Trustworthy Machine Learning for Healthcare: First International Workshop, TML4H 2023, Virtual Event, May 4, 2023, Proceedings: Lecture Notes in Computer Science, cartea 13932
Editat de Hao Chen, Luyang Luoen Limba Engleză Paperback – 31 iul 2023
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Specificații
ISBN-13: 9783031395383
ISBN-10: 3031395387
Ilustrații: X, 198 p. 68 illus., 60 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.3 kg
Ediția:1st ed. 2023
Editura: Springer Nature Switzerland
Colecția Springer
Seria Lecture Notes in Computer Science
Locul publicării:Cham, Switzerland
ISBN-10: 3031395387
Ilustrații: X, 198 p. 68 illus., 60 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.3 kg
Ediția:1st ed. 2023
Editura: Springer Nature Switzerland
Colecția Springer
Seria Lecture Notes in Computer Science
Locul publicării:Cham, Switzerland
Cuprins
Do Tissue Source Sites leave identifiable Signatures in Whole Slide Images beyond staining?.- Explaining Multiclass Classifiers with Categorical Values: A Case Study in Radiography.- Privacy-preserving machine learning for healthcare: open challenges and future perspectives.- Self-Supervised Predictive Coding with Multimodal Fusion for Patient Deterioration Prediction in Fine-grained Time Resolution. Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants. Isabel Chien, Javier Gonzalez Hernandez, Richard E Turner.- CGXplain: Rule-Based Deep Neural Network Explanations Using Dual Linear Programs.- ExBEHRT: Extended Transformer for Electronic Health Records.- Stasis: Reinforcement Learning Simulators for Human-Centric Real-World Environments. Cross-domain Microscopy Cell Counting by Disentangled Transfer Learning.- Post-hoc Saliency Methods Fail to Capture Latent Feature Importance in Time Series Data.- Enhancing Healthcare Model Trustworthiness through Theoretically Guaranteed One-Hidden-Layer CNN Purification.- A Kernel Density Estimation based Quality Metric for Quality Assessment of Obstetric Ultrasound Video.- Learn2Agree: Fitting with Multiple Annotators without Objective Ground Truth.- Conformal Prediction Masks: Visualizing Uncertainty in Medical Imaging.- Why Deep Surgical Models Fail?: Revisiting Surgical Action Triplet Recognition through the Lens of Robustness.- Geometry-Based end-to-end Segmentation of Coronary artery ib Computed Tomography Angiograph.