Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis

14 June 2016

Papers citing "Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis"

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Title
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals J. Díez-Pastor Francisco Javier Gonzalez-Moya Pedro Latorre-Carmona Francisco Javier Perez-Barbería Ludmila I.Kuncheva Antonio Canepa-Oneto Alvar Arnaiz-González C. García-Osorio 79 0 0 16 Apr 2025
Sorting the Babble in Babel: Assessing the Performance of Language Detection Algorithms on the OpenAlex Database Maxime Holmberg Sainte-Marie Diego Kozlowski Lucía Céspedes Vincent Larivière 85 0 0 05 Feb 2025
Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework Esteban Garces Arias Hannah Blocher Julian Rodemann Meimingwei Li Christian Heumann Matthias Aßenmacher 28 1 0 24 Oct 2024
Enhancing Infant Crying Detection with Gradient Boosting for Improved Emotional and Mental Health Diagnostics Kyunghun Lee Lauren M. Henry Eleanor Hansen Elizabeth Tandilashvili Lauren S. Wakschlag Elizabeth Norton Daniel S. Pine Melissa A. Brotman Francisco Pereira 30 0 0 11 Oct 2024
A Tutorial on the Design, Experimentation and Application of Metaheuristic Algorithms to Real-World Optimization Problems E. Osaba Esther Villar-Rodriguez Javier Del Ser Antonio J. Nebro Daniel Molina A. Latorre Ponnuthurai Nagaratnam Suganthan Carlos A. Coello Coello Francisco Herrera 59 257 0 04 Oct 2024
Absolute Ranking: An Essential Normalization for Benchmarking Optimization Algorithms Yunpeng Jinng Qunfeng Liu 23 0 0 06 Sep 2024
Generalizability of experimental studies Federico Matteucci Vadim Arzamasov Jose Cribeiro-Ramallo Marco Heyden Konstantin Ntounas Klemens Bohm 55 0 0 25 Jun 2024
Best practices for machine learning in antibody discovery and development Leonard Wossnig Norbert Furtmann Andrew Buchanan Sandeep Kumar Victor Greiff 25 7 0 13 Dec 2023
Random Forest Kernel for High-Dimension Low Sample Size Classification Lucca Portes Cavalheiro Simon Bernard J. P. Barddal L. Heutte 13 7 0 23 Oct 2023
Semi-supervised Clustering with Two Types of Background Knowledge: Fusing Pairwise Constraints and Monotonicity Constraints Germán González-Almagro Juan-Luis Suárez Pablo Sánchez-Bermejo J. Cano Salvador García 14 4 0 25 Feb 2023
Uncertainty in Fairness Assessment: Maintaining Stable Conclusions Despite Fluctuations Ainhize Barrainkua Paula Gordaliza Jose A. Lozano Novi Quadrianto 26 1 0 02 Feb 2023
Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control Tânia Carvalho Nuno Moniz Luís Antunes Nitesh Chawla 34 3 0 01 Dec 2022
Encoder-Decoder Model for Suffix Prediction in Predictive Monitoring Efrén Rama-Maneiro Pablo Monteagudo-Lago J. Vidal Manuel Lama 35 1 0 29 Nov 2022
Meta-Learning for Unsupervised Outlier Detection with Optimal Transport Prabhant Singh Joaquin Vanschoren OOD 46 3 0 01 Nov 2022
Confound-leakage: Confound Removal in Machine Learning Leads to Leakage Sami U Hamdan Bradley C. Love G. V. Polier Susanne Weis H. Schwender Simon B. Eickhoff K. Patil 24 8 0 17 Oct 2022
TASKED: Transformer-based Adversarial learning for human activity recognition using wearable sensors via Self-KnowledgE Distillation Sungho Suh Vitor Fortes Rey P. Lukowicz 35 55 0 14 Sep 2022
Autism spectrum disorder classification based on interpersonal neural synchrony: Can classification be improved by dyadic neural biomarkers using unsupervised graph representation learning? C. Gerloff K. Konrad Jana A. Kruppa M. Schulte-Rüther Vanessa Reindl 27 4 0 17 Aug 2022
A Bayesian Bradley-Terry model to compare multiple ML algorithms on multiple data sets Jacques Wainer 23 10 0 09 Aug 2022
Differential testing for machine learning: an analysis for classification algorithms beyond deep learning Steffen Herbold Steffen Tunkel 36 4 0 25 Jul 2022
Investigating the Impact of Independent Rule Fitnesses in a Learning Classifier System Michael Heider Helena Stegherr Jonathan Wurth Roman Sraj J. Hähner 27 5 0 12 Jul 2022
Automated Imbalanced Classification via Layered Learning Vítor Cerqueira Luís Torgo Paula Branco C. Bellinger 21 4 0 05 May 2022
Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization Alejandro Rosales-Pérez S. García Francisco Herrera 24 15 0 21 Apr 2022
deep-significance - Easy and Meaningful Statistical Significance Testing in the Age of Neural Networks Dennis Ulmer Christian Hardmeier J. Frellsen 48 42 0 14 Apr 2022
Statistical Model Criticism of Variational Auto-Encoders Claartje Barkhof Wilker Aziz DRL 27 3 0 06 Apr 2022
Comparing Two Samples Through Stochastic Dominance: A Graphical Approach Etor Arza Josu Ceberio Ekhine Irurozki A. Pérez 33 5 0 15 Mar 2022
Learning Cluster Patterns for Abstractive Summarization Sung-Guk Jo Jeong-Jae Kim Byung-Won On 24 3 0 22 Feb 2022
Separating Rule Discovery and Global Solution Composition in a Learning Classifier System Michael Heider Helena Stegherr Jonathan Wurth Roman Sraj J. Hähner 4 10 0 03 Feb 2022
Embedding Graph Convolutional Networks in Recurrent Neural Networks for Predictive Monitoring Efrén Rama-Maneiro J. Vidal Manuel Lama GNN 22 15 0 17 Dec 2021
Unsupervised Feature Ranking via Attribute Networks U. Primozic Blaž Škrlj S. Džeroski Matej Petković 22 2 0 25 Nov 2021
Data structure > labels? Unsupervised heuristics for SVM hyperparameter estimation M. Cholewa M. Romaszewski P. Głomb 26 0 0 03 Nov 2021
How to avoid machine learning pitfalls: a guide for academic researchers M. Lones VLM FaML OnRL 62 76 0 05 Aug 2021
Zero-Shot Scene Graph Relation Prediction through Commonsense Knowledge Integration Xuan Kan Hejie Cui Carl Yang 78 40 0 11 Jul 2021
Test for non-negligible adverse shifts Vathy M. Kamulete 20 3 0 07 Jul 2021
Retweet communities reveal the main sources of hate speech Bojan Evkoski Andraz Pelicon I. Mozetič Nikola Ljubesic Petra Kralj Novak 21 20 0 31 May 2021
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data Damien Dablain Bartosz Krawczyk Nitesh Chawla 29 263 0 05 May 2021
Concept Drift Detection from Multi-Class Imbalanced Data Streams Lukasz Korycki Bartosz Krawczyk 24 40 0 20 Apr 2021
A Comparative Evaluation of Quantification Methods Tobias Schumacher M. Strohmaier Florian Lemmerich MQ 41 13 0 04 Mar 2021
Learning Abstract Task Representations Mikhail M. Meskhi A. Rivolli R. G. Mantovani R. Vilalta 30 7 0 19 Jan 2021
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 37 67 0 02 Dec 2020
Early Anomaly Detection in Time Series: A Hierarchical Approach for Predicting Critical Health Episodes Vítor Cerqueira Luís Torgo Carlos Soares AI4TS 19 8 0 22 Oct 2020
Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference Disi Ji Padhraic Smyth M. Steyvers 39 45 0 19 Oct 2020
VEST: Automatic Feature Engineering for Forecasting Vítor Cerqueira Nuno Moniz Carlos Soares OOD AI4TS 6 23 0 14 Oct 2020
Deep Learning for Predictive Business Process Monitoring: Review and Benchmark Efrén Rama-Maneiro J. Vidal Manuel Lama 19 74 0 24 Sep 2020
Time series forecasting with Gaussian Processes needs priors Giorgio Corani A. Benavoli Marco Zaffalon GP AI4TS 20 28 0 17 Sep 2020
Deep Learning modeling of Limit Order Book: a comparative perspective Antonio Briola J. Turiel T. Aste 34 24 0 12 Jul 2020
Propositionalization and Embeddings: Two Sides of the Same Coin Nada Lavrac Blaž Škrlj Marko Robnik-Šikonja 21 26 0 08 Jun 2020
Skew Gaussian Processes for Classification A. Benavoli Dario Azzimonti Dario Piga GP 35 19 0 26 May 2020
Recent Trends in the Use of Statistical Tests for Comparing Swarm and Evolutionary Computing Algorithms: Practical Guidelines and a Critical Review Jacinto Carrasco S. García M. Rueda Swagatam Das Francisco Herrera 14 408 0 21 Feb 2020
Benchmarking Discrete Optimization Heuristics with IOHprofiler Carola Doerr Furong Ye Naama Horesh Hao Wang O. M. Shir Thomas Bäck 15 71 0 19 Dec 2019
The Prevalence of Errors in Machine Learning Experiments M. Shepperd Yuchen Guo Ning Li Mahir Arzoky A. Capiluppi S. Counsell Giuseppe Destefanis S. Swift A. Tucker Leila Yousefi 8 9 0 10 Sep 2019