262 citations · 358 across the 27 of their papers we have counts for
7 papers · 1 filter
Towards a Rigorous Evaluation of XAI Methods on Time Series
Udo Schlegel, Hiba Arnout, Mennatallah El-Assady +2
Explainable Artificial Intelligence (XAI) methods are typically deployed to explain and debug black-box machine learning models. However, most proposed XAI methods are black-boxes…
Framing Visual Musicology through Methodology Transfer
Matthias Miller, Hanna Schäfer, Matthias Kraus +3
In this position paper, we frame the field of Visual Musicology by providing an overview of well-established musicological sub-domains and their corresponding analytic and visualiz…
Speculative Execution for Guided Visual Analytics
Fabian Sperrle, Jürgen Bernard, Michael Sedlmair +2
We propose the concept of Speculative Execution for Visual Analytics and discuss its effectiveness for model exploration and optimization. Speculative Execution enables the automat…
Semantic Concept Spaces: Guided Topic Model Refinement using Word-Embedding Projections
Mennatallah El-Assady, Rebecca Kehlbeck, Christopher Collins +2
We present a framework that allows users to incorporate the semantics of their domain knowledge for topic model refinement while remaining model-agnostic. Our approach enables user…
explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning
Thilo Spinner, Udo Schlegel, Hanna Schäfer +1
We propose a framework for interactive and explainable machine learning that enables users to (1) understand machine learning models; (2) diagnose model limitations using different…
Augmenting Music Sheets with Harmonic Fingerprints
Matthias Miller, Alexandra Bonnici, Mennatallah El-Assady
Conventional Music Notation (CMN) is the well-established foundation for the written communication of musical information, such as rhythm, harmony, or timbre. However, CMN suffers…
VIANA: Visual Interactive Annotation of Argumentation
Fabian Sperrle, Rita Sevastjanova, Rebecca Kehlbeck +1
Argumentation Mining addresses the challenging tasks of identifying boundaries of argumentative text fragments and extracting their relationships. Fully automated solutions do not…