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Jakobs, Matthias
433  Ergebnisse:
Personensuche X
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1

A Unified Framework for Assessing Energy Efficiency of Mach..:

, In: Communications in Computer and Information Science; Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
Fischer, Raphael ; Jakobs, Matthias ; Mücke, Sascha. - p. 39-54 , 2023
Link: https://doi.org/10.1007/..
 
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2

Explainable Adaptive Tree-based Model Selection for Time-Se..:

, In: 2023 IEEE International Conference on Data Mining (ICDM),
Jakobs, Matthias ; Saadallah, Amal - p. 180-189 , 2023
Link: https://doi.org/10.1109/..
 
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3

Shapley Values with Uncertain Value Functions:

, In: Advances in Intelligent Data Analysis XXI; Lecture Notes in Computer Science,
Heese, Raoul ; Mücke, Sascha ; Jakobs, Matthias.. - p. 156-168 , 2023
Link: https://doi.org/10.1007/..
 
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4

Harnessing Prior Knowledge for Explainable Machine Learning..:

, In: 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML),
Beckh, Katharina ; Muller, Sebastian ; Jakobs, Matthias... - p. 450-463 , 2023
Link: https://doi.org/10.1109/..
 
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5

An Empirical Evaluation of the Rashomon Effect in Explainab..:

, In: Machine Learning and Knowledge Discovery in Databases: Research Track; Lecture Notes in Computer Science,
Müller, Sebastian ; Toborek, Vanessa ; Beckh, Katharina... - p. 462-478 , 2023
Link: https://doi.org/10.1007/..
 
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6

Online Deep Hybrid Ensemble Learning for Time Series Foreca..:

, In: Machine Learning and Knowledge Discovery in Databases: Research Track; Lecture Notes in Computer Science,
Saadallah, Amal ; Jakobs, Matthias - p. 156-171 , 2023
Link: https://doi.org/10.1007/..
 
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7

Explainable online ensemble of deep neural network pruning ..:

Saadallah, Amal ; Jakobs, Matthias ; Morik, Katharina
Machine Learning.  111 (2022)  9 - p. 3459-3487 , 2022
Link: https://doi.org/10.1007/..
 
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8

Yes we care!-Certification for machine learning methods thr..:

Morik, Katharina J. ; Kotthaus, Helena ; Fischer, Raphael...
Frontiers in Artificial Intelligence.  5 (2022)  - p. , 2022
Link: https://doi.org/10.3389/..
 
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9

Explainable Online Deep Neural Network Selection Using Adap..:

, In: Machine Learning and Knowledge Discovery in Databases. Research Track; Lecture Notes in Computer Science,
Saadallah, Amal ; Jakobs, Matthias ; Morik, Katharina - p. 404-420 , 2021
Link: https://doi.org/10.1007/..
 
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10

Evaluation of the Application of Smart Glasses for Decentra..:

, In: 2019 IEEE Intelligent Transportation Systems Conference (ITSC),
Kirks, Thomas ; Jost, Jana ; Uhlott, Tim.. - p. 4470-4476 , 2019
Link: https://doi.org/10.1109/..
 
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11

Explainable Adaptive Tree-based Model Selection for Time Se..:

Jakobs, Matthias ; Saadallah, Amal
http://arxiv.org/abs/2401.01124.  , 2024
Link: http://arxiv.org/abs/240..
 
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12

An Empirical Evaluation of the Rashomon Effect in Explainab..:

Müller, Sebastian ; Toborek, Vanessa ; Beckh, Katharina...
http://arxiv.org/abs/2306.15786.  , 2023
Link: http://arxiv.org/abs/230..
 
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13

Shapley Values with Uncertain Value Functions:

Heese, Raoul ; Mücke, Sascha ; Jakobs, Matthias..
http://arxiv.org/abs/2301.08086.  , 2023
Link: http://arxiv.org/abs/230..
 
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14

Energy Efficiency Considerations for Popular AI Benchmarks:

Fischer, Raphael ; Jakobs, Matthias ; Morik, Katharina
http://arxiv.org/abs/2304.08359.  , 2023
Link: http://arxiv.org/abs/230..
 
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15

Explaining Quantum Circuits with Shapley Values: Towards Ex..:

Heese, Raoul ; Gerlach, Thore ; Mücke, Sascha...
http://arxiv.org/abs/2301.09138.  , 2023
Link: http://arxiv.org/abs/230..
 
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