Principles and Practice of Explainable Machine Learning

Frontiers in Big Data (Front. Big Data), 2020

18 September 2020

Papers citing "Principles and Practice of Explainable Machine Learning"

50 / 90 papers shown

Title
Faithful and Interpretable Explanations for Complex Ensemble Time Series Forecasts using Surrogate Models and Forecastability Analysis Yikai Zhao Jiekai Ma AI4TS 105 1 0 09 Oct 2025
Enhancing IoMT Security with Explainable Machine Learning: A Case Study on the CICIOMT2024 Dataset Mohammed Yacoubi Omar Moussaoui C. Drocourt 68 0 0 10 Sep 2025
SHAP-Guided Regularization in Machine Learning Models Amal Saadallah TDI FAtt 190 2 0 31 Jul 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 384 0 0 18 May 2025
SHAP-based Explanations are Sensitive to Feature RepresentationConference on Fairness, Accountability and Transparency (FAccT), 2025 Hyunseung Hwang Andrew Bell Joao Fonseca Venetia Pliatsika Julia Stoyanovich Steven Euijong Whang TDI FAtt 194 5 0 13 May 2025
Financial Data Analysis with Robust Federated Logistic Regression Kun Yang Nikhil Krishnan Sanjeev Kulkarni FedML 193 0 0 28 Apr 2025
SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration M. R Paul Saves P. Palar L. Zuhal oseph Morlier MoE LRM 251 4 0 25 Mar 2025
Complex Networks for Pattern-Based Data Classification Josimar Chire Khalid Mahmood Zhao Liang 251 0 0 25 Feb 2025
AR-Pro: Counterfactual Explanations for Anomaly Repair with Formal PropertiesNeural Information Processing Systems (NeurIPS), 2024 Xiayan Ji Anton Xue Eric Wong O. Sokolsky Insup Lee 146 3 0 31 Oct 2024
Towards Trustworthy Machine Learning in Production: An Overview of the Robustness in MLOps ApproachACM Computing Surveys (ACM CSUR), 2024 Firas Bayram Bestoun S. Ahmed OOD 137 11 0 28 Oct 2024
Utilising Explainable Techniques for Quality Prediction in a Complex Textiles Manufacturing Use Case Briony Forsberg Henry Williams Bruce MacDonald Tracy Chen Reza Hamzeh Kirstine Hulse 122 0 0 26 Jul 2024
A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting Pierre-Daniel Arsenault Shengrui Wang Jean-Marc Patenande XAI AI4TS 275 19 0 22 Jul 2024
Explainable Post hoc Portfolio Management Financial Policy of a Deep Reinforcement Learning agent Alejandra de la Rica Escudero E.C. Garrido-Merchán Maria Coronado Vaca AIFin 219 8 0 19 Jul 2024
A Moonshot for AI Oracles in the Sciences Bryan Kaiser Tailin Wu Maike Sonnewald Colin Thackray Skylar Callis AI4CE 159 1 0 25 Jun 2024
Interpretable machine learning approach for electron antineutrino selection in a large liquid scintillator detectorPhysics Letters B (Phys. Lett. B), 2024 A. Gavrikov V. Cerrone A. Serafini R. Brugnera A. Garfagnini ... A. Triossi C. Tuvé C. Venettacci G. Verde L. Votano 125 2 0 09 Jun 2024
On Generating Monolithic and Model Reconciling Explanations in Probabilistic Scenarios Stylianos Loukas Vasileiou William Yeoh Alessandro Previti Tran Cao Son 204 1 0 29 May 2024
FLARE up your data: Diffusion-based Augmentation Method in Astronomical Imaging Mohammed Talha Alam Raza Imam Mohsen Guizani Fakhri Karray 177 4 0 22 May 2024
Tell me more: Intent Fulfilment Framework for Enhancing User Experiences in Conversational XAI A. Wijekoon D. Corsar Nirmalie Wiratunga Kyle Martin Pedram Salimi 201 2 0 16 May 2024
Feature Importance and Explainability in Quantum Machine Learning Luke Power Krishnendu Guha FAtt VLM 143 11 0 14 May 2024
T-Explainer: A Model-Agnostic Explainability Framework Based on Gradients Evandro S. Ortigossa Fábio F. Dias Brian Barr Claudio T. Silva L. G. Nonato FAtt 377 5 0 25 Apr 2024
Multimodal Sleep Apnea Detection with Missing or Noisy Modalities Hamed Fayyaz Abigail Strang N. S. D'Souza Rahmatollah Beheshti 125 1 0 24 Feb 2024
Dual feature-based and example-based explanation methods A. Konstantinov Boris V. Kozlov Stanislav R. Kirpichenko Lev V. Utkin FAtt 312 0 0 29 Jan 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and OpportunitiesIEEE Access (IEEE Access), 2024 Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 166 50 0 15 Jan 2024
How Physicality Enables Trust: A New Era of Trust-Centered Cyberphysical Systems Stephanie Gil M. Yemini A. Chorti Angelia Nedić H. Vincent Poor Andrea J. Goldsmith AI4CE 254 15 0 13 Nov 2023
One-dimensional convolutional neural network model for breast cancer subtypes classification and biochemical content evaluation using micro-FTIR hyperspectral images Matheus del-Valle E. Bernardes D. Zezell 244 0 0 23 Oct 2023
Stabilizing Estimates of Shapley Values with Control Variates Jeremy Goldwasser Giles Hooker FAtt 275 6 0 11 Oct 2023
DINE: Dimensional Interpretability of Node EmbeddingsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 Simone Piaggesi Megha Khosla Andre' Panisson Avishek Anand 221 9 0 02 Oct 2023
Ethical Framework for Harnessing the Power of AI in Healthcare and BeyondIEEE Access (IEEE Access), 2023 Sidra Nasir Rizwan Ahmed Khan Samita Bai 176 49 0 31 Aug 2023
Evaluating and Explaining Large Language Models for Code Using Syntactic Structures David Nader-Palacio Alejandro Velasco Daniel Rodríguez-Cárdenas Kevin Moran Denys Poshyvanyk 186 11 0 07 Aug 2023
A New Perspective on Evaluation Methods for Explainable Artificial Intelligence (XAI) Timo Speith Markus Langer 189 16 0 26 Jul 2023
Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-CaseIEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2023 Swastika Roy Hatim Chergui C. Verikoukis 188 14 0 24 Jul 2023
What's meant by explainable model: A Scoping Review Mallika Mainali Rosina O. Weber XAI 222 1 0 18 Jul 2023
Using Decision Trees for Interpretable Supervised ClusteringSN Computer Science (SCS), 2023 N. Kokash L. Makhnist 77 6 0 16 Jul 2023
Ensemble learning for blending gridded satellite and gauge-measured precipitation dataRemote Sensing (RS), 2023 Georgia Papacharalampous Hristos Tyralis N. Doulamis Anastasios Doulamis 266 10 0 09 Jul 2023
Learning Difference Equations with Structured Grammatical Evolution for Postprandial Glycaemia PredictionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Daniel Parra David Joedicke J. M. Velasco G. Kronberger J. I. Hidalgo 110 5 0 03 Jul 2023
Prototype-Based Interpretability for Legal Citation PredictionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Chunyan Luo R. Bhambhoria Samuel Dahan Xiao-Dan Zhu ELM AILaw 234 9 0 25 May 2023
Understanding cirrus clouds using explainable machine learningEnvironmental Data Science (EDS), 2023 K. Jeggle D. Neubauer Gustau Camps-Valls Ulrike Lohmann 179 6 0 03 May 2023
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UKConference on Fairness, Accountability and Transparency (FAccT), 2023 L. Nannini Agathe Balayn A. Smith 242 50 0 20 Apr 2023
Characterizing the contribution of dependent features in XAI methodsIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Ahmed M. A. Salih I. Galazzo Z. Raisi-Estabragh Steffen E. Petersen Gloria Menegaz Petia Radeva 76 14 0 04 Apr 2023
Interpretable Ensembles of Hyper-Rectangles as Base Models A. Konstantinov Lev V. Utkin 249 4 0 15 Mar 2023
Helpful, Misleading or Confusing: How Humans Perceive Fundamental Building Blocks of Artificial Intelligence Explanations E. Small Yueqing Xuan Danula Hettiachchi Kacper Sokol 172 11 0 02 Mar 2023
Explainable Deep Reinforcement Learning: State of the Art and ChallengesACM Computing Surveys (ACM CSUR), 2022 G. Vouros XAI 349 118 0 24 Jan 2023
Shapley Values with Uncertain Value FunctionsInternational Symposium on Intelligent Data Analysis (IDA), 2023 R. Heese Sascha Mucke Matthias Jakobs Thore Gerlach Nico Piatkowski TDI 141 5 0 19 Jan 2023
XDQN: Inherently Interpretable DQN through Mimicking Andreas Kontogiannis G. Vouros 222 1 0 08 Jan 2023
Comparison of tree-based ensemble algorithms for merging satellite and earth-observed precipitation data at the daily time scale Georgia Papacharalampous Hristos Tyralis Anastasios Doulamis N. Doulamis 311 17 0 31 Dec 2022
Comparison of machine learning algorithms for merging gridded satellite and earth-observed precipitation data Georgia Papacharalampous Hristos Tyralis Anastasios Doulamis N. Doulamis 267 17 0 17 Dec 2022
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence Jian Guo Saizhuo Wang L. Ni H. Shum AIFin 194 16 0 13 Dec 2022
Training Data Influence Analysis and Estimation: A SurveyMachine-mediated learning (ML), 2022 Zayd Hammoudeh Daniel Lowd TDI 417 144 0 09 Dec 2022
Measuring Competency of Machine Learning Systems and Enforcing Reliability Michael Planer J. Sierchio for BAE Systems 84 0 0 02 Dec 2022
Explainable Artificial Intelligence: Precepts, Methods, and Opportunities for Research in ConstructionAdvanced Engineering Informatics (AEI), 2022 Peter E. D. Love Weili Fang J. Matthews Stuart Porter Hanbin Luo L. Ding XAI 176 10 0 12 Nov 2022