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ORCIDFabian Hinder
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2020 – today
- 2024
[j6]Fabian Hinder, Valerie Vaquet
, Barbara Hammer:
One or two things we know about concept drift - a survey on monitoring in evolving environments. Part A: detecting concept drift. Frontiers Artif. Intell. 7 (2024)- [j5]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
One or two things we know about concept drift - a survey on monitoring in evolving environments. Part B: locating and explaining concept drift. Frontiers Artif. Intell. 7 (2024) - [j4]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
Feature-based analyses of concept drift. Neurocomputing 600: 127968 (2024) - [c25]Johannes Brinkrolf, Valerie Vaquet, Fabian Hinder, Barbara Hammer:
Causes of Rejects in Prototype-based Classification Aleatoric vs. Epistemic Uncertainty. ESANN 2024 - [c24]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
On the Fine Structure of Drifting Features. ESANN 2024 - [c23]Valerie Vaquet, Jonas Vaquet, Fabian Hinder, Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou, Barbara Hammer:
Self-Supervised Learning from Incrementally Drifting Data Streams. ESANN 2024 - [c22]Valerie Vaquet, Fabian Hinder, André Artelt, Inaam Ashraf, Janine Strotherm, Jonas Vaquet, Johannes Brinkrolf, Barbara Hammer:
Challenges, Methods, Data-A Survey of Machine Learning in Water Distribution Networks. ICANN (9) 2024: 155-170 - [c21]Sarah Schröder, Alexander Schulz, Fabian Hinder, Barbara Hammer:
Semantic Properties of Cosine Based Bias Scores for Word Embeddings. ICPRAM 2024: 160-168 - [c20]Valerie Vaquet, Fabian Hinder, Barbara Hammer:
Investigating the Suitability of Concept Drift Detection for Detecting Leakages in Water Distribution Networks. ICPRAM 2024: 296-303 - [c19]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
A Remark on Concept Drift for Dependent Data. IDA (1) 2024: 77-89 - [c18]Valerie Vaquet, Fabian Hinder, Jonas Vaquet, Kathrin Lammers, Lars Quakernack, Barbara Hammer:
Localizing of Anomalies in Critical Infrastructure using Model-Based Drift Explanations. IJCNN 2024: 1-8 - [i22]Valerie Vaquet, Fabian Hinder, Barbara Hammer:
Investigating the Suitability of Concept Drift Detection for Detecting Leakages in Water Distribution Networks. CoRR abs/2401.01733 (2024) - [i21]Sarah Schröder, Alexander Schulz, Fabian Hinder, Barbara Hammer:
Semantic Properties of cosine based bias scores for word embeddings. CoRR abs/2401.15499 (2024) - [i20]Felix Störck, Fabian Hinder, Johannes Brinkrolf, Benjamin Paassen, Valerie Vaquet, Barbara Hammer:
FairGLVQ: Fairness in Partition-Based Classification. CoRR abs/2410.12452 (2024) - [i19]Valerie Vaquet, Fabian Hinder, André Artelt, Inaam Ashraf, Janine Strotherm, Jonas Vaquet, Johannes Brinkrolf, Barbara Hammer:
Challenges, Methods, Data - a Survey of Machine Learning in Water Distribution Networks. CoRR abs/2410.12461 (2024) - [i18]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
Adversarial Attacks for Drift Detection. CoRR abs/2411.16591 (2024) - [i17]Fabian Hinder, Valerie Vaquet, David Komnick, Barbara Hammer:
An Algorithm-Centered Approach To Model Streaming Data. CoRR abs/2412.09118 (2024) - 2023
- [j3]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
Model-based explanations of concept drift. Neurocomputing 555: 126640 (2023) - [j2]André Artelt, Fabian Hinder, Valerie Vaquet, Robert Feldhans, Barbara Hammer:
Contrasting Explanations for Understanding and Regularizing Model Adaptations. Neural Process. Lett. 55(5): 5273-5297 (2023) - [c17]Fabian Hinder, Barbara Hammer:
Feature Selection for Concept Drift Detection. ESANN 2023 - [c16]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
On the Hardness and Necessity of Supervised Concept Drift Detection. ICPRAM 2023: 164-175 - [c15]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
On the Change of Decision Boundary and Loss in Learning with Concept Drift. IDA 2023: 182-194 - [i16]Valerie Vaquet, Fabian Hinder, Johannes Brinkrolf, Barbara Hammer:
Combining self-labeling and demand based active learning for non-stationary data streams. CoRR abs/2302.04141 (2023) - [i15]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
Model Based Explanations of Concept Drift. CoRR abs/2303.09331 (2023) - [i14]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
One or Two Things We know about Concept Drift - A Survey on Monitoring Evolving Environments. CoRR abs/2310.15826 (2023) - [i13]Valerie Vaquet, Fabian Hinder, Kathrin Lammers, Jonas Vaquet, Barbara Hammer:
Localization of Small Leakages in Water Distribution Networks using Concept Drift Explanation Methods. CoRR abs/2310.15830 (2023) - [i12]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
A Remark on Concept Drift for Dependent Data. CoRR abs/2312.10212 (2023) - 2022
- [c14]Johannes Brinkrolf, Valerie Vaquet, Fabian Hinder, Patrick Menz, Udo Seiffert, Barbara Hammer:
Federated learning vector quantization for dealing with drift between nodes. ESANN 2022 - [c13]Fabian Hinder, André Artelt, Valerie Vaquet, Barbara Hammer:
Contrasting Explanation of Concept Drift. ESANN 2022 - [c12]Fabian Hinder, Johannes Brinkrolf, Barbara Hammer:
Feature Selection for Trustworthy Regression Using Higher Moments. ICANN (4) 2022: 76-87 - [c11]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
Suitability of Different Metric Choices for Concept Drift Detection. IDA 2022: 157-170 - [c10]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, André Artelt, Barbara Hammer:
Localization of Concept Drift: Identifying the Drifting Datapoints. IJCNN 2022: 1-9 - [i11]Fabian Hinder, Valerie Vaquet, Barbara Hammer:
Suitability of Different Metric Choices for Concept Drift Detection. CoRR abs/2202.09486 (2022) - [i10]Sarah Schröder, Alexander Schulz, Philip Kenneweg, Robert Feldhans, Fabian Hinder, Barbara Hammer:
The SAME score: Improved cosine based bias score for word embeddings. CoRR abs/2203.14603 (2022) - [i9]Fabian Hinder, André Artelt, Valerie Vaquet, Barbara Hammer:
Precise Change Point Detection using Spectral Drift Detection. CoRR abs/2205.06507 (2022) - [i8]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
On the Change of Decision Boundaries and Loss in Learning with Concept Drift. CoRR abs/2212.01223 (2022) - 2021
- [c9]Fabian Hinder, Barbara Hammer:
Concept Drift Segmentation via Kolmogorov-Trees. ESANN 2021 - [c8]André Artelt, Fabian Hinder, Valerie Vaquet, Robert Feldhans, Barbara Hammer:
Contrastive Explanations for Explaining Model Adaptations. IWANN (1) 2021: 101-112 - [c7]André Artelt, Valerie Vaquet, Riza Velioglu, Fabian Hinder, Johannes Brinkrolf, Malte Schilling, Barbara Hammer:
Evaluating Robustness of Counterfactual Explanations. SSCI 2021: 1-9 - [c6]Fabian Hinder, Johannes Brinkrolf, Valerie Vaquet, Barbara Hammer:
A Shape-Based Method for Concept Drift Detection and Signal Denoising. SSCI 2021: 1-8 - [c5]Fabian Hinder, Valerie Vaquet, Johannes Brinkrolf, Barbara Hammer:
Fast Non-Parametric Conditional Density Estimation using Moment Trees. SSCI 2021: 1-7 - [c4]Valerie Vaquet, Fabian Hinder, Jonas Vaquet, Johannes Brinkrolf, Barbara Hammer:
Online Learning on Non-Stationary Data Streams for Image Recognition using Deep Embeddings. SSCI 2021: 1-7 - [i7]André Artelt, Fabian Hinder, Valerie Vaquet, Robert Feldhans, Barbara Hammer:
Contrastive Explanations for Explaining Model Adaptations. CoRR abs/2104.02459 (2021) - [i6]Sarah Schröder, Alexander Schulz, Philip Kenneweg, Robert Feldhans, Fabian Hinder, Barbara Hammer:
Evaluating Metrics for Bias in Word Embeddings. CoRR abs/2111.07864 (2021) - 2020
- [j1]Lukas Pfannschmidt, Jonathan Jakob, Fabian Hinder, Michael Biehl, Peter Tiño, Barbara Hammer:
Feature relevance determination for ordinal regression in the context of feature redundancies and privileged information. Neurocomputing 416: 266-279 (2020) - [c3]Fabian Hinder, Johannes Kummert, Barbara Hammer:
Explaining Concept Drift by Mean of Direction. ICANN (1) 2020: 379-390 - [c2]Fabian Hinder, André Artelt, Barbara Hammer:
Towards Non-Parametric Drift Detection via Dynamic Adapting Window Independence Drift Detection (DAWIDD). ICML 2020: 4249-4259 - [c1]Alexander Schulz, Fabian Hinder, Barbara Hammer:
DeepView: Visualizing Classification Boundaries of Deep Neural Networks as Scatter Plots Using Discriminative Dimensionality Reduction. IJCAI 2020: 2305-2311 - [i5]Fabian Hinder, Barbara Hammer:
Counterfactual Explanations of Concept Drift. CoRR abs/2006.12822 (2020) - [i4]Fabian Hinder, Jonathan Jakob, Barbara Hammer:
Analysis of Drifting Features. CoRR abs/2012.00499 (2020)
2010 – 2019
- 2019
- [i3]Alexander Schulz, Fabian Hinder, Barbara Hammer:
DeepView: Visualizing the behavior of deep neural networks in a part of the data space. CoRR abs/1909.09154 (2019) - [i2]Fabian Hinder, André Artelt, Barbara Hammer:
A probability theoretic approach to drifting data in continuous time domains. CoRR abs/1912.01969 (2019) - [i1]Lukas Pfannschmidt, Jonathan Jakob, Fabian Hinder, Michael Biehl, Peter Tiño, Barbara Hammer:
Feature Relevance Determination for Ordinal Regression in the Context of Feature Redundancies and Privileged Information. CoRR abs/1912.04832 (2019)
Coauthor Index
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