUC score of 0.947 on an evenly split data set.

M3 - Article in proceedings

T3 - ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

SP - 197

EP - 202

BT - ESANN 2019 - Proceedings, 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

PB - ESANN (i6doc.com)

T2 - 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2019

Y2 - 24 April 2019 through 26 April 2019

ER -

ID: 227333208