Artificial Intelligence and Soft Computing: 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I

Voorkant
Leszek Rutkowski, Rafał Scherer, Marcin Korytkowski, Witold Pedrycz, Ryszard Tadeusiewicz, Jacek M. Zurada
Springer Nature, 20 okt. 2020 - 728 pagina's
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The two-volume set LNCS 12415 and 12416 constitutes the refereed proceedings of of the 19th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2020, held in Zakopane, Poland*, in October 2020.
The 112 revised full papers presented were carefully reviewed and selected from 265 submissions. The papers included in the first volume are organized in the following six parts: neural networks and their applications; fuzzy systems and their applications; evolutionary algorithms and their applications; pattern classification; bioinformatics, biometrics and medical applications; artificial intelligence in modeling and simulation.
The papers included in the second volume are organized in the following four parts: computer vision, image and speech analysis; data mining; various problems of artificial intelligence; agent systems, robotics and control.
*The conference was held virtually due to the COVID-19 pandemic.
 

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Inhoudsopgave

A Synergy of Freezing and Dropout A New Learning Strategy of Convolutional Networks
3
A New Algorithm with a Line Search for Feedforward Neural Networks Training
15
Fast Conjugate Gradient Algorithm for Feedforward Neural Networks
27
Comparison of Text Classification Methods for Government Documents
39
An Investigation of Geostationary Satellite Imagery Frame Interpolation for Improved Temporal Resolution
50
Are Direct Links Necessary in Random Vector Functional Link Networks for Regression?
60
Artificial Intelligent Methods for the Location of Vortex Points
71
Optimal Fog Services Placement in SDN IoT Network Using Random Neural Networks and Cognitive Network Map
78
An Empirical Evaluation of Global Fitness Surrogate Models in Evolutionary Computation
387
Automatic Story Generation Based on Graph Model Using Godot Engine
397
Cascade PID Controller Optimization Using Bison Algorithm
406
Optimization of the Values of Classifiers Parameters Is it Still Worthwhile to Deal with it?
417
A PopulationBased Method with Selection of a Search Operator
429
A Markov Process Approach to Redundancy in Genetic Algorithms
445
Fuzzy Control of Exploration and Exploitation TradeOff with OnLine Convergence Rate Estimation in Evolutionary Algorithms
454
An Improved Local Search Genetic Algorithm with Multicrossover for Job Shop Scheduling Problem
464

Building Best Predictive Models Using ML and DL Approaches to Categorize Fashion Clothes
90
Method of Real Time Calculation of Learning Rate Value to Improve Convergence of Neural Network Training
103
Application of an Improved Focal Loss in Vehicle Detection
114
Concept Drift Detection Using Autoencoders in Data Streams Processing
124
Explainable AI for Inspecting Adversarial Attacks on Deep Neural Networks
134
On the Similarity Between Neural Network and Evolutionary Algorithm
147
3D Convolutional Neural Networks for UltrasoundBased Silent Speech Interfaces
159
Deep Recurrent Modelling of Stationary Bitcoin Price Formation Using the Order Flow
170
6D Pose Estimation of TextureLess Objects on RGB Images Using CNNs
180
Application of Neural Networks and Graphical Representations for Musical Genre Classification
193
Deep Learning with Data Augmentation for Fruit Counting
203
Approximation of Fractional Order Dynamic Systems Using Elman GRU and LSTM Neural Networks
215
A LayerWise Information Reinforcement Approach to Improve Learning in Deep Belief Networks
231
Intestinal Parasites Classification Using Deep Belief Networks
242
Speaker Recognition Using SincNet and XVector Fusion
252
Multiobjective Evolution for Convolutional Neural Network Architecture Search
261
Neural Network Subgraphs Correlation with Trained Model Accuracy
271
Weighted Feature Selection Method for Improving Decisions in Milling Process Diagnosis
280
Generative Modeling in Application to Point Cloud Completion
292
491131_1_En_2_PartFrontmatter_OnlinePDF
303
A Numerical Solution of Fully Fuzzy Distribution Problem
304
Nonlinear Fuzzy Modelling of Dynamic Objects with Fuzzy Hybrid Particle Swarm Optimization and Genetic Algorithm
315
Application of Time Series Analysis and Forecasting Methods for Enterprise DecisionManagement
326
Face Recognition with Explanation by Fuzzy Rules and Linguistic Description
338
Redefinition of Intuitionistic Fuzzy TOPSIS Method in the Framework of Evidence Theory
351
Evolutionary Algorithms and Their Applications
361
On the Performance and Complexity of Crossover in Differential Evolution Algorithm
363
Obstacle Avoidance for Drones Based on the SelfOrganizing Migrating Algorithm
376
Signature Partitioning Using Selected PopulationBased Algorithms
480
Pattern Classification
489
Breast Cancer Classification from Histopathological Images Using Transfer Learning and Deep Neural Networks
490
Visualization of Membership Distribution in Strings Using Heat Maps
503
Random Projection in the Presence of Concept Drift in Supervised Environments
514
Brazilian LyricsBased Music Genre Classification Using a BLSTM Network
525
A Comparative Analysis of Feature Selection Methods mRMR and PFI
535
A Mathematical Model for Optimum ErrorReject TradeOff for Learning of Secure Classification Models in the Presence of Label Noise During Train...
547
GridBased Approach to Determining Parameters of the DBSCAN Algorithm
555
Particle Classification Based on Movement Behavior in IPSO Stochastic Model
566
Combination of Active and Random Labeling Strategy in the Nonstationary Data Stream Classification
576
Bioinformatics Biometrics and Medical Applications
586
The Utilization of Different Classifiers to Perform Drug Repositioning in Inclusion Body Myositis Supports the Concept of Biological Invariance
587
Predicting Coronary Artery Calcium Score from Retinal Fundus Photographs Using Convolutional Neural Networks
599
Mesh Geometric Parameters for Modeling Signal Transmission in the Presynaptic Bouton
613
Instance Segmentation of Densely Packed Cells Using a Hybrid Model of UNet and Mask RCNN
626
BlueWhite Veil Classification in Dermoscopy Images of the Skin Lesions Using Convolutional Neural Networks
636
Automatic Generation of Parallel CacheEfficient Code Implementing Zukers RNA Folding
646
Artificial Intelligence in Modeling and Simulation
655
Semantic Classifier Approach to Document Classification
657
A Parallel and Distributed Topological Approach to 3D IC Optimal Layout Design
668
A Multilayered Adaptive Mental Network Model of a Bully Victim
679
Faster Convention Emergence by Avoiding Local Conventions in Reinforcement Social Learning
690
Empirical Mode Decomposition Based Data Augmentation for Time Series Prediction Using NARX Network
702
Ensemble Forecasting of Monthly Electricity Demand Using Pattern SimilarityBased Methods
712
Author Index
724
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