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Android 2017
Real Time Projects
Cloud Computing
Image Processing
Network Security
Mobile Computing
Data Mining
Parallel Distributed
NS2 Projects
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  • IEEE Projects 2017



Cloud Computing 2017

1 PJCC01 Data Security and Privacy Protection Issues in Cloud Computing Abstract
2 PJCC02 Stochastic models of load balancing and scheduling in cloud computing clusters Abstract
3 PJCC03 A comber approach to protect cloud computing against XML DDoS and HTTP DDoS attack Abstract
4 PJCC04 Resource allocation and scheduling in cloud computing Abstract
5 PJCC05 Application study of online education platform based on cloud computing Abstract
6 PJCC06 Towards temporal access control in cloud computing Abstract
7 PJCC07 Privacy-Preserving DRM for Cloud Computing Abstract
8 PJCC08 Pricing and peak aware scheduling algorithm for cloud computing Abstract
9 PJCC09 Comparison of Network Intrusion Detection Systems in cloud computing environment Abstract
10 PJCC10 Intelligent and Active Defense Strategy of Cloud Computing Abstract
11 PJCC11 Distributed Shared Memory as an Approach for Integrating WSNs and Cloud Computing Abstract
12 PJCC12 Improving resource allocation in multi-tier cloud systems Abstract
13 PJCC13 Ensuring Distributed Accountability for Data Sharing in the Cloud Abstract
14 PJCC14 Efficient information retrieval for ranked queries in cost-effective cloud environments Abstract

Image Processing 2017

1 PJIM01 A Discriminative Model of Motion and Cross Ratio for View-Invariant Action Recognition Abstract
2 PJIM02 A General Fast Registration Framework by Learning Deformation–Appearance Correlation Abstract
3 PJIM03 A Geometric Construction of Multivariate Sinc Functions Abstract
4 PJIM04 A Novel Algorithm for View and Illumination Invariant Image Matching Abstract
5 PJIM05 A Spectral and Spatial Measure of Local Perceived Sharpness in Natural Images Abstract
6 PJIM06 A Unified Feature and Instance Selection Framework Using Optimum Experimental Design Abstract
7 PJIM07 Adaptive Distributed Source Coding Abstract
8 PJIM08 An Algorithm for the Contextual Adaption of SURF Octave Selection With Good Matching Performance Best Octaves Abstract
9 PJIM09 An Efficient Camera Calibration Technique Offering Robustness and Accuracy Over a Wide Range of Lens Distortion Abstract
10 PJIM10 Bayesian Estimation for Optimized Structured Illumination Microscopy Abstract
11 PJIM11 Binarization of Low-Quality Barcode Images Captured by Mobile Phones Using Local Window of Adaptive Location and Size Abstract
12 PJIM12 B-Spline Explicit Active Surfaces An Efficient Framework for Real-Time 3-D Region-Based Segmentation Abstract
13 PJIM13 Change Detection in Synthetic Aperture Radar Images based on Image Fusion and Fuzzy Clustering Abstract
14 PJIM14 Color Constancy for Multiple Light Sources Abstract
15 PJIM15 Coupled Bias–Variance Tradeoff for Cross-Pose Face Recognition Abstract
16 PJIM16 Depth From Motion and Optical Blur With an Unscented Kalman Filter Abstract
17 PJIM17 Design of Almost Symmetric Orthogonal Wavelet Filter Bank Via Direct Optimization Abstract
18 PJIM18 Design of Interpolation Functions for Subpixel-Accuracy Stereo-Vision Systems Abstract
19 PJIM19 Entropy-Functional-Based Online Adaptive Decision Fusion Framework With Application to Wildfire Detection in Video Abstract
20 PJIM20 Fast Semantic Diffusion for Large-Scale Context-Based Image and Video Annotation Abstract
21 PJIM21 Smile Detection by Boosting Pixel Differences Abstract
22 PJIM22 Gradient-Based Image Recovery Methods From Incomplete Fourier Measurements Abstract
23 PJIM23 Groupwise Registration of Multimodal Images by an Efficient Joint Entropy Minimization Scheme Abstract
24 PJIM24 Higher Degree Total Variation (HDTV) Regularization for Image Recovery Abstract
25 PJIM25 Human Identification Using Finger Images Abstract
26 PJIM26 Image Fusion Using Higher Order Singular Value Decomposition Abstract
27 PJIM27 Image Segmentation Based on the Poincaré Map Method Abstract
28 PJIM28 Implicit Polynomial Representation Through a Fast Fitting Error Estimation Abstract
29 PJIM29 Integrating Segmentation Information for Improved MRF-Based Elastic Image Registration Abstract
30 PJIM30 Iterative Narrowband-Based Graph Cuts Optimization for Geodesic Active Contours With Region Forces (GACWRF) Abstract
31 PJIM31 Medical Image Segmentation by Combining Graph Cuts and Oriented Active Appearance Models Abstract
32 PJIM32 Monotonic Regression A New Way for Correlating Subjective and Objective Ratings in Image Quality Research Abstract
33 PJIM33 Multilinear Supervised Neighborhood Embedding of a Local Descriptor Tensor for SceneObject Recognition Abstract
34 PJIM34 Nonlinear Approach for Enhancement of Image Focus Volume in Shape From Focus Abstract
35 PJIM35 Outdoor Scene Image Segmentation Based on Background Recognition and Perceptual Organization Abstract
36 PJIM36 PDE-Based Enhancement of Color Images in RGB Space Abstract
37 PJIM37 Polyview Fusion A Strategy to Enhance Video-Denoising Algorithms Abstract
38 PJIM38 Preconditioning for Edge-Preserving Image Super Resolution Abstract
39 PJIM39 PSF Estimation via Gradient Domain Correlation Abstract
40 PJIM40 Rigid-Motion-Invariant Classification of 3-D Textures Abstract
41 PJIM41 Robust Image Hashing Based on Random Gabor Filtering and Dithered Lattice Vector Quantization Abstract
42 PJIM42 Snakes With an Ellipse-Reproducing Property Abstract

Data Mining 2017

1 PJDM01 A Framework for Similarity Search of Time Series Cliques with Natural Relations Abstract
2 PJDM02 A Genetic Programming Approach to Record Deduplication Abstract
3 PJDM03 A Probabilistic Scheme for Keyword-Based Incremental Query Construction Abstract
4 PJDM04 A Unified Probabilistic Framework for Name Disambiguation in Digital Library Abstract
5 PJDM05 Anomaly Detection for Discrete Sequences A Survey Abstract
6 PJDM06 Anónimos An LP-Based Approach for Anonymizing Weighted Social Network Graphs Abstract
7 PJDM07 Answering General Time-Sensitive Queries Abstract
8 PJDM08 Clustering with Multiviewpoint-Based Similarity Measure Abstract
9 PJDM09 Cluster-Oriented Ensemble Classifier Impact of Multicluster Characterization on Ensemble Classifier Learning Abstract
10 PJDM10 Design and Application of a Generic Clinical Decision Support System for Multiscale Data Abstract
11 PJDM11 Effective Pattern Discovery for Text Mining Abstract
12 PJDM12 Efficient Fuzzy Type-Ahead Search in XML Data Abstract
13 PJDM13 Efficiently Indexing Large Sparse Graphs for Similarity Search Abstract
14 PJDM14 Feature Selection Based on Class-Dependent Densities for High-Dimensional Binary Data Abstract
15 PJDM15 Feedback Matching Framework for Semantic Interoperability of Product Data Abstract
16 PJDM16 Fractal-Based Intrinsic Dimension Estimation and Its Application in Dimensionality Reduction Abstract
17 PJDM17 Horizontal Aggregations in SQL to Prepare Data Sets for Data Mining Analysis Abstract
18 PJDM18 Improving Aggregate Recommendation Diversity Using Ranking-Based Techniques Abstract
19 PJDM19 Learning Bregman Distance Functions for Semi-Supervised Clustering Abstract
20 PJDM20 Low-Rank Kernel Matrix Factorization for Large-Scale Evolutionary Clustering Abstract
21 PJDM21 Mining Online Reviews for Predicting Sales Performance A Case Study in the Movie Domain Abstract
22 PJDM22 Mining Web Graphs for Recommendations Abstract
23 PJDM23 On Group Nearest Group Query Processing Abstract
24 PJDM24 On the Complexity of View Update Analysis and Its Application to Annotation Propagation Abstract
25 PJDM25 Optimizing Bloom Filter Settings in Peer-to-Peer Multikeyword Searching Abstract
26 PJDM26 Practical Efficient String Mining Abstract
27 PJDM27 Privacy Preserving Decision Tree Learning Using Unrealized Data Sets Abstract
28 PJDM28 Publishing Search Logs—A Comparative Study of Privacy Guarantees Abstract
29 PJDM29 Ranking Model Adaptation for Domain-Specific Search Abstract
30 PJDM30 Resilient Identity Crime Detection Abstract
31 PJDM31 Scalable Learning of Collective Behavior Abstract
32 PJDM32 Slicing A New Approach for Privacy Preserving Data Publishing Abstract
33 PJDM33 Topic Mining over Asynchronous Text Sequences Abstract
34 PJDM34 Towards a Formal Specification Framework for Manufacturing Execution Systems Abstract
35 PJDM35 TSCAN A Content Anatomy Approach to Temporal Topic Summarization Abstract

Mobile Computing 2017

1 PJMC01 A Novel MAC Scheme for Multichannel Cognitive Radio Ad Hoc Networks Abstract
2 PJMC02 A Statistical Mechanics-Based Framework to Analyze Ad Hoc Networks with Random Access Abstract
3 PJMC03 Acknowledgment-Based Broadcast Protocol for Reliable and Efficient Data Dissemination in Vehicular Ad Hoc Networks Abstract
4 PJMC04 Characterizing the Security Implications of Third-Party Emergency Alert Systems over Cellular Text Messaging Services Abstract
5 PJMC05 Converge Cast On the Capacity and Delay Tradeoffs Abstract
6 PJMC06 Cooperative Download in Vehicular Environments Abstract
7 PJMC07 Design and Analysis of the Gateway Relocation and Admission Control Algorithm in Mobile WiMAX Networks Abstract
8 PJMC08 Detection of Selfish Manipulation of Carrier Sensing in 802.11 Networks Abstract
9 PJMC09 Distributed Throughput Maximization in Wireless Networks via Random Power Allocation Abstract
10 PJMC10 Efficient Rendezvous Algorithms for Mobility-Enabled Wireless Sensor Networks Abstract
11 PJMC11 Efficient Virtual Backbone Construction with Routing Cost Constraint in Wireless Networks Using Directional Antennas Abstract
12 PJMC12 Energy-Efficient Strategies for Cooperative Multichannel MAC Protocols Abstract
13 PJMC13 Estimating Parameters of Multiple Heterogeneous Target Objects Using Composite Sensor Nodes Abstract
14 PJMC14 Fast Capture—Recapture Approach for Mitigating the Problem of Missing RFID Tags Abstract
15 PJMC15 Fast Data Collection in Tree-Based Wireless Sensor Networks Abstract
16 PJMC16 Fault Localization Using Passive End-to-End Measurements and Sequential Testing for Wireless Sensor Networks Abstract
17 PJMC17 FESCIM Fair, Efficient, and Secure Cooperation Incentive Mechanism for Multihop Cellular Networks Abstract
18 PJMC18 Geometry and Motion-Based Positioning Algorithms for Mobile Tracking in NLOS Environments Abstract
19 PJMC19 Handling Selfishness in Replica Allocation over a Mobile Ad Hoc Network Abstract
20 PJMC20 Heuristic Burst Construction Algorithm for Improving Downlink Capacity in IEEE 802.16 OFDMA Systems Abstract
21 PJMC21 Hop-by-Hop Routing in Wireless Mesh Networks with Bandwidth Guarantees Abstract
22 PJMC22 Jointly Optimal Source-Flow, Transmit-Power, and Sending-Rate Control for Maximum- Throughput Delivery of VBR Traffic over Faded Links Abstract
23 PJMC23 Leveraging the Algebraic Connectivity of a Cognitive Network for Routing Design Abstract
24 PJMC24 Local Greedy Approximation for Scheduling in Multihop Wireless Networks Abstract
25 PJMC25 Measurement-Based Bandwidth Scavenging in Wireless Networks Abstract
26 PJMC26 Mobile Ad Hoc Nanonetworks with Collision-Based Molecular Communication Abstract
27 PJMC27 Mobile Data Offloading through Opportunistic Communications and Social Participation Abstract
28 PJMC28 Moderated Group Authoring System for Campus-Wide Workgroups Abstract
29 PJMC29 Network Connectivity with a Family of Group Mobility Models Abstract
30 PJMC30 OMAN A Mobile Ad Hoc Network Design System Abstract
31 PJMC31 On the Cost of Knowledge of Mobility in Dynamic Networks An Information-Theoretic Approach Abstract
32 PJMC32 Principal Component Localization in Indoor WLAN Environments Abstract
33 PJMC33 Radio Resource Management of Composite Wireless Networks Predictive and Reactive Approaches Abstract
34 PJMC34 Robust Relative Location Estimation in Wireless Sensor Networks with Inexact Position Problems Abstract
35 PJMC35 Robust Topology Engineering in Multiradio Multichannel Wireless Networks Abstract
36 PJMC36 SenseLess A Database-Driven White Spaces Network Abstract
37 PJMC37 Smooth Trade-Offs between Throughput and Delay in Mobile Ad Hoc Networks Abstract
38 PJMC38 Spectrum-Aware Mobility Management in Cognitive Radio Cellular Networks Abstract
39 PJMC39 Stateless Multicast Protocol for Ad Hoc Networks Abstract
40 PJMC40 Understanding the Interaction between Packet Forwarding and Channel Access in
Multihop Wireless Networks
41 PJMC341 Target Tracking in Wireless Sensor Networks Based on the Combination of KF and MLE Using Distance Measurements Abstract

Networking 2017

1 PJNW01 A Greedy Link Scheduler for Wireless Networks With Gaussian Multiple-Access and Broadcast Channels Abstract
2 PJNW02 A Quantization Theoretic Perspective on Simulcast and Layered Multicast Optimization Abstract
3 PJNW03 Adaptive Opportunistic Routing for Wireless Ad Hoc Networks Abstract
4 PJNW04 Analyzing the Performance of Greedy Maximal Scheduling via Local Pooling and Graph Theory Abstract
5 PJNW05 Bit Weaving A Non-Prefix Approach to Compressing Packet Classifiers in TCAMs Abstract
6 PJNW06 Cooperative Profit Sharing in Coalition-Based Resource Allocation in Wireless Networks Abstract
7 PJNW07 Cross-Layer Analysis of the End-to-End Delay Distribution in Wireless Sensor Networks Abstract
8 PJNW08 CSMACN Carrier Sense Multiple Access With Collision Notification Abstract
9 PJNW09 Dynamic Power Allocation Under Arbitrary Varying Channels—An Online Approach Abstract
10 PJNW10 Economic Issues in Shared Infrastructures Abstract
11 PJNW11 Exploiting Excess Capacity to Improve Robustness of WDM Mesh Networks Abstract
12 PJNW12 Fast Dynamic Multiple-Set Membership Testing Using Combinatorial Bloom Filters Abstract
13 PJNW13 Improving Energy Saving and Reliability in Wireless Sensor Networks Using a Simple CRTBased Packet-Forwarding Solution Abstract
14 PJNW14 Latency Equalization as a New Network Service Primitive Abstract
15 PJNW15 Minimizing ISP Network Energy Cost Formulation and Solutions Abstract
16 PJNW16 On New Approaches of Assessing Network Vulnerability Hardness and Approximation Abstract
17 PJNW17 Opportunistic Flow-Level Latency Estimation Using Consistent NetFlow Abstract
18 PJNW18 Optimal Source-Based Filtering of Malicious Traffic Abstract
19 PJNW19 Quantifying Video-QoE Degradations of Internet Links Abstract
20 PJNW20 Order Matters Transmission Reordering in Wireless Networks Abstract
21 PJNW21 Static Routing and Wavelength Assignment for Multicast Advance Reservation in All-Optical Wavelength-Routed WDM Networks Abstract
22 PJNW22 System-Level Optimization in Wireless Networks Managing Interference and Uncertainty via Robust Optimization Abstract
23 PJNW23 The Case for Feed-Forward Clock Synchronization Abstract

Network Security 2017

1 PJNS01 A Flexible Approach to Improving System Reliability with Virtual Lockstep Abstract
2 PJNS02 A Learning-Based Approach to Reactive Security Abstract
3 PJNS03 Automated Security Test Generation with Formal Threat Models Abstract
4 PJNS04 Automatic Reconfiguration for Large-Scale Reliable Storage Systems Abstract
5 PJNS05 Design and Implementation of TARF A Trust-Aware Routing Framework for WSNs Abstract
6 PJNS06 Detecting Anomalous Insiders in Collaborative Information Systems Abstract
7 PJNS07 DoubleGuard Detecting Intrusions in Multitier Web Applications Abstract
8 PJNS08 Dynamic Security Risk Management Using Bayesian Attack Graphs Abstract
9 PJNS09 Enhanced Privacy ID A Direct Anonymous Attestation Scheme with Enhanced Revocation Capabilities Abstract
10 PJNS10 Ensuring Distributed Accountability for Data Sharing in the Cloud Abstract
11 PJNS11 Give2Get Forwarding in Social Mobile Wireless Networks of Selfish Individuals Abstract
12 PJNS12 JS-Reduce Defending Your Data from Sequential Background Knowledge Attacks Abstract
13 PJNS13 Mitigating Distributed Denial of Service Attacks in Multiparty Applications in the Presence of Clock Drifts Abstract
14 PJNS14 On the Security and Efficiency of Content Distribution via Network Coding Abstract
15 PJNS15 On the Security of a Ticket-Based Anonymity System with Traceability Property in Wireless Mesh Networks Abstract
16 PJNS16 Packet-Hiding Methods for Preventing Selective Jamming Attacks Abstract
17 PJNS17 pCloud A Distributed System for Practical PIR Abstract
18 PJNS18 SecuredTrust A Dynamic Trust Computation Model for Secured Communication in Multiagent Systems Abstract
19 PJNS19 Security of Bertino-Shang-Wagstaff Time-Bound Hierarchical Key Management Scheme for Secure Broadcasting Abstract
20 PJNS20 Survivability Experiment and Attack Characterization for RFID Abstract
21 PJNS21 Persuasive Cued Click-Points Design, Implementation, and Evaluation of a Knowledge- Based Authentication Mechanism Abstract
22 PJNS22 Resilient Authenticated Execution of Critical Applications in Untrusted Environments Abstract

Parallel Distributed 2017

1 PJPD01 A Correlated Resource Model of Internet End Hosts Abstract
2 PJPD02 A Game-Theoretic Approach to the Formation of Clustered Overlay Networks Abstract
3 PJPD03 A Novel Parallel Scan for Multicore Processors and Its Application in Sparse Matrix-Vector Multiplication Abstract
4 PJPD04 A Rendezvous-Based Approach Enabling Energy-Efficient Sensory Data Collection with Mobile Sinks Abstract
5 PJPD05 A Survey and Evaluation of Topology-Agnostic Deterministic Routing Algorithms Abstract
6 PJPD06 A Systematic Approach toward Automated Performance Analysis and Tuning Abstract
7 PJPD07 A Two-Dimensional Low-Diameter Scalable On-Chip Network for Interconnecting Thousands of Cores Abstract
8 PJPD08 Adaptive Approximate Data Collection for Wireless Sensor Networks Abstract
9 PJPD09 Aho-Corasick String Matching on Shared and Distributed-Memory Parallel Architectures Abstract
10 PJPD10 An Efficient Approach for Mobile Asset Tracking Using Contexts Abstract
11 PJPD11 An Intelligent Task Allocation Scheme for Multihop Wireless Networks Abstract
12 PJPD12 An Online Data Access Prediction and Optimization Approach for Distributed Systems Abstract
13 PJPD13 Analysis of Impact of TXOP Allocation on IEEE 802.11e EDCA under Variable Network Load Abstract
14 PJPD14 Asymmetric Event-Driven Node Localization in Wireless Sensor Networks Abstract
15 PJPD15 Balancing Performance and Cost in CMP Interconnection Networks Abstract
16 PJPD16 BECAN A Bandwidth-Efficient Cooperative Authentication Scheme for Filtering Injected False Data in Wireless Sensor Networks Abstract
17 PJPD17 BloomCast Efficient and Effective Full-Text Retrieval in Unstructured P2P Networks Abstract
18 PJPD18 Capacity of Data Collection in Arbitrary Wireless Sensor Networks Abstract
19 PJPD19 CCD A Distributed PublishSubscribe Framework for Rich Content Formats Abstract
20 PJPD20 Codesign of NoC and Cache Organization for Reducing Access Latency in Chip Multiprocessors Abstract
21 PJPD21 Comparison-Based System-Level Fault Diagnosis A Neural Network Approach Abstract
22 PJPD22 Coverage and Connectivity in Duty-Cycled Wireless Sensor Networks for Event Monitoring Abstract
23 PJPD23 Cut Detection in Wireless Sensor Networks Abstract
24 PJPD24 DDC A Novel Scheme to Directly Decode the Collisions in UHF RFID Systems Abstract
25 PJPD25 Detecting Concurrency Bugs from the Perspectives of Synchronization Intentions Abstract
26 PJPD26 Discriminating DDoS Attacks from Flash Crowds Using Flow Correlation Coefficient Abstract
27 PJPD27 Distributed Throughput Optimization for ZigBee Cluster-Tree Networks Abstract
28 PJPD28 Dynamic Fractional Resource Scheduling versus Batch Scheduling Abstract
29 PJPD29 EasyPDP An Efficient Parallel Dynamic Programming Runtime System for Computational Biology Abstract
30 PJPD30 Efficient MasterWorker Parallel Discrete Event Simulation on Metacomputing Systems Abstract
31 PJPD31 Embedding Cycles and Paths in Product Networks and Their Applications to Multiprocessor Systems Abstract
32 PJPD32 Energy-Efficient Scheduling of Periodic Real-Time Tasks on Lightly Loaded Multicore Processors Abstract
33 PJPD33 Exploiting Event-Level Parallelism for Parallel Network Simulation on Multicore Systems Abstract
34 PJPD34 Extrema Propagation Fast Distributed Estimation of Sums and Network Sizes Abstract
35 PJPD35 Fingerprinting Mobile User Positions in Sensor Networks Attacks and Countermeasures Abstract
36 PJPD36 GPU Acceleration of Runge-Kutta Integrators Abstract
37 PJPD37 High-Performance Energy-Efficient Multicore Embedded Computing Abstract
38 PJPD38 Implementing a Regular Register in an Eventually Synchronous Distributed System Prone to Continuous Churn Abstract
39 PJPD39 Interactivity-Constrained Server Provisioning in Large-Scale Distributed Virtual Environments Abstract
40 PJPD40 Link-Stability and Energy Aware Routing Protocol in Distributed Wireless Networks Abstract
41 PJPD41 Mesh Decomposition for Efficient Parallel Computing of Electrical Machines by Means of FEM Accounting for Motion Abstract
42 PJPD42 Modeling and Analysis of Communication Networks in Multicluster Systems under Spatio- Temporal Bursty Traffic Abstract
43 PJPD43 On Coverage of Wireless Sensor Networks for Rolling Terrains Abstract
44 PJPD44 On Optimizing Overlay Topologies for Search in Unstructured Peer-to-Peer Networks Abstract
45 PJPD45 Online Scheduling of Dynamic Task Graphs with Communication and Contention for Multiprocessors Abstract
46 PJPD46 Optimal Construction of All Shortest Node-Disjoint Paths in Hypercubes with Applications Abstract
47 PJPD47 Optimizing Techniques for Parallel Digital Logic Simulation Abstract
48 PJPD48 Performance Analysis of Cloud Computing Centers Using MGmm+r Queuing Systems Abstract
49 PJPD49 Quantifying Intrinsic Parallelism Using Linear Algebra for AlgorithmArchitecture Coexploration Abstract
50 PJPD50 RCSMA Receiver-Based Carrier Sense Multiple Access in UHF RFID Systems Abstract
51 PJPD51 Revisiting Dynamic Query Protocols in Unstructured Peer-to-Peer Networks Abstract
52 PJPD52 Self-Protection in a Clustered Distributed System Abstract
53 PJPD53 Sequence Homology Search Using Fine Grained Cycle Sharing of Idle GPUs Abstract
54 PJPD54 SHIP A Scalable Hierarchical Power Control Architecture for Large-Scale Data Centers Abstract
55 PJPD55 Stability Analysis of Reservation-Based Scheduling Policies in Wireless Networks Abstract
56 PJPD56 The Three-Tier Security Scheme in Wireless Sensor Networks with Mobile Sinks Abstract
57 PJPD57 Throughput and Delay Analysis for Convergecast with MIMO in Wireless Networks Abstract
58 PJPD58 User-Level Implementations of Read-Copy Update Abstract