Works matching IS 13845810 AND DT 2024 AND VI 38 AND IP 5
Results: 20
Explainable and interpretable machine learning and data mining.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2571, doi. 10.1007/s10618-024-01041-y
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Interpretable representations in explainable AI: from theory to practice.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3102, doi. 10.1007/s10618-024-01010-5
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Marginal effects for non-linear prediction functions.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2997, doi. 10.1007/s10618-023-00993-x
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NICE: an algorithm for nearest instance counterfactual explanations.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2665, doi. 10.1007/s10618-023-00930-y
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A case study of improving a non-technical losses detection system through explainability.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2704, doi. 10.1007/s10618-023-00927-7
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The grammar of interactive explanatory model analysis.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2596, doi. 10.1007/s10618-023-00924-w
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Reflective-net: learning from explanations.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2975, doi. 10.1007/s10618-023-00920-0
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Explaining deep convolutional models by measuring the influence of interpretable features in image classification.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3169, doi. 10.1007/s10618-023-00915-x
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Approximation trees: statistical reproducibility in model distillation.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3308, doi. 10.1007/s10618-022-00907-3
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Mining Pareto-optimal counterfactual antecedents with a branch-and-bound model-agnostic algorithm.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2942, doi. 10.1007/s10618-022-00906-4
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Model-agnostic feature importance and effects with dependent features: a conditional subgroup approach.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2903, doi. 10.1007/s10618-022-00901-9
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Preventing deception with explanation methods using focused sampling.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3262, doi. 10.1007/s10618-022-00900-w
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Shapley values for cluster importance: How clusters of the training data affect a prediction.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2633, doi. 10.1007/s10618-022-00896-3
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Sparse oblique decision trees: a tool to understand and manipulate neural net features.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2863, doi. 10.1007/s10618-022-00892-7
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Counterfactual explanations as interventions in latent space.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2733, doi. 10.1007/s10618-022-00889-2
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Stable and actionable explanations of black-box models through factual and counterfactual rules.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2825, doi. 10.1007/s10618-022-00878-5
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Explanatory artificial intelligence (YAI): human-centered explanations of explainable AI and complex data.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3141, doi. 10.1007/s10618-022-00872-x
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On GNN explainability with activation rules.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3227, doi. 10.1007/s10618-022-00870-z
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A comprehensive taxonomy for explainable artificial intelligence: a systematic survey of surveys on methods and concepts.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 3043, doi. 10.1007/s10618-022-00867-8
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Counterfactual explanations and how to find them: literature review and benchmarking.
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- Data Mining & Knowledge Discovery, 2024, v. 38, n. 5, p. 2770, doi. 10.1007/s10618-022-00831-6
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