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Machine Learning for Brain Disorders
Published 2023Table of Contents: “…A Non-Technical Introduction to Machine Learning -- Classic Machine Learning Methods -- Deep Learning: Basics and Convolutional Neural Networks (CNN) -- Recurrent Neural Networks (RNN) - Architectures, Training Tricks, and Introduction to Influential Research -- Generative Adversarial Networks and Other Generative Models -- Transformers and Visual Transformers -- Clinical Assessment of Brain Disorders -- Neuroimaging in Machine Learning for Brain Disorders -- Electroencephalography and Magnetoencephalography -- Working with Omics Data, An Interdisciplinary Challenge at the Crossroads of Biology and Computer Science -- Electronic Health Records as Source of Research Data -- Mobile Devices, Connected Objects, and Sensors -- Medical Image Segmentation using Deep Learning -- Image Registration: Fundamentals and Recent Advances Based on Deep Learning -- Computer-Aided Diagnosis and Prediction in Brain Disorders -- Subtyping Brain Diseases from Imaging Data -- Data-Driven Disease Progression Modelling -- Computational Pathology for Brain Disorders -- Integration of Multimodal Data -- Evaluating Machine Learning Models and their Diagnostic Value -- Reproducibility in Machine Learning for Medical Imaging -- Interpretability of Machine Learning Methods Applied to Neuroimaging -- A Regulatory Science Perspective on Performance Assessment of Machine Learning Algorithms in Imaging -- Main Existing Datasets for Open Brain Research on Humans -- Machine Learning for Alzheimer's Disease and Related Dementias -- Machine Learning for Parkinson's Disease and Related Disorders -- Machine Learning in Neuroimaging of Epilepsy -- Machine Learning in Multiple Sclerosis -- Machine Learning for Cerebrovascular Disorders -- The Role of Artificial Intelligence in Neuro-Oncology Imaging -- Machine Learning for Neurodevelopmental Disorders -- Machine Learning and BrainImaging for Psychiatric Disorders: New Perspectives.…”
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Electronic eBook -
5359
(Re)theorising More-than-parental Involvement in Early Childhood Education and Care
Published 2023Table of Contents: “…Theory of practice architectures: Parental involvement through sayings, doings, and relatings (Alicja R. …”
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Electronic eBook -
5360
Fundamental Approaches to Software Engineering 21st International Conference, FASE 2018, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 20...
Published 2018Table of Contents: “…Model-Based Software Development -- A Formal Framework for Incremental Model Slicing -- Multiple Model Synchronization with Multiary Delta Lenses -- Controlling the Attack Surface of Object-Oriented Refactorings -- Efficient Analysis of Attack Trees: a Model-Driven Approach -- Distributed Program and System Analysis -- ROLA: A New Distributed Transaction Protocol and Its Formal Analysis -- A Process Network Model for Reactive Streaming Software with Deterministic Task Parallelism -- Distributed Graph Queries for Runtime Monitoring of Cyber-Physical Systems -- EventHandler-based Analysis Framework for Web Apps using Dynamically Collected States -- Software Design and Verification -- Hierarchical Specification and Verification of Architectural Design Patterns -- Supporting Verification-Driven Incremental Distributed Design of Components -- Summarizing Software API Usage Examples using Clustering Techniques -- Fast Computation of Arbitrary Control Dependencies -- Specification and Program Testing -- Iterative Generation of Diverse Models for Testing Specifications of SL Tools -- Optimising Spectrum Based Fault Localisation for Single Fault Programs using Specifications -- TCM: Test Case Mutation to Improve Crash Detection in Android -- CRETE: A Versatile Binary-Level Concolic Testing Framework -- Family-Based Software Development -- Abstract Family-based Model Checking using Modal Featured Transition Systems: Preservation of CTL* -- FPH: Efficient Non-Commutativity Analysis of Feature-Based Systems -- Taming Multi-Variability of Software Product Line Transformations.…”
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Electronic eBook