Lixin Li

Orcid: 0000-0002-9980-2649

According to our database1, Lixin Li authored at least 164 papers between 1997 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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On csauthors.net:

Bibliography

2024
Semantic-Forward Relaying: A Novel Framework Toward 6G Cooperative Communications.
IEEE Commun. Lett., March, 2024

Robust Transformer-based model for spatiotemporal PM<sub>2.5</sub> prediction in California.
Earth Sci. Informatics, February, 2024

2023
Transfer Learning for Automatic Modulation Recognition Using a Few Modulated Signal Samples.
IEEE Trans. Veh. Technol., September, 2023

PM<sub>2.5</sub> forecasting based on transformer neural network and data embedding.
Earth Sci. Informatics, September, 2023

Joint Active and Passive Beamforming Optimization for Multi-IRS-Assisted Wireless Communication Systems: A Covariance Matrix Adaptation Evolution Strategy.
IEEE Trans. Veh. Technol., July, 2023

Robust Secrecy via Aerial Reflection and Jamming: Joint Optimization of Deployment and Transmission.
IEEE Internet Things J., July, 2023

A Fast Hyperspectral Tracking Method via Channel Selection.
Remote. Sens., March, 2023

Bistatic MIMO DFRC System Waveform Design via Symbol Distance/Direction Discrimination.
IEEE Trans. Signal Process., 2023

Data-Driven Transportation Network Company Vehicle Scheduling With Users' Location Differential Privacy Preservation.
IEEE Trans. Mob. Comput., 2023

ClST: A Convolutional Transformer Framework for Automatic Modulation Recognition by Knowledge Distillation.
CoRR, 2023

SemantIC: Semantic Interference Cancellation Towards 6G Wireless Communications.
CoRR, 2023

Semantic-Forward Relaying: A Novel Framework Towards 6G Cooperative Communications.
CoRR, 2023

A No-Reference Spectral Quality Assessment Method for Multispectral Pansharpening.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Research on RGB-D Visual SLAM Algorithm Based on Adaptive Target Detection.
Proceedings of the IEEE International Conference on Signal Processing, 2023

Dual-Classifier Collaborative Method Based on Semi-Supervised Active Learning.
Proceedings of the IEEE International Conference on Signal Processing, 2023

FedSCS: Client Selection for Federated Learning Under System Heterogeneity and Client Fairness with a Stackelberg Game Approach.
Proceedings of the IEEE International Conference on Communications, 2023

Intelligent Predictive Beamforming for Integrated Sensing and Communication Based Vehicular-to-Infrastructure Systems.
Proceedings of the IEEE Globecom Workshops 2023, 2023

CST: Automatic Modulation Recognition Method by Convolution Transformer on Temporal Continuity Features.
Proceedings of the IEEE Global Communications Conference, 2023

2022
FLIGHT: Federated Learning with IRS for Grouped Heterogeneous Training.
J. Commun. Inf. Networks, June, 2022

Computing Assistance From the Sky: Decentralized Computation Efficiency Optimization for Air-Ground Integrated MEC Networks.
IEEE Wirel. Commun. Lett., 2022

Age-of-Information in First-Come-First-Served Wireless Communications: Upper Bound and Performance Optimization.
IEEE Trans. Veh. Technol., 2022

Modeling and Analysis of Opinion Dynamics in Social Networks Using Multiple-Population Mean Field Games.
IEEE Trans. Signal Inf. Process. over Networks, 2022

Toward Energy-Efficient Multiple IRSs: Federated Learning-Based Configuration Optimization.
IEEE Trans. Green Commun. Netw., 2022

Underlying Security Transmission Design for Orthogonal Time Frequency Space (OTFS) Modulation.
Sensors, 2022

Incentivizing Proof-of-Stake Blockchain for Secured Data Collection in UAV-Assisted IoT: A Multi-Agent Reinforcement Learning Approach.
IEEE J. Sel. Areas Commun., 2022

Mean-Field-Game-Based Dynamic Task Pricing in Mobile Crowdsensing.
IEEE Internet Things J., 2022

Machine learning meets omics: applications and perspectives.
Briefings Bioinform., 2022

Erratum to: Machine learning meets omics applications and perspectives.
Briefings Bioinform., 2022

A Fast Hyperspectral Object Tracking Method Based On Channel Selection Strategy.
Proceedings of the 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2022

A comparative study of three deep learning models for PM2.5 interpolation.
Proceedings of the IDEAS'22: International Database Engineered Applications Symposium, Budapest, Hungary, August 22, 2022

Insulator Defect Detection Based on Feature Fusion and Attention Mechanism.
Proceedings of the IEEE International Conference on Signal Processing, 2022

Maximum Mean Discrepancy Adversarial Active Learning.
Proceedings of the IEEE International Conference on Signal Processing, 2022

Grouped Federated Learning: A Decentralized Learning Framework with Low Latency for Heterogeneous Devices.
Proceedings of the 2022 IEEE International Conference on Communications Workshops, 2022

2021
Mean Field Game and its Applications in Wireless Networks
Wireless Networks, Springer, ISBN: 978-3-030-86904-5, 2021

Learning-Aided Resource Allocation for Pattern Division Multiple Access-Based SWIPT Systems.
IEEE Wirel. Commun. Lett., 2021

Automatic Modulation Recognition: A Few-Shot Learning Method Based on the Capsule Network.
IEEE Wirel. Commun. Lett., 2021

Resource Allocation for NOMA-MEC Systems in Ultra-Dense Networks: A Learning Aided Mean-Field Game Approach.
IEEE Trans. Wirel. Commun., 2021

Cooperative Lossy Communications in Unmanned Aerial Vehicle Networks: Age-of-Information With Outage Probability.
IEEE Trans. Veh. Technol., 2021

Delay Optimization in Multi-UAV Edge Caching Networks: A Robust Mean Field Game.
IEEE Trans. Veh. Technol., 2021

Passive Beamforming and Trajectory Optimization for Reconfigurable Intelligent Surface-Assisted UAV Secure Communication.
Remote. Sens., 2021

Semantic Analysis of Literary Vocabulary Based on Microsystem and Computer Aided Deep Research.
Mob. Inf. Syst., 2021

UAV Position Optimization Based on Information Freshness: A Mean Field Game Approach.
Proceedings of the 13th International Conference on Wireless Communications and Signal Processing, 2021

Reflection Coefficients Optimization in IRS-assisted Communication: An Evolutionary Game Approach.
Proceedings of the 13th International Conference on Wireless Communications and Signal Processing, 2021

Resource Allocation Based on Three-Sided Matching Theory in Cognitive Vehicular Networks.
Proceedings of the 94th IEEE Vehicular Technology Conference, 2021

A Comprehensive Review of One-stage Networks for Object Detection.
Proceedings of the IEEE International Conference on Signal Processing, 2021

Enabling Efficient Scheduling Policy in Intelligent Reflecting Surface Aided Federated Learning.
Proceedings of the IEEE Global Communications Conference, 2021

2020
Security Provisioning for Non-Orthogonal Multiple Access Networks With Limited Feedback.
IEEE Wirel. Commun. Lett., 2020

Millimeter-Wave Networking in the Sky: A Machine Learning and Mean Field Game Approach for Joint Beamforming and Beam-Steering.
IEEE Trans. Wirel. Commun., 2020

Mean-Field-Type Game-Based Computation Offloading in Multi-Access Edge Computing Networks.
IEEE Trans. Wirel. Commun., 2020

Downlink Transmit Power Control in Ultra-Dense UAV Network Based on Mean Field Game and Deep Reinforcement Learning.
IEEE Trans. Veh. Technol., 2020

Deep Reinforcement Learning Approaches for Content Caching in Cache-Enabled D2D Networks.
IEEE Internet Things J., 2020

Deep learning spatiotemporal air pollution data in China using data fusion.
Earth Sci. Informatics, 2020

AI-Aided Downlink Interference Control in Dense Interference-Aware Drone Small Cells Networks.
IEEE Access, 2020

Deep2s: Improving Aspect Extraction in Opinion Mining With Deep Semantic Representation.
IEEE Access, 2020

Content Caching Policy Based on GAN and Distributional Reinforcement Learning.
Proceedings of the 2020 IEEE International Conference on Communications, 2020

Joint Trajectory and Power Optimization in Multi-Type UAVs Network with Mean Field Q-Learning.
Proceedings of the 2020 IEEE International Conference on Communications Workshops, 2020

No One Left Behind: Avoid Hot Car Deaths via WiFi Detection.
Proceedings of the 2020 IEEE International Conference on Communications, 2020

Distributed Rate Optimization for Intelligent Reflecting Surface with Federated Learning.
Proceedings of the 2020 IEEE International Conference on Communications Workshops, 2020

Efficient Resource Allocation for NOMA-MEC System in Ultra-Dense Network: A Mean Field Game Approach.
Proceedings of the 2020 IEEE International Conference on Communications Workshops, 2020

Belief and Opinion Evolution in Social Networks Based on a Multi-Population Mean Field Game Approach.
Proceedings of the 2020 IEEE International Conference on Communications, 2020

2019
A Prediction-Based Charging Policy and Interference Mitigation Approach in the Wireless Powered Internet of Things.
IEEE J. Sel. Areas Commun., 2019

An Innovative Preschool Education Method Based on Computer Multimedia Technology.
Int. J. Emerg. Technol. Learn., 2019

Efficient spatiotemporal interpolation with spark machine learning.
Earth Sci. Informatics, 2019

Cooperative Secondary Encryption for Primary Privacy Preserving in Cognitive Radio Networks.
IEEE Access, 2019

Distributed Sequential Coalition Formation Algorithm for Spectrum Allocation in Underlay Cognitive Radio Networks.
IEEE Access, 2019

Machine Learning-Based Spectrum Efficiency Hybrid Precoding With Lens Array and Low-Resolution ADCs.
IEEE Access, 2019

Spectral- and Energy-Efficiency of Multi-Pair Two-Way Massive MIMO Relay Systems Experiencing Channel Aging.
IEEE Access, 2019

A QoE-Oriented Scheduling Scheme for Energy-Efficient Computation Offloading in UAV Cloud System.
IEEE Access, 2019

Hybrid Precoding for Beamspace MIMO Systems With Sub-Connected Switches: A Machine Learning Approach.
IEEE Access, 2019

Latency Optimization for Multi-user NOMA-MEC Offloading Using Reinforcement Learning.
Proceedings of the 28th Wireless and Optical Communications Conference, 2019

Multi-UAV Delay Optimization in Edge Caching Networks: A Mean Field Game Approach.
Proceedings of the 28th Wireless and Optical Communications Conference, 2019

Price-based Power Allocation for Multi-UAV Enabled Wireless Networks.
Proceedings of the 28th Wireless and Optical Communications Conference, 2019

Wireless Powered D2D Communication Security Using LSTM in Emergency Communication System.
Proceedings of the 28th Wireless and Optical Communications Conference, 2019

Resource Allocation in Blockchain System Based on Mobile Edge Computing Networks.
Proceedings of the 11th International Conference on Wireless Communications and Signal Processing, 2019

Interference and Energy Management for Dense Aerial Access Networks: A Mean Field Game Approach.
Proceedings of the 11th International Conference on Wireless Communications and Signal Processing, 2019

Beam-Steering Optimization in Multi-UAVs mmWave Networks: A Mean Field Game Approach.
Proceedings of the 11th International Conference on Wireless Communications and Signal Processing, 2019

A Multi-database Hybrid Storage Method for Big Data of Power Dispatching and Control.
Proceedings of the 2019 IEEE SmartWorld, 2019

Inhomogeneous Multi-UAV Aerial Base Stations Deployment: A Mean-Field-Type Game Approach.
Proceedings of the 15th International Wireless Communications & Mobile Computing Conference, 2019

Minimization of Offloading Delay for Two-Tier UAV with Mobile Edge Computing.
Proceedings of the 15th International Wireless Communications & Mobile Computing Conference, 2019

Learning Spectral and Spatial Features Based on Generative Adversarial Network for Hyperspectral Image Super-Resolution.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Spectrum Sharing Scheme for Multi-UAVs Relay Network Based on Matching Theory.
Proceedings of the Intelligent Robotics and Applications - 12th International Conference, 2019

Equal Gain Combining Based Sub-optimum Posterior Noncoherent Fusion Rule for Wireless Sensor Networks.
Proceedings of the Intelligent Robotics and Applications - 12th International Conference, 2019

An Efficient Image Quality Assessment Guidance Method for Unmanned Aerial Vehicle.
Proceedings of the Intelligent Robotics and Applications - 12th International Conference, 2019

Learning Spatial and Spectral Features VIA 2D-1D Generative Adversarial Network for Hyperspectral Image Super-Resolution.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Energy-efficient Hybrid Precoding for Beamspace MIMO Systems with Lens Array.
Proceedings of the 19th IEEE International Conference on Communication Technology, 2019

Machine Learning-Based Hybrid Precoding with Robust Error for UAV mmWave Massive MIMO.
Proceedings of the 2019 IEEE International Conference on Communications, 2019

Position Prediction Based Fast Beam Tracking Scheme for Multi-User UAV-mmWave Communications.
Proceedings of the 2019 IEEE International Conference on Communications, 2019

A Mean-Field-Type Game Approach to Computation Offloading in Mobile Edge Computing Networks.
Proceedings of the 2019 IEEE International Conference on Communications, 2019

Content Caching Policy for 5G Network Based on Asynchronous Advantage Actor-Critic Method.
Proceedings of the 2019 IEEE Global Communications Conference, 2019

Balancing Energy Efficiency and Hit Ratio in Social-Aware Caching: A Cross Layer Approach.
Proceedings of the 2019 IEEE Global Communications Conference, 2019

Chinese named entity recognition in power domain based on Bi-LSTM-CRF.
Proceedings of the 2nd International Conference on Artificial Intelligence and Pattern Recognition, 2019

2018
An Interdigital Electrode Probe for Detection, Localization and Evaluation of Surface Notch-Type Damage in Metals.
Sensors, 2018

BP Network Control for Resource Allocation and QoS Ensurance in UAV Cloud.
J. Sensors, 2018

An improved design of P4P based on distributed tracker.
Int. J. Inf. Commun. Technol., 2018

A prediction-based coordination caching scheme for content centric networking.
Proceedings of the 27th Wireless and Optical Communication Conference, 2018

Weighted sum-rate maximization for cooperative multiceli multiuser massive MIMO systems based on discretized Pareto boundary approximation.
Proceedings of the 27th Wireless and Optical Communication Conference, 2018

Downlink Interference Management in Dense Drone Small Cells Networks Using Mean-Field Game Theory.
Proceedings of the 10th International Conference on Wireless Communications and Signal Processing, 2018

Reliability Measurement Based Transmission Scheme for Wireless Sensor Network.
Proceedings of the 10th International Conference on Wireless Communications and Signal Processing, 2018

A Contract-Based Incentive Mechanism in RF-Powered Backscatter Cognitive Radio Networks.
Proceedings of the 10th International Conference on Wireless Communications and Signal Processing, 2018

Joint Optimization Scheme for Spectrum Leasing in Cognitive Radio Networks.
Proceedings of the 10th International Conference on Wireless Communications and Signal Processing, 2018

High Throughput Parallel Concatenated Encoding and Decoding for Polar Codes: Design, Implementation and Performance Analysis.
Proceedings of the 14th International Wireless Communications & Mobile Computing Conference, 2018

Adaptive Coverage Solution In Multi-UAVs Emergency Communication System: A Discrete-Time Mean-Field Game.
Proceedings of the 14th International Wireless Communications & Mobile Computing Conference, 2018

Precoding Design for Drone Small Cells Cluster Network with Massive MIMO: A Game Theoretical Approach.
Proceedings of the 14th International Wireless Communications & Mobile Computing Conference, 2018

Energy Efficient Hybrid Precoding for Cooperative Multicell Multiuser Massive MIMO Systems with Multiple Base Station Association.
Proceedings of the 14th International Wireless Communications & Mobile Computing Conference, 2018

Anew Pansharpening Method with Multi-Scale Structure Perception.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Pansharpening Based on Joint Gaussian Guided Upsampling.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Dynamic Power Allocation Scheme in Power-Domain NOMA using Actor-Critic Reinforcement Learning.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

Dynamic Spectrum Access in Cognitive Radio Networks Using Deep Reinforcement Learning and Evolutionary Game.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

A Discrete-Time Mean Field Game in Multi-UAV Wireless Communication Systems.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

A Clustering Method Based on the Average Interference Threshold for mMIMO-HetNet.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

Auction-Based Users Dynamic Allocation in Heterogeneous Networks.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

Optimal Transmit Antenna Selection Strategy for MIMO Wiretap Channel Based on Deep Reinforcement Learning.
Proceedings of the IEEE/CIC International Conference on Communications in China, 2018

An Efficient Two-User Multicast Pushing Policy for Cache Hit Ratio Maximization.
Proceedings of the IEEE Global Communications Conference, 2018

Cooperative Game Aided Spectrum Sharing in Underlay Cognitive Radio Networks Employing NOMA Schemes.
Proceedings of the IEEE Globecom Workshops, 2018

Joint Content Popularity Prediction and Content Delivery Policy for Cache-Enabled D2D Networks: A Deep Reinforcement Learning Approach.
Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

Matching-Based Resource Allocation and Distributed Power Control Using Mean Field Game in the NOMA-Based UAV Networks.
Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2018

2017
Constraint Databases and Moving Objects.
Proceedings of the Encyclopedia of GIS., 2017

Constraint Databases and Data Interpolation.
Proceedings of the Encyclopedia of GIS., 2017

Constraint Database Queries.
Proceedings of the Encyclopedia of GIS., 2017

Denoise-and-Forward Two-Path Successive Relaying With DBPSK Modulation.
IEEE Wirel. Commun. Lett., 2017

Cascade self-tuning control architecture for QoS-aware MAC in WSN.
IET Wirel. Sens. Syst., 2017

Multilevel polar-coded modulation based on cooperative relaying.
Proceedings of the 9th International Conference on Wireless Communications and Signal Processing, 2017

Secrecy sum rate maximization in NOMA systems with wireless information and power transfer.
Proceedings of the 9th International Conference on Wireless Communications and Signal Processing, 2017

Sub-array based hybrid precoding design for downlink millimeter-wave multi-user massive MIMO systems.
Proceedings of the 9th International Conference on Wireless Communications and Signal Processing, 2017

A novel two-stage guided filtering based pansharpening method.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A scale-aware pansharpening method with rolling guidance filter.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Simultaneous wireless information and power transfer for cognitive two-path successive relaying networks.
Proceedings of the 2017 IEEE/CIC International Conference on Communications in China, 2017

High throughput parallel encoding and decoding architecture for polar codes.
Proceedings of the 2017 IEEE/CIC International Conference on Communications in China, 2017

Multi-Pair Bidirectional Relaying with Full-Duplex Massive MIMO Experiencing Channel Aging.
Proceedings of the 2017 IEEE Global Communications Conference, 2017

Disentangle crime hot spots and displacements in space and time: an analysis for Chicago from 2001 to 2016.
Proceedings of the 1st ACM SIGSPATIAL Workshop on Geospatial Humanities, 2017

FgDetector: Fine-Grained Android Malware Detection.
Proceedings of the Second IEEE International Conference on Data Science in Cyberspace, 2017

2016
Energy-Efficient Cooperative Network Coding With Joint Relay Scheduling and Power Allocation.
IEEE Trans. Commun., 2016

Performance of multiple access CSK communication system with DF cooperative strategy.
Autom. Control. Comput. Sci., 2016

Full-duplex denoise-and-forward two-way relaying with DBPSK modulation.
Proceedings of the 8th International Conference on Wireless Communications & Signal Processing, 2016

On the energy efficiency in multi-user multi-relay coded network.
Proceedings of the 23rd International Conference on Telecommunications, 2016

Quality Measurement and Evaluation Technology Research of Power Grid Dispatching Automation System Software.
Proceedings of the Geo-Spatial Knowledge and Intelligence, 2016

2015
Two-way relaying with differential MPSK modulation in virtual full duplexing system.
Proceedings of the 2015 IEEE/CIC International Conference on Communications in China, 2015

Impulse noise removal in two-dimensional electrophoresis images based on dome recognition.
Proceedings of the 8th International Conference on Biomedical Engineering and Informatics, 2015

2014
Simplified partially parallel DVB-S2 LDPC decoder architectural design based on FPGA.
Proceedings of the 2014 IEEE/CIC International Conference on Communications in China, 2014

2013
Autonomous Navigation Strategy in Mobile Robot.
J. Comput., 2013

Dynamic Analysis and Debugging of Binary Code for Security Applications.
Proceedings of the Runtime Verification - 4th International Conference, 2013

2012
Knowledge and Skill Requirements for Entry-Level IT Workers: A Longitudinal Study.
J. Inf. Syst. Educ., 2012

Plagiarism and Programming: A Survey of Student Attitudes.
J. Inf. Syst. Educ., 2012

2011
Spatiotemporal Interpolation Methods for Air Pollution Exposure.
Proceedings of the Ninth Symposium on Abstraction, Reformulation, and Approximation, 2011

ANN-based Multi Classifier for Identification of Perimeter Events.
Proceedings of the 4th International Symposium on Computational Intelligence and Design, 2011

2010
Design of Limb for Parallel Mechanism Based on Screw Theory.
Proceedings of the Computer and Computing Technologies in Agriculture IV, 2010

2009
Knowledge and Skill Requirements for Entry-Level Information Technology Workers: A Comparison of Industry and Academia.
J. Inf. Syst. Educ., 2009

Online Signature Generation for Windows Systems.
Proceedings of the Twenty-Fifth Annual Computer Security Applications Conference, 2009

2008
Constraint Databases and Moving Objects.
Proceedings of the Encyclopedia of GIS., 2008

Constraint Databases and Data Interpolation.
Proceedings of the Encyclopedia of GIS., 2008

Constraint Database Queries.
Proceedings of the Encyclopedia of GIS., 2008

2006
A Spatiotemporal Database for Ozone in the Conterminous U.S.
Proceedings of the 13th International Symposium on Temporal Representation and Reasoning (TIME 2006), 2006

Address-Space Randomization for Windows Systems.
Proceedings of the 22nd Annual Computer Security Applications Conference (ACSAC 2006), 2006

2005
A study of smart growth initiatives using GIS: the case of Austin, Texas.
Proceedings of the 2005 National Conference on Digital Government Research, 2005

2004
Interpolation methods for spatio-temporal geographic data.
Comput. Environ. Urban Syst., 2004

Voronoi Region-Based Spatiotemporal GIS Databases.
Proceedings of the 2004 Annual National Conference on Digital Government Research, 2004

A New Shape Function Based Spatiotemporal Interpolation Method.
Proceedings of the Constraint Databases, 2004

2003
The Relationship among GIS-Oriented Spatiotemporal Databases.
Proceedings of the 2003 Annual National Conference on Digital Government Research, 2003

2002
Constraint-Based Visualization of Spatial Interpolation Data.
Proceedings of the International Conference on Information Visualisation, 2002

A Comparison of Spatio-temporal Interpolation Methods.
Proceedings of the Geographic Information Science, Second International Conference, 2002

Representation and Querying of Interpolation Data in Constraint Databases.
Proceedings of the 2002 Annual National Conference on Digital Government Research, 2002

2001
A methodology for testing spreadsheets.
ACM Trans. Softw. Eng. Methodol., 2001

1998
What You See Is What You Test: A Methodology for Testing Form-Based Visual Programs.
Proceedings of the Forging New Links, 1998

1997
Testing strategies for form-based visual programs.
Proceedings of the Eighth International Symposium on Software Reliability Engineering, 1997


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