User profiles for Tim Cech

Tim Barz-Cech

Researcher, University of Potsdam
Verified email at hpi.uni-potsdam.de
Cited by 71

Large-scale evaluation of topic models and dimensionality reduction methods for 2d text spatialization

D Atzberger, T Cech, M Trapp, R Richter… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Topic models are a class of unsupervised learning algorithms for detecting the semantic
structure within a text corpus. Together with a subsequent dimensionality reduction algorithm, …

[PDF][PDF] Software Forest: A Visualization of Semantic Similarities in Source Code using a Tree Metaphor.

D Atzberger, T Cech, M de La Haye… - VISIGRAPP (3 …, 2021 - researchgate.net
Software visualization techniques provide effective means for program comprehension
tasks as they allow developers to interactively explore large code bases. A frequently …

[PDF][PDF] Visualization of Knowledge Distribution across Development Teams using 2.5 D Semantic Software Maps.

D Atzberger, T Cech, A Jobst… - VISIGRAPP (3 …, 2022 - pdfs.semanticscholar.org
In order to detect software risks at an early stage, various software visualization techniques
have been developed for monitoring the structure, behaviour, or the underlying development …

Standardness Fogs Meaning: A Position Regarding the Informed Usage of Standard Datasets

T Cech, O Wegen, D Atzberger, R Richter… - arXiv preprint arXiv …, 2024 - arxiv.org
Standard datasets are frequently used to train and evaluate Machine Learning models.
However, the assumed standardness of these datasets leads to a lack of in-depth discussion on …

[PDF][PDF] Standardness Clouds Meaning: A Position Regarding the Informed Usage of Standard Datasets

T Cech, O Wegen, D Atzberger, R Richter, W Scheibel… - arXiv, 2025 - researchgate.net
Standard datasets are frequently used to train and evaluate Machine Learning models.
However, the assumed standardness of these datasets leads to a lack of in-depth discussion on …

Efficient github crawling using the graphql api

A Jobst, D Atzberger, T Cech, W Scheibel… - … Science and Its …, 2022 - Springer
The number of publicly accessible software repositories on online platforms is growing rapidly.
With more than 128 million public repositories (as of March 2020), GitHub is the world’s …

A benchmark for the use of topic models for text visualization tasks

D Atzberger, T Cech, W Scheibel, D Limberger… - Proceedings of the 15th …, 2022 - dl.acm.org
Based on the assumption that semantic relatedness between documents is reflected in the
distribution of the vocabulary, topic models are a widely used class of techniques for text …

CodeCV: Mining expertise of GitHub users from coding activities

D Atzberger, N Scordialo, T Cech… - 2022 IEEE 22nd …, 2022 - ieeexplore.ieee.org
The number of software projects developed collaboratively on social coding platforms is
steadily increasing. One of the motivations for developers to participate in open-source software …

A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations

D Atzberger, T Cech, W Scheibel… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The semantic similarity between documents of a text corpus can be visualized using map-like
metaphors based on two-dimensional scatterplot layouts. These layouts result from a …

[PDF][PDF] Quantifying Topic Model Influence on Text Layouts Based on Dimensionality Reductions.

D Atzberger, T Cech, W Scheibel… - VISIGRAPP (1) …, 2024 - pdfs.semanticscholar.org
Text spatializations for text corpora often rely on two-dimensional scatter plots generated
from topic models and dimensionality reductions. Topic models are unsupervised learning …