no code implementations • 23 Apr 2024 • Md Shajalal, Alexander Boden, Gunnar Stevens, Delong Du, Dean-Robin Kern
Smart home systems are gaining popularity as homeowners strive to enhance their living and working environments while minimizing energy consumption.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1
no code implementations • 31 Oct 2023 • Md Shajalal, Sebastian Denef, Md. Rezaul Karim, Alexander Boden, Gunnar Stevens
Considering the relevance score, we then generate explanations by visualizing relevant words for the predicted patent class.
no code implementations • 24 Sep 2023 • Md. Atabuzzaman, Md Shajalal, Maksuda Bilkis Baby, Alexander Boden
This paper proposes an explainable sentiment classification framework for the Arabic language by introducing a noise layer on Bi-Directional Long Short-Term Memory (BiLSTM) and Convolutional Neural Networks (CNN)-BiLSTM models that overcome over-fitting problem.
no code implementations • 18 Oct 2022 • Md Shajalal, Md Atabuzzaman, Maksuda Bilkis Baby, Md Rezaul Karim, Alexander Boden
In this paper, we propose a novel approach to identifying the textual entailment relationship between text and hypothesis, thereby introducing a new semantic feature focusing on empirical threshold-based semantic text representation.
Natural Language Inference Natural Language Understanding +2
no code implementations • 29 Aug 2022 • Md. Rezaul Karim, Md. Shajalal, Alex Graß, Till Döhmen, Sisay Adugna Chala, Alexander Boden, Christian Beecks, Stefan Decker
Many real-life datasets, however, are of increasingly high dimensionality, where a large number of features may be irrelevant for both supervised and unsupervised learning tasks.