Dietterich, Thomas G.

Ensemble methods in machine learning

Dietterich, T. G. (2000) · Lecture Notes in Computer Science

Machine Learning and AlgorithmsMachine Learning and Data Classification

Cited by 8,408

Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms

Dietterich, T. G. (1998) · Neural Computation

Machine Learning and Data ClassificationMachine Learning and Algorithms

Cited by 3,840

Solving the multiple instance problem with axis-parallel rectangles

Dietterich, T. G., Lathrop, R. H., & Lozano-Pérez, T. (1997) · Artificial Intelligence

Machine Learning and AlgorithmsMachine Learning and Data Classification

Cited by 2,866

Solving Multiclass Learning Problems via Error-Correcting Output Codes

Dietterich, T. G., & Bakiri, G. (1995) · Journal of Artificial Intelligence Research

Machine Learning and Data ClassificationMachine Learning and Algorithms

Cited by 2,739

Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Hendrycks, D., & Dietterich, T. (2019) · arXiv

Smart Agriculture and AIAdvanced Neural Network Applications

Cited by 1,335

Deep Anomaly Detection with Outlier Exposure

Hendrycks, D., Mazeika, M., & Dietterich, T. (2018) · arXiv

Anomaly Detection Techniques and ApplicationsAdversarial Robustness in Machine Learning

Cited by 932

TaskTracer: a desktop environment to support multi-tasking knowledge workers

Dragunov, A. N., Dietterich, T. G., Johnsrude, K., McLaughlin, M., Li, L., & Herlocker, J. L. (2005) · Proceedings of the 10th international conference on Intelligent user interfaces

Personal Information Management and User BehaviorUsability and User Interface Design

Cited by 240

Interacting meaningfully with machine learning systems: Three experiments

Stumpf, S., Rajaram, V., Li, L., Wong, W.-K., Burnett, M., Dietterich, T., Sullivan, E., & Herlocker, J. (2009) · International Journal of Human-Computer Studies

Usability and User Interface DesignExplainable Artificial Intelligence (XAI)

Cited by 184

Steps Toward Robust Artificial Intelligence

Dietterich, T. G. (2017) · AI Magazine

Adversarial Robustness in Machine LearningEthics and Social Impacts of AI

Cited by 139

Computational sustainability: computing for a better world and a sustainable future

Gomes, C., Dietterich, T., Barrett, C., Conrad, J., Dilkina, B., Ermon, S., Fang, F., Farnsworth, A., Fern, A., Fern, X., et al. (2019) · Communications of the ACM

Innovation, Sustainability, Human-Machine SystemsGreen IT and Sustainability

Cited by 126

A hybrid learning system for recognizing user tasks from desktop activities and email messages

Shen, J., Li, L., Dietterich, T. G., & Herlocker, J. L. (2006) · Proceedings of the 11th international conference on Intelligent user interfaces

Personal Information Management and User BehaviorContext-Aware Activity Recognition Systems

Cited by 109

Allowing a wildfire to burn: estimating the effect on future fire suppression costs

Houtman, R. M., Montgomery, C. A., Gagnon, A. R., Calkin, D. E., Dietterich, T. G., McGregor, S., & Crowley, M. (2013) · International Journal of Wildland Fire

Fire effects on ecosystemsForest Management and Policy

Cited by 85

Sequential Feature Explanations for Anomaly Detection

Siddiqui, M. A., Fern, A., Dietterich, T. G., & Wong, W.-K. (2019) · ACM Transactions on Knowledge Discovery from Data

Explainable Artificial Intelligence (XAI)Anomaly Detection Techniques and Applications

Cited by 50

Machine Learning for Cognitive Networks: Technology Assessment and Research Challenges

Dietterich, T. G., & Langley, P. (2007) · Cognitive Networks

Cognitive Radio Networks and Spectrum SensingSoftware-Defined Networks and 5G

Cited by 39

Detecting and correcting user activity switches: algorithms and interfaces

Shen, J., Irvine, J., Bao, X., Goodman, M., Kolibaba, S., Tran, A., Carl, F., Kirschner, B., Stumpf, S., & Dietterich, T. G. (2009) · Proceedings of the 14th international conference on Intelligent user interfaces

Context-Aware Activity Recognition SystemsPersonal Information Management and User Behavior

Cited by 37

International AI Safety Report

Bengio, Y., Mindermann, S., Privitera, D., Besiroglu, T., Bommasani, R., Casper, S., Choi, Y., Fox, P., Garfinkel, B., Goldfarb, D., et al. (2025) · arXiv

Ethics and Social Impacts of AISafety Systems Engineering in Autonomy

Cited by 16

The Role of Restoration and Key Ecological Invasion Mechanisms in Optimal Spatial-Dynamic Management of Invasive Species

Albers, H. J., Hall, K. M., Lee, K. D., Taleghan, M. A., & Dietterich, T. G. (2018) · Ecological Economics

Biological Control of Invasive SpeciesEcology and Vegetation Dynamics Studies

Cited by 14

WithdrarXiv: A Large-Scale Dataset for Retraction Study

Rao, D., Young, J., Dietterich, T., & Callison-Burch, C. (2024) · arXiv

Academic integrity and plagiarismAcademic Publishing and Open Access

Cited by 4