Artificial Intelligence Applications and Innovations : 17th IFIP WG 12.5 International Conference, AIAI 2021, Hersonissos, Crete, Greece, June 25-27, 2021, Proceedings / edited by Ilias Maglogiannis, John Macintyre, Lazaros Iliadis.

Format:

Book

Contributor:

Maglogiannis, Ilias., Editor.

Macintyre, John, Editor.

Iliadis, Lazaros., Editor.

SpringerLink (Online service)

Series:

Computer Science (SpringerNature-11645)

IFIP advances in information and communication technology 1868-422X ; 627

IFIP Advances in Information and Communication Technology, 1868-422X ; 627

Language:

English

Subjects (All):

Artificial intelligence.

Application software.

Computer networks.

Database management.

Computer vision.

Artificial Intelligence.

Computer and Information Systems Applications.

Computer Communication Networks.

Database Management.

Computer Vision.

Local Subjects:

Artificial Intelligence.

Computer and Information Systems Applications.

Computer Communication Networks.

Database Management.

Computer Vision.

Physical Description:

1 online resource (XXXIII, 795 pages) : 284 illustrations, 223 illustrations in color.

Edition:

1st ed. 2021.

Contained In:

Springer Nature eBook

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2021.

System Details:

text file PDF

Summary:

This book constitutes the refereed proceedings of the 17th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2021, held virtually and in Hersonissos, Crete, Greece, in June 2021. The 50 full papers and 11 short papers presented were carefully reviewed and selected from 113 submissions. They cover a broad range of topics related to technical, legal, and ethical aspects of artificial intelligence systems and their applications and are organized in the following sections: adaptive modeling/ neuroscience; AI in biomedical applications; AI impacts/ big data; automated machine learning; autonomous agents; clustering; convolutional NN; data mining/ word counts; deep learning; fuzzy modeling; hyperdimensional computing; Internet of Things/ Internet of energy; machine learning; multi-agent systems; natural language; recommendation systems; sentiment analysis; and smart blockchain applications/ cybersecurity. Chapter "Improving the Flexibility of Production Scheduling in Flat Steel Production Through Standard and AI-based Approaches: Challenges and Perspective" is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Contents:

Adaptive Modeling, Neuroscience

'If Only I Would Have Done That...': A Controlled Adaptive Network Model for Learning by Counterfactual Thinking

A Computational Model for the Second-Order Adaptive Causal Relationships between Anxiety, Stress and Physical Exercise

AI in Biomedical Applications

ebioMelDB: Multi-modal database for melanoma and its application on estimating patient prognosis

Improved Biomedical Entity Recognition via longer context modelling

Scalable NPairLoss-based Deep-ECG for ECG Verification

A Comparative Study of Embedded Feature Selection Methods on Microarray data

AI Impacts/Big Data

The AI4Media project: Use of Next-generation Artificial Intelligence Technologies for Media Sector Applications

Regression Predictive Model to analyze Big Data Analytics in Supply Chain Management

Automated Machine Learning

An Automated Machine Learning Approach for Predicting Chemical Laboratory Material Consumption

An Ontology-Based Concept for Meta AutoML

Object Migration Automata for Non-Equal Partitioning Problems with Known Partition Sizes

Autonomous Agents

Enhanced Security Framework for Enabling Facial Recognition in Autonomous Shuttles Public Transportation during COVID-19

Evaluating Task-General Resilience Mechanisms in a Multi-Robot Team Task

Clustering

A Multi-View Clustering Approach for Analysis of Streaming Data

Efficient Approaches for Density-Based Spatial Clustering of Applications with Noise

Self-organizing maps for optimized robotic trajectory planning applied to surface coating

Convolutional Neural Networks

An autoencoder convolutional neural network framework for Sarcopenia detection based on multi-frame ultrasound image slices

Automatic Classification of XCT Images in Manufacturing

Cross-lingual Approaches for Task-specific Dialogue ActRecognition

Just-in-time Biomass Yield Estimation with Multi-Modal Data and Variable Patch Training Size

Robustness testing of AI systems: A case study for traffic sign recognition

Data Mining/ Word Counts

BIBLIOBICLUSTER: A bicluster algorithm for Bibliometrics

Topic identification via human interpretation of word clouds: The case of Instagram hashtags

Deep Learning

A Comparative Study of Deep Learning Techniques for Financial Indices Prediction

An Effective Loss Function for Generating 3D Models from Single 2D Image without Rendering

Collaborative Edge-Cloud Computing for Personalized Fall Detection

Deep Dense and Convolutional Autoencoders for Machine Acoustic Anomaly Detection

Neural Network Compression Through Shunt Connections and Knowledge Distillation for Semantic Segmentation Problems

System-wide anomaly detection of industrial control systems via deep learning and correlation analysis

Verification of Size Invariance in DNN Activations using Concept Embeddings

Artificial Intelligence in Music Composition

Deep Learning and AI for Optimization in 5G Technology

Fuzzy Modeling

Intuitionistic Fuzzy Neural Network for Time Series Forecasting - The Case of Metal Prices

Hyperdimensional Computing

PQ-HDC: Projection-based Quantization Scheme for Flexible and Efficient Hyperdimensional Computing

Hyperdimensional Computing with Learnable Projection for User Adaptation Framework

Internet of Things/Internet of Energy

"SAVE" - an Integrated Approach of Personal and Home Safety for Active Assisted Living

BEMS in the Era of Internet of Energy: A Review

Machine Learning

A Survey of Methods for Detection and Correction of Noisy Labels in Time Series Data

An automated tool to support an intelligence learner management system using Learning Analytics and Machine Learning

Classification of Point Clouds with Neural Networks and Continuum-Type Memories

Cyber Supply Chain Threat Analysis and Prediction using Machine Learning and Ontology

Intelligent Techniques and Hybrid Systems Experiments Using the Acumen Modeling and Simulation Environment

Predicting CO2 Emissions for Buildings Using Regression and Classification

Robust Pose Estimation Based on Maximum Correntropy Criterion

The Generative Adversarial Random Neural Network

Using Machine Learning Methods to Predict Subscriber Churn of a Web-based Drug Information Platform

Analysis and Prediction for House Sales Price Using a Hybrid Machine Learning Approach

Multi Agent Systems

Dynamic Plume Tracking Utilizing Symbiotic Heterogeneous Remote Sensing Platforms

Improving the flexibility of production scheduling in flat steel production through standard and AI-based approaches: challenges and perspectives

Natural Language

A comparative assessment of state-of-the-art methods for multilingual unsupervised keyphrase extraction

An Approach Utilizing Linguistic Features for Fake News Detection

CEA-TM: A Customer Experience Analysis framework based on Contextual-aware Topic Modeling approach

Machine Learning Meets Natural Language Processing - The story so far

SemAI: A Novel Approach for Achieving Enhanced Semantic Interoperability in Public Policies

Recommendation Systems

Optimization of Multi-Stakeholder Recommender Systems for Diversity and Coverage

Recommending Database Architectures For Social Queries: A Twitter Case Study

Science4Fashion: An Autonomous Recommendation System for Fashion Designers

Sentiment Analysis

A two-step optimised BERT-based NLP algorithm for extracting sentiment from financial news

Learning Sentiment-aware Trading Strategies for Bitcoin leveraging Deep Learning-based Financial News Analysis

Smart Blockchain Applications/ Cybersecurity

Federated Blockchained Supply Chain Management: A CyberSecurity and Privacy Framework

Validation and Verification for Data Marketplaces.

Other Format:

Printed edition:

ISBN:

978-3-030-79150-6

9783030791506

Access Restriction:

Restricted for use by site license.