Artificial Intelligence Applications and Innovations

Name: Artificial Intelligence Applications and Innovations | AIAI 2019 IFIP WG 12.5 International Workshops: MHDW and 5G-PINE 2019, Hersonissos, Crete, Greece, May 24-26, 2019, Proceedings
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AIAI 2019 IFIP WG 12.5 International Workshops: MHDW and 5G-PINE 2019, Hersonissos, Crete, Greece, May 24-26, 2019, Proceedings

John MacIntyre Ilias Maglogiannis Lazaros Iliadis Elias Pimenidis(Herausgeber*in)

Springer (Verlag)

Erschienen am 15. Mai 2019

XIII, 244 Seiten

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Inhalt

Intro
Preface
AIAI 2019 Workshops
Organization
Contents
4th Workshop on "5G-Putting Intelligence to the Network Edge" (5G-PINE 2019)
Preface
4th Workshop on 5G-Putting Intelligence to the Network Edge (5G-PINE 2019)
Organization
4th Workshop on 5G-Putting Intelligence to the Network Edge (5G-PINE 2019)
Program Chairs
Program Committee
A Cloud-Based Architecture for Video Services in Crowd Events
Abstract
1 Introduction
2 Use Case Description
3 Architectural Components
3.1 Hotspot LTE eMBMS
3.2 Edge Video Orchestrator and Distributor
3.3 Radio Access and Small Cells
3.4 User Equipment
3.5 Main Data Center
4 Cloud Testbed
4.1 NCSR "Demokritos" (NCSRD) Campus
4.2 OTE Testbed
4.3 Egaleo Stadium
5 Discussion
Acknowledgements
References
A New Self-planning Methodology Based on Signal Quality and User Traffic in Wi-Fi Networks
Abstract
1 Introduction
2 Proposed Self-planning Methodology
3 AP Relocation Algorithm
4 Performance Evaluation
5 Conclusions
Acknowledgements
References
Enhanced Mobile Broadband as Enabler for 5G: Actions from the Framework of the 5G-DRIVE Project
Abstract
1 Introduction
2 Enhanced Mobile Broadband as Fundamental Enabler of the "First Phase of 5G"
3 eMBB Within the Context of the 5G-DRIVE Project
3.1 eMBB Trials Scenarios in the 5G-DRIVE Framework
3.2 KPIs for the Assessment of the eMBB Trials
4 Conclusion
Acknowledgments
References
Inclusion of Telemetry and Data Analytics in the Context of the 5G ESSENCE Architectural Approach
Abstract
1 Introduction
2 Telemetry and Analytics in the 5G Ecosystem
3 Telemetry, Analytics and Orchestration Framework in the Revised 5G ESSENCE Architecture
3.1 Telemetry Module
3.2 Analytics Module and Orchestration Module
4 Conclusion
Acknowledgments
References
A Framework to Support the Role of Telecommunication Service Providers in Evolving 5G Business Models
Abstract
1 Introduction
2 Business Roles in the 5G Ecosystem
3 MATILDA Framework and Users
3.1 MATILDA Solution
3.2 MATILDA Framework Users and Interactions
4 MATILDA Value Proposition Analysis for Telecommunication Service Providers
5 Discussion
Acknowledgements
References
Orchestration of Mission-Critical Services over an NFV Architecture
Abstract
1 Introduction
2 Related Work
3 Deployment of Mission Critical Push-to-Talk over an NFV Architecture
3.1 Platform Specifications
3.2 Service Specifications
4 Validation Scenario
5 Monitoring and Orchestration
6 Conclusions and Future Work
Acknowledgements
References
Testbeds for the Implementation of 5G in the European Union: The Innovative Case of the 5G-DRIVE Project
Abstract
1 Introduction
2 Actions for Tests-Trials at EU Level Towards the 5G Promotion
3 The Context of the 5G-DRIVE Project
4 Conclusion
Acknowledgments
References
A Techno-Economic Analysis of Employing a Central Coordinator Entity in 5G Networks
Abstract
1 Introduction
2 COHERENT Architecture and C3 Entity
3 Techno-Economic Analysis
3.1 Financial Model
3.2 C3 Producer
3.3 Operator
4 Results
5 Conclusion
Acknowledgments
References
Trustworthy AI for 5G: Telco Experience and Impact in the 5G ESSENCE
Abstract
1 Introduction
2 Approaches for Realizing Trustworthy AI for 5G Solutions
3 AI Packed Approach to 5G Business Case
4 The 5G ESSENCE Solution
5 Conclusion
Acknowledgements
References
Regulatory Considerations in the 5G Era: The 5GCity Neutral Host Case
Abstract
1 5G and the Need for Densification
2 Regulatory Considerations in the 5G Era
2.1 Network Equipment Certification and Permits
2.2 Site Availability
2.3 Electrical Power
2.4 Access to Public Furniture and Fiber Networks
2.5 Spectrum
2.6 Radiation
3 Spectrum Auction in Italy and the NH Model
4 Neutral Host-Specific Regulatory Considerations
4.1 Ensure Neutrality
4.2 No Retail Services
4.3 Price Regulation
4.4 Spectrum Ownership
4.5 Stakeholders Opinion About NH Regulatory Considerations
5 Conclusions
Acknowledgement
References
8th Mining Humanistic Data Workshop (MHDW 2019)
Preface
8th Mining Humanistic Data Workshop (MHDW 2019)
Organization
8th Mining Humanistic Data Workshop (MHDW 2019)
Steering Committee
Program Chairs
Program Committee
An Approach for Domain-Specific Design Pattern Identification Based on Domain Ontology
Abstract
1 Introduction
2 Related Work and Contribution
3 The Approach
3.1 Identification of Recurrent Patterns in Domain-Specific Designs
3.1.1 Evaluation Based on Domain Ontology
3.1.2 Evaluation Based on Consistent Use and Effectiveness
4 Conclusions and Future Work
References
Pre-processing Framework for Twitter Sentiment Classification
1 Introduction
2 Related Work
3 Tools and Environment
3.1 Twitter
3.2 Publications Mining Tools
3.3 Pre-processing Scheme
3.4 Features
3.5 Topic Modeling
4 Evaluation
5 Conclusions and Future Work
References
Computing Long Sequences of Consecutive Fibonacci Integers with TensorFlow
1 Introduction
2 Previous Work
3 Fibonacci Numbers
4 TensorFlow Implementation
5 Conclusions and Future Work
References
Employing Constrained Neural Networks for Forecasting New Product's Sales Increase
1 Introduction
2 Related Work
3 Weight-Constrained Neural Networks
4 Dataset
5 Experimental Results
5.1 Performance Evaluation of Weight-Constrained Neural Networks Against Classical Neural Networks
5.2 Performance Evaluation of Weight-Constrained Neural Networks Against State-of-the-Art Machine Learning Algorithms
6 Conclusions
References
Language Processing for Predicting Suicidal Tendencies: A Case Study in Greek Poetry
1 Introduction
2 Data Collection
3 Feature Description
3.1 Vocabulary Features
3.2 Morphosyntactic Features
3.3 Semantic Class Features
4 Prediction Results
5 Discussion
6 Conclusion and Future Work
References
Recognition of Urban Sound Events Using Deep Context-Aware Feature Extractors and Handcrafted Features
1 Introduction
2 General Scheme
3 Audio Classification Based on Handcrafted Audio Features
4 Context-Aware Deep Learning
4.1 Convolutional Neural Networks
4.2 Context-Aware Deep Audio Feature Extractors
5 Experimental Evaluation
5.1 Sound Event Datasets
5.2 Experimental Results
6 Conclusions
References
Studying the Spatialities of Short-Term Rentals' Sprawl in the Urban Fabric: The Case of Airbnb in Athens, Greece
1 Introduction
2 The Spatialities of Short-Term Rentals
3 The Impact on Long-Term Rentals
4 The Case of Athens, Greece
4.1 Data
4.2 Discussion
5 Conclusions
References
A Brief Overview of Dead-Zone Pattern Matching Algorithms
1 Introduction and Related Work
2 Mathematical Preliminaries
3 The Problem and a First Algorithm
4 A More Deterministic Algorithm
5 Reusing Match Information
5.1 Range Predicate Strengthening
6 Choosing j from the Live Zone
6.1 Minimal Element-Towards the Classical Boyer-Moore Algorithm
6.2 Recursion
7 Conclusions
References
On the Cyclic Regularities of Strings
1 Introduction and Related Work
2 Preliminaries
3 Computing k-cyclic Periodicity
4 Computing All Cyclic Periodicities
5 Computing Maximal Local k-cyclic Periodicity
6 Computing k'-cyclic Coverability
7 Computing All Cyclic Coverability
8 Conclusions and Open Problems
References
Paid Crowdsourcing, Low Income Contributors, and Subjectivity
1 Introduction
2 Task
3 Quality of Workers and Contributions
4 Testing the Hypothesis
5 Conclusion
References
Predicting Secondary Structure for Human Proteins Based on Chou-Fasman Method
1 Introduction
2 Background Topics
2.1 Homology Modeling
2.2 Protein Fold Recognition
3 Prediction Tools and Methods
3.1 Secondary Structure Prediction
3.2 Chou-Fasman Method
4 Experimental Methodology
5 Conclusions and Future References
References
Author Index

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