Ergebnisse für: Explainable and Interpretable Methods

Hier findest Du Bücher, die sich mit Explainable and Interpretable Methods beschäftigen.

Buch Cover High-Dimensional Regression Analysis and Artificial Intelligence

High-Dimensional Regression Analysis and Artificial Intelligence

Asaf Hajiyev, Jiuping Xu
Springer Singapore
181.89 € · Hardcover

interpretable artificial intelligence high-dimensional nonlinear regression credibility evaluation of AI model explanations explainable AI with confidence scoring robust statistical modeling statistical confidence for AI interpretations credibility assessment of AI explanations in real data

In this book, a novel high-dimensional linear and nonlinear regression model is introduced to address, in part, the challenges of evaluating the stability and confidence of large-scale models' interpretability. The book begins by reviewing foundational concepts in regression analysis, and discu...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
42.79 € · Paperback

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
42.79 € · Paperback

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
42.79 € · Paperback

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine Learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · Paperback

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
42.79 € · Paperback

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · Paperback

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
149.79 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
42.79 € · Paperback

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine Learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025. The 96 revised full papers presented in these proceedings were carefully reviewed and selected from 224 s...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
90.94 € · Paperback

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
90.94 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · Paperback

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Buch Cover High-Dimensional Regression Analysis and Artificial Intelligence

High-Dimensional Regression Analysis and Artificial Intelligence

Asaf Hajiyev, Jiuping Xu
Springer Singapore
181.89 € · eBook

interpretable artificial intelligence high-dimensional nonlinear regression credibility evaluation of AI model explanations explainable AI with confidence scoring robust statistical modeling statistical confidence for AI interpretations credibility assessment of AI explanations in real data

In this book, a novel high-dimensional linear and nonlinear regression model is introduced to address, in part, the challenges of evaluating the stability and confidence of large-scale models' interpretability. The book begins by reviewing foundational concepts in regression analysis, and discu...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
€ · eBook

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine Learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
€ · eBook

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
€ · eBook

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
€ · eBook

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine Learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025. The 96 revised full papers presented in these proceedings were carefully reviewed and selected from 224 s...

Buch Cover Explainable Artificial Intelligence

Explainable Artificial Intelligence

Springer International Publishing
€ · eBook

Open Access eXplainable Artificial Intelligence Artificial Intelligence Machine learning Interpretable machine learning Causal inference & explanations Ante-hoc approaches for interpretability Argumentative-based approaches for explanations Auto-encoders & explainability of latent spaces Black-boxes vs white-boxes Case-based explanations for AI systems Decomposition of neural network-based models for XAI Graph neural networks for explainability Interpreting & explaining Convolutional Neural Networks Interpretable representational learning

This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025.  The 96 revised full papers presented in these proceedings were carefully reviewed and selected from...

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