El. knyga: Algorithms and Architectures for Parallel Processing: 21st International Conference, ICA3PP 2021, Virtual Event, December 3-5, 2021, Proceedings, Part I

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 -quantile in data streams.- Fed-Tra: Improving Accuracy
of Deep Learning Model on Non-IID Data in Federated Learning.