Algorithms and Architectures for Parallel Processing: 21st International Conference, ICA3PP 2021, Virtual Event, December 3-5, 2021, Proceedings, Part (Paperback)

Deep Learning Models and Applications.- CRFST-GCN :A Deeplearning Spital-Temporal Frame to Predict Traffic Flow.- BFR-RetinaNet: An Improved RetinaNet Model for Vehicle Detection in Aerial Images.- Learning Knowledge Graph Embeddings by Multi-Attention Mechanism for Link Prediction.- GlowImp: Combining GLOW and GAN for Multivariate Time Series Imputation.- Accurate Indoor Localization Using Magnetic Sequence Fingerprints with Deep Learning.- Wasserstein Graph Auto-Encoder.- Fine-grained Activity Recognition Based on Features of Action Subsegments and Incremental Broad Learning.- ADFA-LSTM: An Abnormal Trajectory Prediction Method Based On Bionic Neural Network.- Online Multiple Object Tracking Algorithm based on Heat Map Propagation.- Software Systems and Efficient Algorithms.- Spatio-temporal Topology Routing Algorithm for Opportunistic Network Based on Self-Attention Mechanism.- TSAEns: Ensemble Learning for KPI Anomaly Detection.- Towards Transferable Adversarial Examples using Meta Learning.- Temporal Convolution Network Based on Attention for Intelligent Anomaly Detection of Wind Turbine Blades.- Error Serial Episodes Discovery from Mobile Payment Log in Distributed ETC.- Parallel Cache Prefetching for LSM-Tree based Store: From Algorithm to Evaluation.- A Hybrid TLBO-TS Algorithm based Mobile Service Selection for Composite Services.- UPM-DMA: An Efficient Userspace DMA-Pinned Memory Management Strategy for NVMe SSD.- AHOA: Adaptively Hybrid Optimization Algorithm for Flexible Job-shop Scheduling Problem.- Trace-Navi: A High-Accuracy Indoor Navigation System based on Real-Time Activity Recognition and Discrete Trajectory Calibration.- Iterative Filling Incomplete Fingerprint Map Based on Multi-directional Signal Propagation in Large-scale Scene            .- Dynamic Adjustment Policy of Search Driver Matching Distance via Markov Decision Process.- A Multi-Precision Quantized Super-Resolution Model Framework.- An Optimized GPU Implementation of Weakly-compressible SPH using CUDA-based strategies.- A Heterogeneous Multi-Core Network-on-Chip Mapping Optimization Algorithm.- A Novel 3D Intelligent Cluster Method for Malicious Traffic Fine-grained Classification.- Predicting Students’ Academic Performance Based on Improved PSO-Xgboost: A Campus Behavior Perspective.- Motion-sequence Authentication System: guard for smart phones.- Edge Computing and Edge Intelligence.- Joint Optimization Scheme of Multi-service Replication and Request Offloading in Mobile Edge Computing.- Flying MEC: Online Task Offloading, Trajectory Planning and Charging Scheduling for UAV-assisted MEC.- Multiple Workflows Offloading Based on Deep Reinforcement Learning in Mobile Edge Computing.- An Optimized Greedy-based Task Offloading Method for Mobile Edge Computing.- Location Aware Workflow Migration Based on Deep Reinforcement Learning in Mobile Edge Computing.- Recode-Decode-and-Compare: An Efficient Verification Scheme for Coded Edge Computing against Collusion Attack.- MGFL: Multi-granularity Federated Learning in Edge Computing Systems.- Energy Efficient Priority-Based Task Scheduling for Computation Offloading in Fog Computing.- Space-Heuristic Navigation and Occupancy Map Prediction for Robot Autonomous Exploration.- Service Dependability and Security Algorithms.- Edge DDoS attack detection method based on software defined networks.- GradMFL: Gradient Memory-based Federated Learning for Hierarchical Knowledge Transferring over Non-IID Data.- Linear Coded Federated Learning.- Verifiable Dynamic Searchable Symmetric Encryption with Forward Privacy in Cloud-assisted E-Healthcare Systems.- Security Analysis of Poisoning Attacks Against Multi-agent Reinforcement Learning.- A blockchain-based proxy oriented cloud storage public audit scheme for low-performance terminal devices.- Sunspot: A Decentralized Framework Enabling Privacy for Authorizable Data Sharing on Transparent Public Blockchains.- A Novel Protection method of continuous location sharing based on local differential privacy and conditional random field.- An Intelligent Allocation Mechanism Based on Ethereum Blockchain in Microgrid.- Data Science.- Multi-Layer Adaptive Sampling for Per-Flow Spread Measurement.- Transformer-based Rating-Aware Sequential Recommendation.- An effective single-pass approach for estimating the Φ-quantile in data streams.- Fed-Tra: Improving Accuracy of Deep Learning Model on Non-IID Data in Federated Learning.