List of works - Joaquin Vanschoren

A Community-Based Platform for Machine Learning Experimentation

scholarly article by Joaquin Vanschoren & Hendrik Blockeel published 2009 in Lecture Notes in Computer Science

A comparison of optimisation algorithms for high-dimensional particle and astrophysics applications

scientific article published in May 2021

A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers

scientific article published in October 2019

A survey of intelligent assistants for data analysis

article by Floarea Serban et al published 1 June 2013 in ACM Computing Surveys

ASlib: A benchmark library for algorithm selection

Adaptation Strategies for Automated Machine Learning on Evolving Data

scientific article published in September 2021

AgroML: An Open-Source Repository to Forecast Reference Evapotranspiration in Different Geo-Climatic Conditions Using Machine Learning and Transformer-Based Models

scientific article published on 8 March 2022

Algorithm Selection on Data Streams

scientific article published in 2014

Anticipating habit formation

Beyond Bag-of-Concepts: Vectors of Locally Aggregated Concepts

scientific article published in 2020

Croissant: A Metadata Format for ML-Ready Datasets

scientific article published on 29 May 2024

Decreasing the false alarm rate of arrhythmias in intensive care using a machine learning approach

scientific article published in September 2015

Effectiveness of Random Search in SVM hyper-parameter tuning

Experiment Databases

scientific article published in 2010

Experiment Databases: Towards an Improved Experimental Methodology in Machine Learning

scholarly article published in Lecture Notes in Computer Science

Experiment databases

Fast Algorithm Selection Using Learning Curves

scientific article published in 2015

GAMA: Genetic Automated Machine learning Assistant

scientific article published on 30 January 2019

Guest editors’ introduction to the special issue on Discovery Science

scientific article published on 20 October 2020

Having a Blast: Meta-Learning and Heterogeneous Ensembles for Data Streams

scientific article published in November 2015

Hyper-Parameter Tuning of a Decision Tree Induction Algorithm

Interpretable Assessment of ST-Segment Deviation in ECG Time Series

scientific article published on 29 June 2022

Investigating Classifier Learning Behavior with Experiment Databases

Learning from the Past with Experiment Databases

MDL-Based Analysis of Time Series at Multiple Time-Scales

Meta-Learning

scientific article published in 2019

Meta-Learning Architectures: Collecting, Organizing and Exploiting Meta-Knowledge

Meta-QSAR: a large-scale application of meta-learning to drug design and discovery

scientific article published on 22 December 2017

Meta-features for meta-learning

scientific article published in March 2022

Multi-task learning with a natural metric for quantitative structure activity relationship learning

OpenML ⬇️

OpenML: A Collaborative Science Platform

article

OpenML: An R package to connect to the machine learning platform OpenML

scientific article published on 19 June 2017

Organizing the World’s Machine Learning Information

scholarly article by Joaquin Vanschoren et al published 2008 in Communications in Computer and Information Science

Reduction of false arrhythmia alarms using signal selection and machine learning

scientific article published on 25 July 2016

Selecting Classification Algorithms with Active Testing

scholarly article by Rui Leite et al published 2012 in Lecture Notes in Computer Science

Speeding up algorithm selection using average ranking and active testing by introducing runtime

scientific article published on 14 November 2017

The online performance estimation framework: heterogeneous ensemble learning for data streams

scientific article published on 21 December 2017

Theory-based habit modeling for enhancing behavior prediction in behavior change support systems

scientific article published in 2022

To tune or not to tune: Recommending when to adjust SVM hyper-parameters via meta-learning

Toward understanding online sentiment expression: an interdisciplinary approach with subgroup comparison and visualization

scientific article published on 2 September 2016

Traffic Events Modeling for Structural Health Monitoring