Research Interests
“How can one efficiently obtain a good labeled dataset?”
- Machine Learning
- Active Learning
- Learning-to-rank
- Imitation Learning
- Weak Supervision
Publications (3)
@article{,
author = {Julius Gonsior and Maik Thiele and Wolfgang Lehner},
title = {WeakAL: Combining Active Learning and Weak Supervision},
series = {Lecture Notes in Computer Science},
volume = {12323},
year = {2020},
month = {10},
isbn = {978-3-030-61527-7},
numpages = {15},
url = {https://doi.org/10.1007/978-3-030-61527-7_3},
publisher = {Springer, Cham}
}@article{,
author = {Julius Gonsior and Josephine Rehak and Maik Thiele and Elvis Koci and Michael G\"{u}nther and Wolfgang Lehner},
title = {Active Learning for Spreadsheet Cell Classification},
journal = {Workshop Proceedings of the EDBT/ICTDT 2020 Joint Conference},
year = {2020},
month = {3},
numpages = {6},
url = {https://sea-data.ml/}
}@article{,
author = {Oscar Romero and Elvis Koci and Wolfgang Lehner and Maik Thiele and Julius Gonsior},
title = {XLIndy: Interactive Recognition and Information Extraction in Spreadsheets},
booktitle = {The 19th ACM Symposium on Document Engineering (DocEng)},
year = {2019},
month = {09},
numpages = {4},
url = {https://doceng.org/doceng2019}
}
Research Projects (1)
Lectures and Courses (6)
Winter Term 2020/21
Diploma Theses (1)
Evaluation of Weak Supervision and Transfer Learning for GUI Element Detection
Eric Schölzel April 13th, 2019 until September 30th, 2020
Supervision: Julius Gonsior, Axel Hertzschuch, Maik Thiele, Wolfgang Lehner
Bachelor's Theses (2)
Weak Supervision Strategies Using Reinforcement Learning
Maximilian Schaller April 27th, 2019 until July 13th, 2020
Supervision: Julius Gonsior, Maik Thiele, Wolfgang Lehner
Automatic Labeling of Training Data Using Snuba
Nico Lüttig November 1st, 2019 until January 17th, 2020
Supervision: Julius Gonsior, Maik Thiele, Wolfgang Lehner