Adaptive Trust Management and Data Process Time Optimization for Real-Time Spark Big Data Systems

Article Computer Science, Information Systems

Trust-Based Scheduling Framework for Big Data Processing with MapReduce

Thanh Dat Dang et al.

Summary: This article proposes a trust-based framework for MapReduce in big data processing tasks, which assigns sensitive values and trust values for data and map/reduce slots, respectively, to protect data in processing. By maximizing the total trust value and meeting the trust requirements of different tasks, the framework enhances protection for data sensitivity.

IEEE TRANSACTIONS ON SERVICES COMPUTING (2022)

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Article Engineering, Electrical & Electronic

A UAV-Assisted Ubiquitous Trust Communication System in 5G and Beyond Networks

Mingfeng Huang et al.

Summary: This paper proposes a UAV-assisted ubiquitous trust evaluation framework to address the issue of malicious Mobile Data Collectors in Internet of Things. Experiments demonstrate that the framework outperforms existing systems in terms of accuracy and cost.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2021)

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Article Engineering, Civil

Efficient and Secure Routing Protocol Based on Artificial Intelligence Algorithms With UAV-Assisted for Vehicular Ad Hoc Networks in Intelligent Transportation Systems

Hamideh Fatemidokht et al.

Summary: This study explores the use of UAVs in VANETs to improve routing and detect malicious vehicles, proposing a routing protocol named VRU. Performance evaluation shows that the VRU protocol can enhance data delivery ratio and detection ratio, while reducing end-to-end delay and overhead compared to other routing protocols.

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2021)

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Article Computer Science, Information Systems

Secure Authentication in Cloud Big Data with Hierarchical Attribute Authorization Structure

Jian Shen et al.

Summary: This paper proposes a secure authentication protocol for cloud big data with a hierarchical attribute authorization structure, utilizing tree-based signature to enhance security and extending support for multiple levels in the hierarchical attribute authorization structure. The protocol is able to resist forgery and replay attacks, preserve entity privacy, and demonstrate lower computational and communication overhead compared to previous studies.

IEEE TRANSACTIONS ON BIG DATA (2021)

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Article Computer Science, Information Systems

Deadline-Aware Cost Optimization for Spark

Subhajit Sidhanta et al.

Summary: OptEx is a closed-form model for job execution on Apache Spark, providing accurate estimation of job completion time and optimal cluster composition. Additionally, it offers a tool for classifying Spark jobs based on bisimilarity analysis of lineage graphs.

IEEE TRANSACTIONS ON BIG DATA (2021)

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Article Engineering, Multidisciplinary

An Intelligent Collaboration Trust Interconnections System for Mobile Information Control in Ubiquitous 5G Networks

Shaobo Huang et al.

Summary: The paper proposes a Collaboration Trust Interconnections System (CTIS) framework to enhance data quality of IoT devices and build global and local trust through a series of verification methods, ultimately achieving intelligent information control.

IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING (2021)

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Article Computer Science, Information Systems