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The two-volume set LNAI 15243 + 15244 constitutes the proceedings of the 27th International Conference on Discovery Science, DS 2024, which took place in Pisa, Italy, during October 14-16, 2024. The 53 full papers presented in the proceedings were carefully reviewed and selected from 121 submissions. They were organized in topical sections as follows: Part I: LLM, Text Analytics, and Ethical Aspects of AI; Natural Language Processing, Sequential Data and Science Discovery; Data-Driven Science Discovery Methodologies; Graph Neural Network, Graph Theory, Unsupervised Learning and Regression; Part II: Tree-Based Models and Causal Discovery; Security and Anomaly Detection; Computer Vision and Explainable AI; Classification Models; SoBigData++: City for Citizens and Explainable AI; SoBigData++: Societal Debates and Misinformation Analysis. .

Artificial intelligence. --- Education --- Data mining. --- Social sciences --- Image processing --- Computer vision. --- Artificial Intelligence. --- Computers and Education. --- Data Mining and Knowledge Discovery. --- Computer Application in Social and Behavioral Sciences. --- Computer Imaging, Vision, Pattern Recognition and Graphics. --- Data processing. --- Digital techniques.