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ORCIDDominique Mercier
Person information
- affiliation: German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany
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Books and Theses
- 2023
[b1]Dominique Mercier:
TimeFrame: A Novel Framework for Interpretable and Privacy-Preserving Deep Learning for Time Series Analysis. Kaiserslautern University of Technology, Germany, 2023
Journal Articles
- 2022
- [j6]Dominique Mercier
, Andreas Dengel, Sheraz Ahmed:
TimeREISE: Time Series Randomized Evolving Input Sample Explanation. Sensors 22(11): 4084 (2022) - [j5]Dominique Mercier, Adriano Lucieri, Mohsin Munir, Andreas Dengel, Sheraz Ahmed:
PPML-TSA: A modular privacy-preserving time series classification framework. Softw. Impacts 12: 100286 (2022) - [j4]Dominique Mercier, Adriano Lucieri, Mohsin Munir, Andreas Dengel, Sheraz Ahmed:
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification. IEEE Trans. Ind. Informatics 18(11): 7834-7842 (2022) - 2021
- [j3]Shoaib Ahmed Siddiqui, Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
TSInsight: A Local-Global Attribution Framework for Interpretability in Time Series Data. Sensors 21(21): 7373 (2021) - 2019
- [j2]Shoaib Ahmed Siddiqui, Dominique Mercier, Mohsin Munir, Andreas Dengel, Sheraz Ahmed:
TSViz: Demystification of Deep Learning Models for Time-Series Analysis. IEEE Access 7: 67027-67040 (2019) - 2003
- [j1]Dominique Mercier, Olivier Bonnin, Philippe Vialletelle:
Achieving Optimal Cycle Time Improvement in a 300-mm Semiconductor Fab Using Dynamic Simulation and Design of Experiments. Simul. 79(3): 171-179 (2003)
Conference and Workshop Papers
- 2022
- [c11]Dominique Mercier, Jwalin Bhatt, Andreas Dengel, Sheraz Ahmed:
Time to Focus: A Comprehensive Benchmark using Time Series Attribution Methods. ICAART (2) 2022: 562-573 - 2021
- [c10]Dominique Mercier, Syed Tahseen Raza Rizvi, Vikas Rajashekar, Sheraz Ahmed, Andreas Dengel:
Utilizing Out-Domain Datasets to Enhance Multi-task Citation Analysis. ICAART (Revised Selected Papers) 2021: 113-134 - [c9]Dominique Mercier, Syed Tahseen Raza Rizvi, Vikas Rajashekar, Andreas Dengel, Sheraz Ahmed:
ImpactCite: An XLNet-based Solution Enabling Qualitative Citation Impact Analysis Utilizing Sentiment and Intent. ICAART (2) 2021: 159-168 - [c8]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification. IJCNN 2021: 1-8 - 2020
- [c7]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
P2ExNet: Patch-Based Prototype Explanation Network. ICONIP (3) 2020: 318-330 - [c6]Dominique Mercier, Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed:
Interpreting Deep Models through the Lens of Data. IJCNN 2020: 1-8 - 2019
- [c5]Mohsin Munir, Shoaib Ahmed Siddiqui, Ferdinand Küsters, Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
TSXplain: Demystification of DNN Decisions for Time-Series Using Natural Language and Statistical Features. ICANN (Workshop) 2019: 426-439 - 2018
- [c4]Dominique Mercier, Akansha Bhardwaj, Andreas Dengel, Sheraz Ahmed:
SentiCite - An Approach for Publication Sentiment Analysis. ICAART (2) 2018: 422-429 - [c3]Syed Tahseen Raza Rizvi, Dominique Mercier, Stefan Agne, Steffen Erkel, Andreas Dengel, Sheraz Ahmed:
Ontology-based Information Extraction from Technical Documents. ICAART (2) 2018: 493-500 - 2017
- [c2]Akansha Bhardwaj, Dominique Mercier, Hisham Hashmi, Sheraz Ahmed, Andreas Dengel:
Academic Community Explorer (ACE) for Syntactic, Semantic and Pragmatic Document Analysis. ICDAR 2017: 262-267 - [c1]Akansha Bhardwaj, Dominik Mercier, Andreas Dengel, Sheraz Ahmed:
DeepBIBX: Deep Learning for Image Based Bibliographic Data Extraction. ICONIP (2) 2017: 286-293
Informal and Other Publications
- 2023
- [i14]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification. CoRR abs/2303.15916 (2023) - 2022
- [i13]Dominique Mercier, Jwalin Bhatt, Andreas Dengel, Sheraz Ahmed:
Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods. CoRR abs/2202.03759 (2022) - [i12]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
TimeREISE: Time-series Randomized Evolving Input Sample Explanation. CoRR abs/2202.07952 (2022) - [i11]Dominique Mercier, Syed Tahseen Raza Rizvi, Vikas Rajashekar, Sheraz Ahmed, Andreas Dengel:
Utilizing Out-Domain Datasets to Enhance Multi-Task Citation Analysis. CoRR abs/2202.10884 (2022) - [i10]Saifullah Saifullah, Dominique Mercier, Adriano Lucieri, Andreas Dengel, Sheraz Ahmed:
Privacy Meets Explainability: A Comprehensive Impact Benchmark. CoRR abs/2211.04110 (2022) - 2021
- [i9]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification. CoRR abs/2102.05917 (2021) - [i8]Dominique Mercier, Adriano Lucieri, Mohsin Munir, Andreas Dengel, Sheraz Ahmed:
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification. CoRR abs/2111.14838 (2021) - 2020
- [i7]Shoaib Ahmed Siddiqui, Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
TSInsight: A local-global attribution framework for interpretability in time-series data. CoRR abs/2004.02958 (2020) - [i6]Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
P2ExNet: Patch-based Prototype Explanation Network. CoRR abs/2005.02006 (2020) - [i5]Dominique Mercier, Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed:
Interpreting Deep Models through the Lens of Data. CoRR abs/2005.03442 (2020) - [i4]Dominique Mercier, Syed Tahseen Raza Rizvi, Vikas Rajashekar, Andreas Dengel, Sheraz Ahmed:
ImpactCite: An XLNet-based method for Citation Impact Analysis. CoRR abs/2005.06611 (2020) - 2019
- [i3]Mohsin Munir, Shoaib Ahmed Siddiqui, Ferdinand Küsters, Dominique Mercier, Andreas Dengel, Sheraz Ahmed:
TSXplain: Demystification of DNN Decisions for Time-Series using Natural Language and Statistical Features. CoRR abs/1905.06175 (2019) - [i2]Dominique Mercier, Akansha Bhardwaj, Andreas Dengel, Sheraz Ahmed:
SentiCite: An Approach for Publication Sentiment Analysis. CoRR abs/1910.03498 (2019) - 2018
- [i1]Shoaib Ahmed Siddiqui, Dominik Mercier, Mohsin Munir, Andreas Dengel, Sheraz Ahmed:
TSViz: Demystification of Deep Learning Models for Time-Series Analysis. CoRR abs/1802.02952 (2018)
Coauthor Index
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