Computational Science – ICCS 2022

Table of Contents

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   Book Overview
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   Chapter 1 Knowledge Discovery in Databases: Comorbidities in Tuberculosis Cases
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   Chapter 2 Noninvasive Estimation of Mean Pulmonary Artery Pressure Using MRI, Computer Models, and Machine Learning
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   Chapter 3 GAN-Based Data Augmentation for Prediction Improvement Using Gene Expression Data in Cancer
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   Chapter 4 National Network for Rare Diseases in Brazil: The Computational Infrastructure and Preliminary Results
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   Chapter 5 Classification of Uterine Fibroids in Ultrasound Images Using Deep Learning Model
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   Chapter 6 Explainable AI with Domain Adapted FastCAM for Endoscopy Images
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   Chapter 7 Sensitivity Analysis of a Model of Lower Limb Haemodynamics
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   Chapter 8 Data Augmentation Techniques to Improve Metabolomic Analysis in Niemann-Pick Type C Disease
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    Chapter 9 Effect of Feature Discretization on Classification Performance of Explainable Scoring-Based Machine Learning Model
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    Chapter 10 Hybrid Modeling for Predicting Inpatient Treatment Outcome: COVID-19 Case
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    Chapter 11 Neural Additive Models for Explainable Heart Attack Prediction
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    Chapter 12 Machine Learning Models for Predicting 30-Day Readmission of Elderly Patients Using Custom Target Encoding Approach
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    Chapter 13 Patient- and Ventilator-Specific Modeling to Drive the Use and Development of 3D Printed Devices for Rapid Ventilator Splitting During the COVID-19 Pandemic
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    Chapter 14 AI Classifications Applied to Neuropsychological Trials in Normal Individuals that Predict Progression to Cognitive Decline
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    Chapter 15 Super-Resolution Convolutional Network for Image Quality Enhancement in Remote Photoplethysmography Based Heart Rate Estimation
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    Chapter 16 A Hybrid Modeling Framework for City-Scale Dynamics of Multi-strain Influenza Epidemics
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    Chapter 17 Numerical Stability of Tangents and Adjoints of Implicit Functions
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    Chapter 18 Analysis of Parameters Distribution of EEG Signals for Five Epileptic Seizure Phases Modeled by Duffing Van Der Pol Oscillator
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    Chapter 19 Multi-criterial Design of Antennas with Tolerance Analysis Using Response-Feature Predictors
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    Chapter 20 Expedited Optimization of Passive Microwave Devices Using Gradient Search and Principal Directions
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    Chapter 21 Approach to Imputation Multivariate Missing Data of Urban Buildings by Chained Equations Based on Geospatial Information
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    Chapter 22 Global Design Optimization of Microwave Circuits Using Response Feature Inverse Surrogates
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    Chapter 23 Classification of Soil Bacteria Based on Machine Learning and Image Processing
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    Chapter 24 Calibration Window Selection Based on Change-Point Detection for Forecasting Electricity Prices
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    Chapter 25 Tackling Air Pollution in Cities with Modelling and Simulation: Remote Group Model Building as an Educational Tool Supporting System Dynamics Modelling
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    Chapter 26 Fast Isogeometric Analysis Simulations of a Process of Air Pollution Removal by Artificially Generated Shock Waves
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    Chapter 27 Automatic Generation of Individual Fuzzy Cognitive Maps from Longitudinal Data
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    Chapter 28 A Simulation Study of the Delayed Effect of Covid-19 Pandemic on Pensions and Welfare of the Elderly: Evidence from Poland
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    Chapter 29 Non-Generic Case of Leap-Frog for Optimal Knots Selection in Fitting Reduced Data
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    Chapter 30 Adaptive Surrogate-Assisted Optimal Sailboat Path Search Using Onboard Computers
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    Chapter 31 Local Search in Selected Crossover Operators
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    Chapter 32 Numerical and Statistical Probability Distribution Transformation for Modeling Traffic in Optical Networks
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    Chapter 33 GPU Accelerated Modelling and Forecasting for Large Time Series
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    Chapter 34 Intersection Representation of Big Data Networks and Triangle Enumeration
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    Chapter 35 Global Surrogate Modeling by Neural Network-Based Model Uncertainty
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    Chapter 36 Analysis of Agricultural and Engineering Systems Using Simulation Decomposition
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    Chapter 37 Neural Network-Based Sequential Global Sensitivity Analysis Algorithm
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    Chapter 38 Development of an Event-Driven System Architecture for Smart Manufacturing
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    Chapter 39 Boundary Geometry Fitting with Bézier Curves in PIES Based on Automatic Differentiation
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    Chapter 40 Partitioning Dense Graphs with Hardware Accelerators
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    Chapter 41 A Taxonomy Guided Method to Identify Metaheuristic Components
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    Chapter 42 Camp Location Selection in Humanitarian Logistics: A Multiobjective Simulation Optimization Approach
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    Chapter 43 A Sparse Matrix Approach for Covering Large Complex Networks by Cliques
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    Chapter 44 DSCAN for Geo-social Team Formation
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    Chapter 45 Data Allocation with Neural Similarity Estimation for Data-Intensive Computing
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    Chapter 46 Your Social Circle Affects Your Interests: Social Influence Enhanced Session-Based Recommendation
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    Chapter 47 Action Recognition in Australian Rules Football Through Deep Learning
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    Chapter 48 SEGP: Stance-Emotion Joint Data Augmentation with Gradual Prompt-Tuning for Stance Detection
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    Chapter 49 Image Features Correlation with the Impression Curve for Automatic Evaluation of the Computer Game Level Design
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    Chapter 50 ACCirO: A System for Analyzing and Digitizing Images of Charts with Circular Objects
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    Chapter 51 Learning Scale-Invariant Object Representations with a Single-Shot Convolutional Generative Model
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    Chapter 52 How to Sort Them? A Network for LEGO Bricks Classification
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    Chapter 53 Novel Photoplethysmographic Signal Analysis via Wavelet Scattering Transform
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    Chapter 54 Convolutional Neural Network Compression via Tensor-Train Decomposition on Permuted Weight Tensor with Automatic Rank Determination
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    Chapter 55 Comparing Explanations from Glass-Box and Black-Box Machine-Learning Models
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    Chapter 56 Virtual Reality Prototype of a Linear Accelerator Simulator for Oncological Radiotherapy Training
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    Chapter 57 A Review of 3D Point Clouds Parameterization Methods
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    Chapter 58 Statistical Prediction of Extreme Events from Small Datasets
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    Chapter 59 Outlier Detection for Categorial Data Using Clustering Algorithms
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    Chapter 60 Augmenting Graph Inductive Learning Model with Topographical Features
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    Chapter 61 Generative Networks Applied to Model Fluid Flows
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    Chapter 62 Towards Social Machine Learning for Natural Disasters