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Efficient Graph Processing with Invalid Update Filtration

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (3)

Most of existing graph processing systems essentially follow pull-based computation model to handle compute-intensive parts of graph iteration for hig......

Survey on Improving Data Utility in Differentially Private Sequential Data Publishing

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

The massive generation, extensive sharing, and deep exploitation of data in the big data era have raised unprecedented privacy threats. To address pri......

Game Theory Based Correlated Privacy Preserving Analysis in Big Data

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

Privacy preservation is one of the greatest concerns in big data. As one of extensive applications in big data, privacy preserving data publication (P......

Secure k-NN Query on Encrypted Cloud Data with Multiple Keys

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

The k-nearest neighbors (k-NN) query is a fundamental primitive in spatial and multimedia databases. It has extensive applications in location-based s......

A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (2)

With the steady growth of Android malware, we suspect that, during the malware development phase, some Android malware writers use the popular public ......

Towards Dynamic Verifiable Pattern Matching

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (2)

Verifiable pattern matching enables users to obtain authenticated query results over outsourced data on an untrusted remote server. It is a fundamenta......

Correlated Differential Privacy Protection for Mobile Crowdsensing

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

Mobile CrowdSensing (MCS) is a new paradigm that leverages pervasive mobile devices to efficiently collect the big sensory data, enabling various larg......

An Incremental Tensor-Train Decomposition for Cyber-Physical-Social Big Data

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (2)

Cyber-physical-social big data generated from ubiquitous devices and diverse spaces generally are multi-source, heterogeneous, and deeply intertwined.......

BusBeat: Early Event Detection with Real-Time Bus GPS Trajectories

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (2)

Large-scale events attracting many participants might have a strong negative impact on productivity, mobility, comfort, and safety in a city. Within t......

A User-Oriented Taxi Ridesharing System with Large-Scale Urban GPS Sensor Data

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (2)

Ridesharing is a challenging topic in the urban computing paradigm, which utilizes urban sensors to generate a wealth of benefits and thus is an impor......

Velocity-Aware Parallel Encryption Algorithm with Low Energy Consumption for Streams

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

In the environment of cloud computing, the data produced by massive users form a data stream and need to be protected by encryption for maintaining co......

Computation Outsourcing Meets Lossy Channel: Secure Sparse Robustness Decoding Service in Multi-Clouds

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

This paper addresses the problem of lossy outsourcing, i.e., clients outsource computation needs to the cloud side through lossy channels, which is ve......

A Pre-Authentication Approach to Proxy Re-Encryption in Big Data Context

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

With the growing amount of data, the demand of big data storage significantly increases. Through the cloud center, data providers can conveniently sha......

Secure Authentication in Cloud Big Data with Hierarchical Attribute Authorization Structure

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

With the fast growing demands for the big data, we need to manage and store the big data in the cloud. Since the cloud is not fully trusted and it can......

Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network

期刊: IEEE TRANSACTIONS ON BIG DATA, 2021; 7 (4)

At present, computed tomography (CT) is widely used to assist disease diagnosis. Especially, computer aided diagnosis (CAD) based on artificial intell......

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