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Computational Science – ICCS 2022

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Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Neuroevolutionary Feature Representations for Causal Inference
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    Chapter 2 Compiling Linear Algebra Expressions into Efficient Code
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    Chapter 3 Interval Modification of the Fast PIES in Solving 2D Potential BVPs with Uncertainly Defined Polygonal Boundary Shape
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    Chapter 4 Validation and Optimisation of Player Motion Models in Football
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    Chapter 5 Auto-scaling of Scientific Workflows in Kubernetes
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    Chapter 6 Transfer Learning Based Natural Scene Classification for Scene Understanding by Intelligent Machines
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    Chapter 7 Devulgarization of Polish Texts Using Pre-trained Language Models
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    Chapter 8 Data-Driven Discovery of Time Fractional Differential Equations
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    Chapter 9 Wide Ensembles of Neural Networks in Music Genre Classification
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    Chapter 10 MultiEmo: Language-Agnostic Sentiment Analysis
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    Chapter 11 Particle Swarm Optimization Configures the Route Minimization Algorithm
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    Chapter 12 Practical Aspects of Zero-Shot Learning
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    Chapter 13 A Hypothetical Agent-Based Model Inspired by the Abstraction of Solitary Behavior in Tigers and Its Employment as a Chain Code for Compression
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    Chapter 14 Analyzing the Usefulness of Public Web Camera Video Sequences for Calibrating and Validating Pedestrian Dynamics Models
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    Chapter 15 A Highly Customizable Information Visualization Framework
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    Chapter 16 Incremental Dynamic Analysis and Fragility Assessment of Buildings with Different Structural Arrangements Experiencing Earthquake-Induced Structural Pounding
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    Chapter 17 PIES with Trimmed Surfaces for Solving Elastoplastic Boundary Problems
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    Chapter 18 Linear Computational Cost Implicit Variational Splitting Solver with Non-regular Material Data for Parabolic Problems
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    Chapter 19 A Hadamard Matrix-Based Algorithm to Evaluate the Strength of Binary Sequences
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    Chapter 20 Private and Public Opinions in a Model Based on the Total Dissonance Function: A Simulation Study
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    Chapter 21 Analysis of Public Transport (in)accessibility and Land-Use Pattern in Different Areas in Singapore
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    Chapter 22 Pseudo-Newton Method with Fractional Order Derivatives
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    Chapter 23 An Energy Aware Clustering Scheme for 5G-Enabled Edge Computing Based IoMT Framework
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    Chapter 24 A Framework for Network Self-evolving Based on Distributed Swarm Intelligence
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    Chapter 25 Investigating an Optimal Computational Strategy to Retrofit Buildings with Implementing Viscous Dampers
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    Chapter 26 ARIMA Feature-Based Approach to Time Series Classification
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    Chapter 27 A Note on Adjoint Linear Algebra
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    Chapter 28 Approximate Function Classification
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    Chapter 29 Acceleration of Optimized Coarse-Grid Operators by Spatial Redistribution for Multigrid Reduction in Time
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    Chapter 30 Networks Clustering-Based Approach for Search of Reservoirs-Analogues
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    Chapter 31 KP01 Solved by an n-Dimensional Sampling and Clustering Heuristic
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    Chapter 32 A Deep Neural Network as a TABU Support in Solving LABS Problem
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    Chapter 33 Classification and Generation of Derivational Morpho-semantic Relations for Polish Language
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    Chapter 34 On the Explanation of AI-Based Student Success Prediction
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    Chapter 35 The Importance of Scaling for an Agent Based Model: An Illustrative Case Study with COVID-19 in Zimbabwe
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    Chapter 36 Phase-Field Modelling of Brittle Fracture Using Time-Series Forecasting
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    Chapter 37 Calculation of Cross-correlation Function Accelerated by Tensor Cores with TensorFloat-32 Precision on Ampere GPU
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    Chapter 38 Developing an ELM Ecosystem Dynamics Model on GPU with OpenACC
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    Chapter 39 Optimization-Free Inverse Design of High-Dimensional Nanoparticle Electrocatalysts Using Multi-target Machine Learning
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    Chapter 40 CNNs with Compact Activation Function
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    Chapter 41 Deep Neural Networks and Smooth Approximation of PDEs
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    Chapter 42 Isogeometric Analysis of Bound States of a Quantum Three-Body Problem in 1D
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    Chapter 43 1D Painless Multi-level Automatic Goal-Oriented h and  p Adaptive Strategies Using a Pseudo-Dual Operator
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    Chapter 44 Transfer Learning Approach to Prediction of Rate of Penetration in Drilling
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    Chapter 45 Physics Informed RNN-DCT Networks for Time-Dependent Partial Differential Equations
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    Chapter 46 Recursive Singular Value Decomposition Compression of Refined Isogeometric Analysis Matrices as a Tool to Speedup Iterative Solvers Performance
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    Chapter 47 Neural-Network Based Adaptation of Variation Operators’ Parameters for Metaheuristics
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    Chapter 48 Performance of Computing Hash-Codes with Chaotically-Trained Artificial Neural Networks
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    Chapter 49 Application of the Hierarchic Memetic Strategy HMS in Neuroevolution
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    Chapter 50 CXR-FL: Deep Learning-Based Chest X-ray Image Analysis Using Federated Learning
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    Chapter 51 POTHER: Patch-Voted Deep Learning-Based Chest X-ray Bias Analysis for COVID-19 Detection
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    Chapter 52 Modeling Contrast Perfusion and Adsorption Phenomena in the Human Left Ventricle
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    Chapter 53 Dense Temporal Subgraphs in Protein-Protein Interaction Networks
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    Chapter 54 Accelerating Edge Metagenomic Analysis with Serverless-Based Cloud Offloading
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    Chapter 55 Continuous-to-Continuous Data Model vs. Discrete-to-Discrete Data Model for the Statistical Iterative Reconstruction Method
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    Chapter 56 Musculoskeletal Model of Human Lower Limbs in Gait Simulation
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    Chapter 57 Tissue Damage Control Algorithm for Hyperthermia Based Cancer Treatments
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    Chapter 58 Resting-State EEG Classification for PNES Diagnosis
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    Chapter 59 Machine Learning Approaches in Inflammatory Bowel Disease
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    Chapter 60 A Machine Learning Framework for Fetal Arrhythmia Detection via Single ECG Electrode
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    Chapter 61 Consensus Algorithm for Bi-clustering Analysis
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    Chapter 62 Collective of Base Classifiers for Mining Imbalanced Data
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    Chapter 63 Impact of Clustering on a Synthetic Instance Generation in Imbalanced Data Streams Classification
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    Chapter 64 Enhancing Decision Combination in Classifier Committee via Positional Voting
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    Chapter 65 Competition and Cooperation Mechanisms for Collective Behavior in Large Multi-agent Systems
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    Chapter 66 Divergence of an Observed User Profile and a Simulated Real State of User Due to Social Communication
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    Chapter 67 Temporal-Attribute Inference Using Dynamic Bayesian Networks
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    Chapter 68 Fuzzy Logic Framework for Ontology Instance Alignment
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    Chapter 69 Neuro-Symbolic Models for Sentiment Analysis
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    Chapter 70 A Unified Sense Inventory for Word Sense Disambiguation in Polish
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    Chapter 71 Sentence-level Sentiment Analysis Using GCN on Contextualized Word Representations
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    Chapter 72 Machine Learning for Bus Travel Prediction
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    Chapter 73 Prediction of Ether Prices Using DeepAR and Probabilistic Forecasting
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    Chapter 74 Purchasing Decisions on Alternative Fuel Vehicles Within an Agent-Based Model
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Title
Computational Science – ICCS 2022
Published by
Springer International Publishing, June 2022
DOI 10.1007/978-3-031-08754-7
ISBNs
978-3-03-108753-0, 978-3-03-108754-7
Editors

Groen, Derek, de Mulatier, Clélia, Paszynski, Maciej, Krzhizhanovskaya, Valeria V., Dongarra, Jack J., Sloot, Peter M. A.

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