Search Results for author: Judith Butepage

Found 4 papers, 1 papers with code

Evaluating Local Model-Agnostic Explanations of Learning to Rank Models with Decision Paths

no code implementations4 Mar 2022 Amir Hossein Akhavan Rahnama, Judith Butepage

Instead of using black-box models, such as neural networks, we propose to focus on tree-based LTR models, from which we can extract the ground truth feature importance scores using decision paths.

Feature Importance Learning-To-Rank

Evaluating Local Explanations using White-box Models

no code implementations4 Jun 2021 Amir Hossein Akhavan Rahnama, Judith Butepage, Pierre Geurts, Henrik Bostrom

Evaluating explanation techniques using human subjects is costly, time-consuming and can lead to subjectivity in the assessments.

Feature Importance

Fashion Landmark Detection and Category Classification for Robotics

1 code implementation26 Mar 2020 Thomas Ziegler, Judith Butepage, Michael C. Welle, Anastasiia Varava, Tonci Novkovic, Danica Kragic

Research on automated, image based identification of clothing categories and fashion landmarks has recently gained significant interest due to its potential impact on areas such as robotic clothing manipulation, automated clothes sorting and recycling, and online shopping.

Classification Data Augmentation +1

Advances in Variational Inference

no code implementations15 Nov 2017 Cheng Zhang, Judith Butepage, Hedvig Kjellstrom, Stephan Mandt

Many modern unsupervised or semi-supervised machine learning algorithms rely on Bayesian probabilistic models.

Variational Inference

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