research
∙
06/21/2023
χiplot: web-first visualisation platform for multidimensional data
χiplot is an HTML5-based system for interactive exploration of data and ...
share
research
∙
01/12/2022
SLISEMAP: Explainable Dimensionality Reduction
Existing explanation methods for black-box supervised learning models ge...
research
∙
07/01/2021
Interactive Causal Structure Discovery in Earth System Sciences
Causal structure discovery (CSD) models are making inroads into several ...
research
∙
06/16/2020
Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining
There is a wide variety of data mining methods available, and it is gene...
research
∙
12/13/2019
A Gap Analysis of Low-Cost Outdoor Air Quality Sensor In-Field Calibration
In recent years, interest in monitoring air quality has been growing. Tr...
research
∙
10/09/2019
Estimating regression errors without ground truth values
Regression analysis is a standard supervised machine learning method use...
research
∙
05/07/2019
Guided Visual Exploration of Relations in Data Sets
Efficient explorative data analysis systems must take into account both ...
research
∙
11/14/2018
Randomisation Algorithms for Large Sparse Matrices
In many domains it is necessary to generate surrogate networks, e.g., fo...
research
∙
05/20/2018
Human-guided data exploration using randomisation
An explorative data analysis system should be aware of what the user alr...
research
∙
04/09/2018
Human-Guided Data Exploration
The outcome of the explorative data analysis (EDA) phase is vital for su...
research
∙
10/23/2017
Interactive Visual Data Exploration with Subjective Feedback: An Information-Theoretic Approach
Visual exploration of high-dimensional real-valued datasets is a fundame...
research
∙
10/12/2017
Subjectively Interesting Subgroup Discovery on Real-valued Targets
Deriving insights from high-dimensional data is one of the core problems...
research
∙
07/24/2017
Interpreting Classifiers through Attribute Interactions in Datasets
In this work we present the novel ASTRID method for investigating which ...
research
∙
01/20/2017
Multivariate Confidence Intervals
Confidence intervals are a popular way to visualize and analyze data dis...
research
∙
12/27/2016
Clustering with Confidence: Finding Clusters with Statistical Guarantees
Clustering is a widely used unsupervised learning method for finding str...
research
∙
12/22/2016
Finding Statistically Significant Attribute Interactions
In many data exploration tasks it is meaningful to identify groups of at...
research
∙
07/04/2012
Two-Way Latent Grouping Model for User Preference Prediction
We introduce a novel latent grouping model for predicting the relevance ...
research
∙
07/22/2008
Inference with Discriminative Posterior
We study Bayesian discriminative inference given a model family p(c,, θ)...
research
∙
12/17/2007