On the veracity of local, model-agnostic explanations in audio classification: targeted investigations with adversarial examples
Local explanation methods such as LIME have become popular in MIR as tools for
generating post-hoc, model-agnostic explanations of a model's classification decisions. The …
generating post-hoc, model-agnostic explanations of a model's classification decisions. The …
Tracing back music emotion predictions to sound sources and intuitive perceptual qualities
Music emotion recognition is an important task in MIR (Music Information Retrieval)
research. Owing to factors like the subjective nature of the task and the variation of …
research. Owing to factors like the subjective nature of the task and the variation of …
Reliable local explanations for machine listening
One way to analyse the behaviour of machine learning models is through local explanations
that highlight input features that maximally influence model predictions. Sensitivity analysis …
that highlight input features that maximally influence model predictions. Sensitivity analysis …
Towards Musically Meaningful Explanations Using Source Separation
Deep neural networks (DNNs) are successfully applied in a wide variety of music
information retrieval (MIR) tasks. Such models are usually considered" black boxes" …
information retrieval (MIR) tasks. Such models are usually considered" black boxes" …
A Critical Look at the Music Classification Experiment Pipeline: Using Interventions to Detect and Account for Confounding Effects
F Rodríguez-Algarra - 2020 - qmro.qmul.ac.uk
This dissertation focuses on the problemof confounding in the design and analysis of music
classification experiments. Classification experiments dominate evaluation of music content …
classification experiments. Classification experiments dominate evaluation of music content …
Behavior Action Mining
The actionable behavioral rules suggest specific actions that may influence certain behavior
in the stakeholders' best interest. In mining such rules, it was assumed previously that all …
in the stakeholders' best interest. In mining such rules, it was assumed previously that all …