Special Issue Information Special Issue Call for Paper Other Special Issues on this journal Closed Special Issues
Graph-Powered Machine Learning in Future-Generation Computing Systems

Graph-Powered Machine Learning in Future-Generation Computing Systems

Journal
Impact Score 15.18

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Special Issue Information

Submission Deadline: 15-07-2020
Journal Impact Score: 15.18
Journal Name: Future Generation Computer Systems
Publisher: Future Generation Computer Systems

Special Issue Call for Papers

Recent years have witnessed a dramatic increase of graph applications due to advancements in information and communication technologies. In a variety of applications, such as social networks, communication networks, internet of things (IOTs), and human disease networks, graph data contains rich information and exhibits diverse characteristics. Specifically, graph data may come with the node or edge attributes showing the property of an entity or a connection, arise with signed or unsigned edges indicating the positive or negative relationships, form homogenous or heterogeneous information networks modeling different scenarios and settings. Furthermore, in these applications, the graph data is evolving and expanding more and more dynamically. The diverse, dynamic, and large-scale nature of graph data requires different data mining techniques and advanced machine learning methods. Meanwhile, the computing system evolves rapidly and becomes large-scale, collaborative and distributed, with many computing principles proposed such as cloud computing, edge computing and federated learning. Learning from big graph data in future-generation computing systems considers the effectiveness of graph learning, scalability of large-scale computing, privacy preserving under the federated computing setting with multi-source graphs, and graph dynamics in the distributed environment. Today’s researchers have realized that novel graph learning theory, big graph specific platforms, and advanced graph processing techniques are needed. Therefore, a set of research topics such as distributed graph computing, graph stream learning, and graph embedding techniques have emerged, and applications such as graph-based anomaly detection, social recommendation, social influence analytics are becoming important issues for the research community.

Topics of Interest
The topics of interest include, but are not limited to:
· Feature Selection for Graph Data
· Distributed Computing on Big Graphs
· Dynamic and Streaming Graph Learning
· Graph Classification, Clustering, Link Prediction
· Graph Embedding
· Learning from Unattributed/Attributed Networks
· Learning from Unsigned/Signed Networks
· Learning from Homogenous/Heterogeneous Information Networks
· Anomaly Detection in Graph Data
· Sentiment Analysis
· Cyberbullying Detection in Social Networks
· Deep Learning for Graphs
· Graph Based Machine Learning
· Relational Data Analytics
· Social Recommendation
· Knowledge Graph Representation Learning
· Reasoning over Large-scale Knowledge Bases
· Temporal Knowledge Graphs
· Federated Learning with Distributed Graphs
· Social Computing
· Applications of Big Graph Learning

Closed Special Issues

Publisher
Journal Details
Closing date
G2R Score
Artificial Intelligence-of-Things (AIoT): Opportunities, Challenges, and Solutions

Artificial Intelligence-of-Things (AIoT): Opportunities, Challenges, and Solutions

Future Generation Computer Systems
Closing date: 31-08-2021 G2R Score: 15.18
Advances in Intelligent Systems for Online Education

Advances in Intelligent Systems for Online Education

Future Generation Computer Systems
Closing date: 15-05-2021 G2R Score: 15.18
Artificial Intelligence for Cyber Defence and Smart Policing (AICDSP)

Artificial Intelligence for Cyber Defence and Smart Policing (AICDSP)

Future Generation Computer Systems
Closing date: 30-04-2021 G2R Score: 15.18
Future-Generation Personality Prediction From Digital Footprints

Future-Generation Personality Prediction From Digital Footprints

Future Generation Computer Systems
Closing date: 15-02-2021 G2R Score: 15.18
Senti-Mental Health: Future Generation Sentiment Analysis Systems

Senti-Mental Health: Future Generation Sentiment Analysis Systems

Future Generation Computer Systems
Closing date: 01-12-2020 G2R Score: 15.18
Artificial Intelligence: The Security & Privacy Opportunities and Challenges for Emerging Applications

Artificial Intelligence: The Security & Privacy Opportunities and Challenges for Emerging Applications

Future Generation Computer Systems
Closing date: 30-11-2020 G2R Score: 15.18
Graph-Powered Machine Learning in Future-Generation Computing Systems

Graph-Powered Machine Learning in Future-Generation Computing Systems

Future Generation Computer Systems
Closing date: 15-07-2020 G2R Score: 15.18
Graph-Powered Machine Learning in Future-Generation Computing Systems

Graph-Powered Machine Learning in Future-Generation Computing Systems

Future Generation Computer Systems
Closing date: 15-07-2020 G2R Score: 15.18
Special Issue on Graph-Powered Machine Learning in Future-Generation Computing Systems

Special Issue on Graph-Powered Machine Learning in Future-Generation Computing Systems

Future Generation Computer Systems
Closing date: 15-07-2020 G2R Score: 15.18
Data Science for Smart Healthcare: Methodologies and Applications

Data Science for Smart Healthcare: Methodologies and Applications

Future Generation Computer Systems
Closing date: 30-01-2020 G2R Score: 15.18
“Internet of People: Human-driven Artificial Intelligence and Internet for Smarter Hyper-Connected Societies”

“Internet of People: Human-driven Artificial Intelligence and Internet for Smarter Hyper-Connected Societies”

Future Generation Computer Systems
Closing date: 20-01-2020 G2R Score: 15.18
Authentication, Identification and Identity Management Techniques in Blockchain

Authentication, Identification and Identity Management Techniques in Blockchain

Future Generation Computer Systems
Closing date: 05-01-2020 G2R Score: 15.18
Internet-of-Things and Cyber-Physical System in Smart City

Internet-of-Things and Cyber-Physical System in Smart City

Future Generation Computer Systems
Closing date: 30-12-2019 G2R Score: 15.18
Self-integrating Systems: Mastering Continuous Change

Self-integrating Systems: Mastering Continuous Change

Future Generation Computer Systems
Closing date: 20-12-2019 G2R Score: 15.18
Advanced Techniques and Emerging Trends in Smart Cyber-Physical Systems

Advanced Techniques and Emerging Trends in Smart Cyber-Physical Systems

Future Generation Computer Systems
Closing date: 15-12-2019 G2R Score: 15.18
Future Generation of Service-Oriented Computing Systems

Future Generation of Service-Oriented Computing Systems

Future Generation Computer Systems
Closing date: 15-12-2019 G2R Score: 15.18
Future Generation of Service-Oriented Computing Systems

Future Generation of Service-Oriented Computing Systems

Future Generation Computer Systems
Closing date: 15-12-2019 G2R Score: 15.18
Machine Learning and Knowledge Graphs

Machine Learning and Knowledge Graphs

Future Generation Computer Systems
Closing date: 01-12-2019 G2R Score: 15.18
Information-Centric Network enabler Communication for Internet of Things

Information-Centric Network enabler Communication for Internet of Things

Future Generation Computer Systems
Closing date: 01-10-2019 G2R Score: 15.18
New, Modern and Advanced Digital Forensic Techniques

New, Modern and Advanced Digital Forensic Techniques

Future Generation Computer Systems
Closing date: 31-08-2019 G2R Score: 15.18
Call-for-papers Computational Biostatistics and Biometrics in Internet-of-Medical-Things

Call-for-papers Computational Biostatistics and Biometrics in Internet-of-Medical-Things

Future Generation Computer Systems
Closing date: 31-08-2019 G2R Score: 15.18
“Advances in Self Protecting Systems”

“Advances in Self Protecting Systems”

Future Generation Computer Systems
Closing date: 15-07-2019 G2R Score: 15.18
Machine Learning and Big Data Analytics for IoT Security

Machine Learning and Big Data Analytics for IoT Security

Future Generation Computer Systems
Closing date: 15-07-2019 G2R Score: 15.18
Clusters, Clouds and Grids for Life Sciences (LIFE2019)

Clusters, Clouds and Grids for Life Sciences (LIFE2019)

Future Generation Computer Systems
Closing date: 10-07-2019 G2R Score: 15.18
Security and Trust in Cloud Application Life-Cycle Management

Security and Trust in Cloud Application Life-Cycle Management

Future Generation Computer Systems
Closing date: 01-11-2018 G2R Score: 15.18
Technological innovations in Digital transformation

Technological innovations in Digital transformation

Future Generation Computer Systems
Closing date: 30-09-2018 G2R Score: 15.18
Smart Data in Future Internet Technologies and Cloud Computing

Smart Data in Future Internet Technologies and Cloud Computing

Future Generation Computer Systems
Closing date: 15-05-2018 G2R Score: 15.18
Computation Intelligence for Energy Internet

Computation Intelligence for Energy Internet

Future Generation Computer Systems
Closing date: 01-05-2018 G2R Score: 15.18
Cloud and Fog Computing for Smart Cities Data Analytics and Visualisation

Cloud and Fog Computing for Smart Cities Data Analytics and Visualisation

Future Generation Computer Systems
Closing date: 01-03-2018 G2R Score: 15.18
“Novel edge computing-inspired approaches and paradigms for mobile IoT applications”

“Novel edge computing-inspired approaches and paradigms for mobile IoT applications”

Future Generation Computer Systems
Closing date: 01-02-2018 G2R Score: 15.18
Blockchain and Decentralization for Internet of Things

Blockchain and Decentralization for Internet of Things

Future Generation Computer Systems
Closing date: 01-02-2018 G2R Score: 15.18
Autonomous Cloud

Autonomous Cloud

Future Generation Computer Systems
Closing date: 31-12-2017 G2R Score: 15.18
High Performance Services Computing and Internet Technologies

High Performance Services Computing and Internet Technologies

Future Generation Computer Systems
Closing date: 31-12-2017 G2R Score: 15.18
Edge of the Cloud

Edge of the Cloud

Future Generation Computer Systems
Closing date: 31-12-2017 G2R Score: 15.18
Accountability and Privacy Issues in Blockchain and Cryptocurrency

Accountability and Privacy Issues in Blockchain and Cryptocurrency

Future Generation Computer Systems
Closing date: 31-12-2017 G2R Score: 15.18
Cyber Threat Intelligence and Analytics

Cyber Threat Intelligence and Analytics

Future Generation Computer Systems
Closing date: 31-12-2017 G2R Score: 15.18
Intelligent Security and Optimization in Edge/Fog Computing

Intelligent Security and Optimization in Edge/Fog Computing

Future Generation Computer Systems
Closing date: 15-12-2017 G2R Score: 15.18
Emerging Edge-of-Things Computing: Opportunities and Challenges

Emerging Edge-of-Things Computing: Opportunities and Challenges

Future Generation Computer Systems
Closing date: 30-11-2017 G2R Score: 15.18
High-Performance Computing for Big Data Processing

High-Performance Computing for Big Data Processing

Future Generation Computer Systems
Closing date: 30-11-2017 G2R Score: 15.18
The convergence of the Internet of Things and Cloud for Smart Healthcare

The convergence of the Internet of Things and Cloud for Smart Healthcare

Future Generation Computer Systems
Closing date: 15-11-2017 G2R Score: 15.18
New Landscapes of the Data Stream Processing in the era of Fog Computing

New Landscapes of the Data Stream Processing in the era of Fog Computing

Future Generation Computer Systems
Closing date: 03-11-2017 G2R Score: 15.18
Benchmarking Big Data Systems

Benchmarking Big Data Systems

Future Generation Computer Systems
Closing date: 15-10-2017 G2R Score: 15.18
Security and Privacy for RFID and IoTs

Security and Privacy for RFID and IoTs

Future Generation Computer Systems
Closing date: 15-10-2017 G2R Score: 15.18
Recent Advances in Big Data Analytics, Internet of Things and Machine Learning

Recent Advances in Big Data Analytics, Internet of Things and Machine Learning

Future Generation Computer Systems
Closing date: 30-09-2017 G2R Score: 15.18
Big Data and Internet of Things – Fusion for different services and its impacts

Big Data and Internet of Things – Fusion for different services and its impacts

Future Generation Computer Systems
Closing date: 30-09-2017 G2R Score: 15.18
Security, Trust and Privacy in Cyber (STPCyber): Future Trends and Challenges

Security, Trust and Privacy in Cyber (STPCyber): Future Trends and Challenges

Future Generation Computer Systems
Closing date: 29-09-2017 G2R Score: 15.18
Big Data for Context-Aware Applications and Intelligent Environments

Big Data for Context-Aware Applications and Intelligent Environments

Future Generation Computer Systems
Closing date: 15-09-2017 G2R Score: 15.18
Emerging Services Science for Cloud Computing

Emerging Services Science for Cloud Computing

Future Generation Computer Systems
Closing date: 14-09-2017 G2R Score: 15.18
Towards Smarter Cities: Learning from Internet of Multimedia Things-Generated Big Data

Towards Smarter Cities: Learning from Internet of Multimedia Things-Generated Big Data

Future Generation Computer Systems
Closing date: 01-09-2017 G2R Score: 15.18
Emerging Trends, Issues and Challenges in Internet of Things, Big Data and Cloud Computing

Emerging Trends, Issues and Challenges in Internet of Things, Big Data and Cloud Computing

Future Generation Computer Systems
Closing date: 30-06-2017 G2R Score: 15.18
Big Data Analytics for Sustainability

Big Data Analytics for Sustainability

Future Generation Computer Systems
Closing date: 30-06-2017 G2R Score: 15.18
Spatiotemporal Big Data Challenges, Approaches, and Solutions

Spatiotemporal Big Data Challenges, Approaches, and Solutions

Future Generation Computer Systems
Closing date: 01-06-2017 G2R Score: 15.18
Future Networking Research Plethora for Smart Cities

Future Networking Research Plethora for Smart Cities

Future Generation Computer Systems
Closing date: 01-06-2017 G2R Score: 15.18
Scheduling Algorithms for Cyber-Physical-Social Workflows

Scheduling Algorithms for Cyber-Physical-Social Workflows

Future Generation Computer Systems
Closing date: 01-06-2017 G2R Score: 15.18
Fusion of Cognitive Neural Computing Paradigms for Prevailing User Behaviour in Online Social Networks

Fusion of Cognitive Neural Computing Paradigms for Prevailing User Behaviour in Online Social Networks

Future Generation Computer Systems
Closing date: 01-05-2017 G2R Score: 15.18
Social Internet of Things: Applications, Architectures and Protocols

Social Internet of Things: Applications, Architectures and Protocols

Future Generation Computer Systems
Closing date: 01-05-2017 G2R Score: 15.18
Security and Privacy in Big Data-enabled Smart Cities: Opportunities and Challenges

Security and Privacy in Big Data-enabled Smart Cities: Opportunities and Challenges

Future Generation Computer Systems
Closing date: 01-05-2017 G2R Score: 15.18
Intelligent Sensing and Applications for Cyber-Physical Systems

Intelligent Sensing and Applications for Cyber-Physical Systems

Future Generation Computer Systems
Closing date: 01-05-2017 G2R Score: 15.18
Key Management and Key Distribution for Secure Group Communication in Mobile and Cloud Network

Key Management and Key Distribution for Secure Group Communication in Mobile and Cloud Network

Future Generation Computer Systems
Closing date: 05-04-2017 G2R Score: 15.18
Internet of Knowledge

Internet of Knowledge

Future Generation Computer Systems
Closing date: 01-03-2017 G2R Score: 15.18
The Internet of Cultural Things: Towards a Smart Cultural Heritage

The Internet of Cultural Things: Towards a Smart Cultural Heritage

Future Generation Computer Systems
Closing date: 01-02-2017 G2R Score: 15.18
Security and Privacy in Social Big Data

Security and Privacy in Social Big Data

Future Generation Computer Systems
Closing date: 15-01-2017 G2R Score: 15.18
Cryptocurrency and Blockchain Technology

Cryptocurrency and Blockchain Technology

Future Generation Computer Systems
Closing date: 01-01-2017 G2R Score: 15.18
Social Networking Big Data Opportunities, Solutions, and Challenges

Social Networking Big Data Opportunities, Solutions, and Challenges

Future Generation Computer Systems
Closing date: 15-12-2016 G2R Score: 15.18
Resource Management for Big Data Platforms

Resource Management for Big Data Platforms

Future Generation Computer Systems
Closing date: 01-12-2016 G2R Score: 15.18
Bio-Inspired Computing Paradigms in Security and Privacy for Smart City

Bio-Inspired Computing Paradigms in Security and Privacy for Smart City

Future Generation Computer Systems
Closing date: 01-12-2016 G2R Score: 15.18
Acoustic Sensor Networks in IoT Applications

Acoustic Sensor Networks in IoT Applications

Future Generation Computer Systems
Closing date: 30-11-2016 G2R Score: 15.18
New Developments in Cloud and IoT

New Developments in Cloud and IoT

Future Generation Computer Systems
Closing date: 15-11-2016 G2R Score: 15.18
Measurements and Security of Complex Networks and Systems

Measurements and Security of Complex Networks and Systems

Future Generation Computer Systems
Closing date: 01-11-2016 G2R Score: 15.18
Recent research in Computational Intelligence paradigms into Security and Privacy for Online Social Networks (OSNs)

Recent research in Computational Intelligence paradigms into Security and Privacy for Online Social Networks (OSNs)

Future Generation Computer Systems
Closing date: 01-10-2016 G2R Score: 15.18
Cybermatics: Advanced Strategy and Technology for Cyber-Enabled Systems and Applications

Cybermatics: Advanced Strategy and Technology for Cyber-Enabled Systems and Applications

Future Generation Computer Systems
Closing date: 30-09-2016 G2R Score: 15.18
Internet of Things: Security and Privacy in a Connected World

Internet of Things: Security and Privacy in a Connected World

Future Generation Computer Systems
Closing date: 01-08-2016 G2R Score: 15.18
Mobile Edge Computing: Opportunities, Solutions, and Challenges

Mobile Edge Computing: Opportunities, Solutions, and Challenges

Future Generation Computer Systems
Closing date: 30-12-2015 G2R Score: 15.18
High Performance Scheduling for Heterogeneous Distributed Systems

High Performance Scheduling for Heterogeneous Distributed Systems

Future Generation Computer Systems
Closing date: 01-12-2015 G2R Score: 15.18