Artificial Intelligence Applications and Innovations

Name: Artificial Intelligence Applications and Innovations | AIAI 2018 IFIP WG 12.5 International Workshops, SEDSEAL, 5G-PINE, MHDW, and HEALTHIOT, Rhodes, Greece, May 25-27, 2018, Proceedings
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AIAI 2018 IFIP WG 12.5 International Workshops, SEDSEAL, 5G-PINE, MHDW, and HEALTHIOT, Rhodes, Greece, May 25-27, 2018, Proceedings

Lazaros Iliadis Ilias Maglogiannis Vassilis Plagianakos(Herausgeber*in)

Springer (Verlag)

Erschienen am 21. Mai 2018

XXVII, 276 Seiten

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978-3-319-92016-0 (ISBN)

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Inhalt

Intro
Preface
Preface to SEDSEAL 2018
Organization
Preface to 5G-PINE 2018
Organization
Preface to MHD 2018
Organization
Preface to HealthIoT 2018
Organization
Contents
SEDSEAL
Semantic Models for Labeling Spectrum Data
Abstract
1 Introduction
2 Spectrum Measurements
2.1 Analysis with Spectrograms
3 Public Safety Background and Related Work
4 Approach and Case Study
4.1 Case Study
5 Conclusion and Future Work
References
Towards Big Data Analytics in Large-Scale Federations of Semantically Heterogeneous IoT Platforms
1 Introduction
2 Background
2.1 Big Data Analytics
2.2 Semantic Interoperability
3 The ACTIVAGE Data Analytics Architecture
3.1 Semantic Interoperability Layer
3.2 Data Lake
3.3 Data Analytics and Information Visualization
4 Preliminary Evaluation
5 Conclusion and Next Steps
References
5G-PINE
On Edge Cloud Architecture and Joint Physical Virtual Resource Orchestration for SDN/NFV
1 Introduction
2 State of the Art
3 Edge Cloud Architecture and Resource Orchestration
3.1 Physical Architecture and Virtualization Stack
3.2 Scheduler and Orchestrator Architecture
4 Evaluation
5 Conclusion
References
Use Cases for 5G Networks Using Small Cells
Abstract
1 Introduction
2 5G Edge Network Acceleration at a Stadium
2.1 Overall Description
2.2 Actors Involved
2.3 Deployment Topology
3 5G E2E Slicing for Mission Critical Applications
3.1 Overall Description
3.2 Actors Involved
3.3 Deployment Topology
4 5G In-flight Communications and Entertainment System
4.1 Overall Description
4.2 Actors Involved
4.3 Deployment Topology
5 Discussion
Acknowledgements
References
Enhancing Network Management via NFV, MEC, Cloud Computing and Cognitive Features: The "5G ESSENC ...
Abstract
1 Introduction: The 5G ESSENCE Context in the 5G Era
2 The 5G ESSENCE Ecosystem as "Enabler" for Service Deployment
3 The Fundamental 5G ESSENCE Architectural Context
4 Overview and Concluding Remarks
Acknowledgments
References
e-Health Services in the Context of IoT: The Case of the VICINITY Project
Abstract
1 Introduction
2 VICINITY Concept and Approach
3 VICINITY e-Health Scenario
4 Conclusion
Acknowledgments
References
Are 5G Networks and the Neutral Host Model the Solution to the Shrinking Telecom Market
Abstract
1 Introduction
2 Status of Today's Telecom Market
3 The Future of Telecom Networks - Involved Actors
4 Mandatory Changes in Operators' Business Models
4.1 Network Operators to Exploit Their Strong Position as Network Owners
4.2 Networks Operators to Get Closer to Clients' Needs
4.3 Required Investments
5 The Role of Neutral Host in 5G Networks - Potential Risks
6 Conclusions
Acknowledgment
References
An Experimental Assessment of Channel Selection in Cognitive Radio Networks
Abstract
1 Introduction
2 The IRIS Testbed
3 Experimenting Channel Selection Functionality Using the IRIS Testbed
3.1 Learning Interference Characterisation
3.2 Channel Selection
4 Results
4.1 Algorithm 1: Supervised Classification-Based Channel Selection
4.2 Algorithm 2: Q-Learning-Based Channel Selection
4.3 Algorithm 3: Game Theory-Based Channel Selection
5 Conclusions
Acknowledgements
References
Space/Time Traffic Fluctuations in a Cellular Network: Measurements' Analysis and Potential Applica ...
Abstract
1 Introduction
2 Analysis of Traffic Measurements in Time
3 Analysis of Traffic Measurements in Time and Space
3.1 Case Study #1
3.2 Case Study #2
3.3 Case Study #3
3.4 Case Study #4
4 Conclusions
Acknowledgements
References
MHDW
Detecting Question Intention Using a K-Nearest Neighbor Based Approach
1 Introduction
2 Related Work
3 Proposed Approach
3.1 Question Types
3.2 Question Types Syntactical Patterns
3.3 Framework
4 Experimental Evaluation
5 Conclusions
References
Incremental Learning for Large Scale Classification Systems
1 Introduction
2 Related Work
2.1 Distributed Computing
2.2 MapReduce Model
3 Classification Models
3.1 Decision Trees
3.2 Random Forest
3.3 Logistic Regression
3.4 One-Vs-Rest
3.5 Multilayer Perceptron
4 Implementation
4.1 Analysis Cases
5 Evaluation
6 Conclusions and Future Work
References
Argumentative Discourse Concepts as Revealed by Traversing a Graph
1 Introduction
1.1 Motivation and Contribution
2 Argumentation Concepts
3 Neo4j Graph Database
4 Proposed Schema
4.1 Nodes
4.2 Relationships
4.3 Example
5 Roadmap
6 Conclusions and Future Work
References
Query Disambiguation Based on Clustering Techniques
Abstract
1 Introduction
2 Related Work
3 Outline of the Approach
4 Language Model Processing of Documents
4.1 Document Representation
4.2 Language Model for Internal Scoring of Documents in a Cluster
5 Clustering
5.1 Containment
5.2 Containment Based Clustering
6 Query Processing
7 Ranking
8 Experimental Evaluation
9 Conclusions
References
Automatic Selection of Parallel Data for Machine Translation
Abstract
1 Introduction
2 Experimental Setup
2.1 Corpus
2.2 Annotation
2.3 Features
2.4 Results
3 Conclusions and Future Work
References
The Biomolecular Computation Paradigm: A Survey in Massive Biological Computation
1 Introduction
2 Previous Work
3 Paradigm Notions
3.1 Definition
3.2 Abstract DNA Operations
4 TSP
5 Parallelism
6 Error Free Computations
6.1 Overview
6.2 Encoding
6.3 Trials
7 Volume Considerations
8 Conclusions
References
How Much Different Are Two Words with Different Shortest Periods
1 Introduction
2 Preliminaries
3 Exact Values for Small n
4 Bounds for Dp,q(n) for Arbitrary n
5 Conclusions
References
Non-coding RNA Sequences Identification and Classification Using a Multi-class and Multi-label Ensem ...
Abstract
1 Introduction
2 Materials and Methods
3 Experimental Results
4 Discussion
References
A Multi-metric Algorithm for Hierarchical Clustering of Same-Length Protein Sequences
Abstract
1 Introduction
2 Methodology
2.1 Binary Tree Construction
2.2 Software Implementation
3 Results
4 Discussion
Acknowledgments
References
Towards String Sanitization
1 Introduction
2 Related Work
3 Background and Problem Definition
3.1 Background
3.2 Problem Definition
4 String Sanitization Algorithm
4.1 Aho-Corasick Algorithm
4.2 SetsIntersection Algorithm
4.3 SanitizeClusters Algorithm
4.4 SSA Algorithm
4.5 Example of Applying SSA
5 Experimental Evaluation
6 Conclusion and Future Work
References
Efficient Recognition of Abelian Palindromic Factors and Associated Results
1 Introduction
2 Preliminaries
2.1 Basic Terminology
2.2 Abelian Palindromes
3 Tools
3.1 Initial Observations
3.2 Prefix Parity Integer Array
3.3 Rightmost Array
4 Algorithms
4.1 Abelian Palindromic Factor Recognition
4.2 Abelian Palindromic Array Algorithm
5 Conclusion
6 Pseudocode
References
HEALTHIOT
Recommender Systems for IoT Enabled m-Health Applications
1 Introduction
2 Related Work
3 Example Domain: Quantified-Self
4 Recommendation Systems in Quantified-Self
4.1 Use Case - 1: Virtual Coach
4.2 Use Case - 2: Virtual Nurse
5 Conclusions and Future Work
References
A Smart-Home IoT Infrastructure for the Support of Independent Living of Older Adults
Abstract
1 Introduction
2 Related Work
3 Proposed Solution
3.1 The Perception Layer
3.2 The Gateway Layer
3.3 The Cloud Layer
4 Conclusion
Acknowledgement
References
A Generic Approach for Capturing Reliability in Medical Cyber-Physical Systems
Abstract
1 Introduction
2 Related Work
2.1 Medical CPS
2.2 Applications of Medical CPS
2.3 Reliability in Medical CPS
3 Proposed Approach
4 Conclusions
Acknowledgements
References
Advancing Quantified-Self Applications Utilizing Visual Data Analytics and the Internet of Things
Abstract
1 Introduction
2 Related Work
3 System Architecture
3.1 IoT Sensors Integration
3.2 Data Management
3.3 Data Analytics
3.4 Quantified-Self Web Application
4 Experimentation
5 Discussion and Conclusions
Acknowledgements
References
Author Index

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