Jie Cao
According to our database1,
Jie Cao
authored at least 196 papers
between 2006 and 2019.
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Bibliography
2019
Dual Cross-Entropy Loss for Small-Sample Fine-Grained Vehicle Classification.
IEEE Trans. Vehicular Technology, 2019
Parameter Measurement of M-Ary PSK Signals With Finite Rate of Innovation.
IEEE Trans. Instrumentation and Measurement, 2019
3D Aided Duet GANs for Multi-View Face Image Synthesis.
IEEE Trans. Information Forensics and Security, 2019
Dynamic Cluster Formation Game for Attributed Graph Clustering.
IEEE Trans. Cybernetics, 2019
Combining Non-Uniform Time Slice and Finite Difference to Improve 3D Ghost Imaging.
Sensors, 2019
Recombined multinomial tree based on saddle-point approximation and its application to Levy models options pricing.
J. Computational Applied Mathematics, 2019
Deep rolling: A novel emotion prediction model for a multi-participant communication context.
Inf. Sci., 2019
Link prediction in temporal networks: Integrating survival analysis and game theory.
Inf. Sci., 2019
Compressed binary discernibility matrix based incremental attribute reduction algorithm for group dynamic data.
Neurocomputing, 2019
Improving task scheduling with parallelism awareness in heterogeneous computational environments.
Future Generation Comp. Syst., 2019
Buoyancy Force Acting on Underground Structures considering Seepage of Confined Water.
Complexity, 2019
Improving lazy decision tree for imbalanced classification by using skew-insensitive criteria.
Appl. Intell., 2019
Large-Margin Regularized Softmax Cross-Entropy Loss.
IEEE Access, 2019
2018
Edge Computing: A Primer
Springer Briefs in Computer Science, Springer, ISBN: 978-3-030-02082-8, 2018
Models for Community Dynamics.
Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018
Identifying Spam in Reviews.
Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018
Enhance the Performance of Network Computation by a Tunable Weighting Strategy.
IEEE Trans. Emerging Topics in Comput. Intellig., 2018
A Simplified FRI Sampling System for Pulse Streams Based on Constraint Random Modulation.
IEEE Trans. on Circuits and Systems, 2018
Understanding Crowdsourcing Systems from a Multiagent Perspective and Approach.
TAAS, 2018
A novel subgraph K+ -isomorphism method in social network based on graph similarity detection.
Soft Comput., 2018
Microwave Metamaterial Absorber for Non-Destructive Sensing Applications of Grain.
Sensors, 2018
A Hybrid Bionic Image Sensor Achieving FOV Extension and Foveated Imaging.
Sensors, 2018
A novel POMDP-based server RAM caching algorithm for VoD systems.
Multimedia Tools Appl., 2018
Few-shot learning for short text classification.
Multimedia Tools Appl., 2018
GLEAM: a graph clustering framework based on potential game optimization for large-scale social networks.
Knowl. Inf. Syst., 2018
A variable resolution feedback improving the performances of object detection and recognition.
J. Systems & Control Engineering, 2018
A pattern-based topic detection and analysis system on Chinese tweets.
J. Comput. Science, 2018
Decentralized event-triggered H∞ control for neural networks subject to cyber-attacks.
Inf. Sci., 2018
Graph classification based on graph set reconstruction and graph kernel feature reduction.
Neurocomputing, 2018
Quantized state estimation for neural networks with cyber attacks and hybrid triggered communication scheme.
Neurocomputing, 2018
Emergency Rescue Vehicle Dispatch Planning Using a Hybrid Algorithm.
International Journal of Information Technology and Decision Making, 2018
Feature selection using forest optimization algorithm based on contribution degree.
Intell. Data Anal., 2018
A weighted collaboration network generalization method for privacy protection in C-DBLP.
Intell. Data Anal., 2018
A generalized game theoretic framework for mining communities in complex networks.
Expert Syst. Appl., 2018
Spotting review spammer groups: A cosine pattern and network based method.
Concurrency and Computation: Practice and Experience, 2018
Parallel Attribute Reduction Algorithm for Complex Heterogeneous Data Using MapReduce.
Complexity, 2018
A comparative study of clustering ensemble algorithms.
Computers & Electrical Engineering, 2018
A multivariate short-term traffic flow forecasting method based on wavelet analysis and seasonal time series.
Appl. Intell., 2018
A hybrid short-term traffic flow forecasting model based on time series multifractal characteristics.
Appl. Intell., 2018
Skip-connection convolutional neural network for still image crowd counting.
Appl. Intell., 2018
A modified artificial bee colony approach for the 0-1 knapsack problem.
Appl. Intell., 2018
Detecting Spammer Groups From Product Reviews: A Partially Supervised Learning Model.
IEEE Access, 2018
A Comparative Study of Subgraph Matching Isomorphic Methods in Social Networks.
IEEE Access, 2018
An Intelligent and Acceleration ASIC Design for High Precision Positioning and Posture Surveillance System.
Proceedings of the IEEE International Conference on Real-time Computing and Robotics, 2018
Learning a High Fidelity Pose Invariant Model for High-resolution Face Frontalization.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
A Sequential Recommendation for Mobile Apps: What Will User Click Next App?
Proceedings of the 2018 IEEE International Conference on Web Services, 2018
An Efficient Distributed-Computing Framework for Association-Rule-Based Recommendation.
Proceedings of the 2018 IEEE International Conference on Web Services, 2018
Enabling Semantics in oneM2M Service Delivery Platform.
Proceedings of the 2018 IEEE/ACM Symposium on Edge Computing, 2018
Understanding Customer Behavior in Shopping Mall from Indoor Tracking Data.
Proceedings of the 22nd IEEE International Conference on Computer Supported Cooperative Work in Design, 2018
Knowledge Granularity Based Incremental Attribute Reduction for Hybrid Attribute Data.
Proceedings of the 5th IEEE International Conference on Cloud Computing and Intelligence Systems, 2018
Simulation of Continuous Enterprise Energy Consumption Process with Uncertain Factors.
Proceedings of the 5th IEEE International Conference on Cloud Computing and Intelligence Systems, 2018
SSE: A New Selective Initialization Strategy for Snapshot Ensembling.
Proceedings of the 5th IEEE International Conference on Cloud Computing and Intelligence Systems, 2018
2017
Fraud Prevention in Online Digital Advertising
Springer Briefs in Computer Science, Springer, ISBN: 978-3-319-56792-1, 2017
Fuzzy Consensus Clustering With Applications on Big Data.
IEEE Trans. Fuzzy Systems, 2017
A Novel De-Noising Method for Improving the Performance of Full-Waveform LiDAR Using Differential Optical Path.
Remote Sensing, 2017
A recommendation engine for travel products based on topic sequential patterns.
Multimedia Tools Appl., 2017
H∞ filtering for networked systems with hybrid-triggered communication mechanism and stochastic cyber attacks.
J. Franklin Institute, 2017
HTCRL: A Range-Free Location Algorithm Based on Homothetic Triangle Cyclic Refinement in Wireless Sensor Networks.
Information, 2017
CAMAS: A cluster-aware multiagent system for attributed graph clustering.
Information Fusion, 2017
Self-representation dimensionality reduction for multi-model classification.
Neurocomputing, 2017
An accurate traffic classification model based on support vector machines.
Int. Journal of Network Management, 2017
Hybrid Attention Networks for Chinese Short Text Classification.
Computación y Sistemas, 2017
Dynamic posture sensing module based on micro IMU and adaptive filter algorithm.
Proceedings of the 2017 IEEE International Conference on Robotics and Biomimetics, 2017
Vibration effects rectification of IMU attitude based on gradient descent algorithm.
Proceedings of the 2017 IEEE International Conference on Real-time Computing and Robotics, 2017
Research of on-line modeling and real-time filtering for MEMS gyroscope random noise.
Proceedings of the 2017 IEEE International Conference on Real-time Computing and Robotics, 2017
Study on prediction model of grain post-harvest loss.
Proceedings of the 5th International Conference on Information Technology and Quantitative Management, 2017
TIDM: Topic-Specific Information Detection Model.
Proceedings of the 5th International Conference on Information Technology and Quantitative Management, 2017
Analysis of Grain Storage Loss Based on Decision Tree Algorithm.
Proceedings of the 5th International Conference on Information Technology and Quantitative Management, 2017
Analysis of the grain loss in harvest based on logistic regression.
Proceedings of the 5th International Conference on Information Technology and Quantitative Management, 2017
Performance comparison between hypervisor- and container-based virtualizations for cloud users.
Proceedings of the 4th International Conference on Systems and Informatics, 2017
Mathematical programming for server consolidation in cloud data centers.
Proceedings of the 4th International Conference on Systems and Informatics, 2017
Hierarchical Hybrid Attention Networks for Chinese Conversation Topic Classification.
Proceedings of the Neural Information Processing - 24th International Conference, 2017
Application of deep learning and unmanned aerial vehicle technology in traffic flow monitoring.
Proceedings of the 2017 International Conference on Machine Learning and Cybernetics, 2017
EdgeOS_H: A Home Operating System for Internet of Everything.
Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017
Semi-SGD: Semi-Supervised Learning Based Spammer Group Detection in Product Reviews.
Proceedings of the Fifth International Conference on Advanced Cloud and Big Data, 2017
Recent Progress of Face Image Synthesis.
Proceedings of the 4th IAPR Asian Conference on Pattern Recognition, 2017
2016
Efficient batch similarity join processing of social images based on arbitrary features.
World Wide Web, 2016
Event-based optimization for admission control in distributed service system.
Telecommunication Systems, 2016
Local Community Mining on Distributed and Dynamic Networks From a Multiagent Perspective.
IEEE Trans. Cybernetics, 2016
Discovering shilling groups in a real e-commerce platform.
Online Information Review, 2016
Stability analysis of switched cellular neural networks: A mode-dependent average dwell time approach.
Neural Networks, 2016
Game theory based emotional evolution analysis for chinese online reviews.
Knowl.-Based Syst., 2016
Accountable mobile E-commerce scheme via identity-based plaintext-checkable encryption.
Inf. Sci., 2016
Similarity based leaf image retrieval using multiscale R-angle description.
Inf. Sci., 2016
Edge Computing: Vision and Challenges.
IEEE Internet of Things Journal, 2016
LED: A fast overlapping communities detection algorithm based on structural clustering.
Neurocomputing, 2016
An efficient and scalable density-based clustering algorithm for datasets with complex structures.
Neurocomputing, 2016
Adaptive event-triggered H∞ filtering for T-S fuzzy system with time delay.
Neurocomputing, 2016
K-anonymisation of social network by vertex and edge modification.
IJES, 2016
SIMPLE: a simplifying-ensembling framework for parallel community detection from large networks.
Cluster Computing, 2016
Predicting Replacement of Smartphones with Mobile App Usage.
Proceedings of the Web Information Systems Engineering - WISE 2016, 2016
Real-time target detection and recognition with deep convolutional networks for intelligent visual surveillance.
Proceedings of the 9th International Conference on Utility and Cloud Computing, 2016
Large scale spatial temporal data visualization based on spark and 3D volume rendering.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016
Accurate mouth state estimation via convolutional neural networks.
Proceedings of the 2016 IEEE International Conference on Digital Signal Processing, 2016
MyPalmVein: A Palm Vein-Based Low-Cost Mobile Identification System for Wide Age Range.
Proceedings of the First IEEE International Conference on Connected Health: Applications, 2016
Online Public Opinion System: Design and Applications.
Proceedings of the International Conference on Advanced Cloud and Big Data, 2016
Parallelizing K-Means-Based Clustering on Spark.
Proceedings of the International Conference on Advanced Cloud and Big Data, 2016
DGWC: Distributed and generic web crawler for online information extraction.
Proceedings of the 2016 International Conference on Behavioral, 2016
2015
A Graph-based model for context-aware recommendation using implicit feedback data.
World Wide Web, 2015
Detecting overlapping communities in poly-relational networks.
World Wide Web, 2015
K-Means-Based Consensus Clustering: A Unified View.
IEEE Trans. Knowl. Data Eng., 2015
AAC-OT: Accountable Oblivious Transfer With Access Control.
IEEE Trans. Information Forensics and Security, 2015
Integrating OWA and data mining for analyzing customers churn in E-commerce.
J. Systems Science & Complexity, 2015
A novel mutation differential evolution for global optimization.
Journal of Intelligent and Fuzzy Systems, 2015
The consistency measures of multi-granularity linguistic group decision making.
Journal of Intelligent and Fuzzy Systems, 2015
A New Improved Range Free Algorithm Based on DV-Hop in Wireless Sensor Network.
JCM, 2015
Network Traffic Classification Using Feature Selection and Parameter Optimization.
JCM, 2015
Social networking meets recommender systems: survey.
IJSNM, 2015
An Ensemble Differential Evolution for Numerical Optimization.
International Journal of Information Technology and Decision Making, 2015
Multimodel biometrics Fusion based on FAR and FRR using Triangular Norm.
Int. J. Comput. Intell. Syst., 2015
A Hybrid Evolutionary Algorithm for Numerical Optimization Problem.
Intelligent Automation & Soft Computing, 2015
KDVEM : a k-degree anonymity with vertex and edge modification algorithm.
Computing, 2015
A distributed SVM method based on the iterative MapReduce.
Proceedings of the 9th IEEE International Conference on Semantic Computing, 2015
A Framework for Food Traceability Information Extraction Based on a Video Surveillance System.
Proceedings of the Third International Conference on Information Technology and Quantitative Management, 2015
3D Model-Based Food Traceability Information Extraction Framework.
Proceedings of the Data Science - Second International Conference, 2015
Spammers Detection from Product Reviews: A Hybrid Model.
Proceedings of the 2015 IEEE International Conference on Data Mining, 2015
ALARM: A novel fall detection algorithm based on personalized threshold.
Proceedings of the 17th International Conference on E-health Networking, 2015
MyPalmVein: A palm vein-based low-cost mobile identification system for wide age range.
Proceedings of the 17th International Conference on E-health Networking, 2015
An improved neural network algorithm based on artificial bee colony algorithm and its application in sewage treatment.
Proceedings of the 2015 International Conference on Behavioral, 2015
A survival analysis method for stock market prediction.
Proceedings of the 2015 International Conference on Behavioral, 2015
Collaborative Topic Ranking: Leveraging Item Meta-Data for Sparsity Reduction.
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
Building the Computational Virtual Reality Environment for Anaesthetists' Training and Practice.
Proceedings of the 2015 IEEE International Conference on Services Computing, 2015
2014
Models for Community Dynamics.
Encyclopedia of Social Network Analysis and Mining, 2014
Online mining abnormal period patterns from multiple medical sensor data streams.
World Wide Web, 2014
Simulation of the Recharging Method of Implantable Biosensors Based on a Wearable Incoherent Light Source.
Sensors, 2014
Polygonal approximation using integer particle swarm optimization.
Inf. Sci., 2014
Scaling up cosine interesting pattern discovery: A depth-first method.
Inf. Sci., 2014
State estimation for complex systems with randomly occurring nonlinearities and randomly missing measurements.
Int. J. Systems Science, 2014
cDNA microarray adaptive segmentation.
Neurocomputing, 2014
Detecting Genuine Communities from Large-Scale Social Networks: A Pattern-Based Method.
Comput. J., 2014
Research on the Forecasting Model for Hypertension Drug Efficacy Based on Medical Data.
Proceedings of the 10th International Conference on Mobile Ad-hoc and Sensor Networks, 2014
A framework for component selection in collaborative sensing application development.
Proceedings of the 10th IEEE International Conference on Collaborative Computing: Networking, 2014
Scaling Information-Theoretic Text Clustering: A Sampling-based Approximate Method.
Proceedings of the Second International Conference on Advanced Cloud and Big Data, 2014
Efficient Parallel Community Detection in Large Edge-Intensive Networks.
Proceedings of the Second International Conference on Advanced Cloud and Big Data, 2014
A backbone extraction method with Local Search for complex weighted networks.
Proceedings of the 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2014
Local Community Extraction for Non-overlapping and Overlapping Community Detection.
Proceedings of the Advanced Data Mining and Applications - 10th International Conference, 2014
Overlapping Community Extraction: A Link Hypergraph Partitioning Based Method.
Proceedings of the IEEE International Conference on Services Computing, SCC 2014, Anchorage, AK, USA, June 27, 2014
2013
Shilling attack detection utilizing semi-supervised learning method for collaborative recommender system.
World Wide Web, 2013
SAIL: Summation-bAsed Incremental Learning for Information-Theoretic Text Clustering.
IEEE Trans. Cybernetics, 2013
Time Series Modeling of Nano-Gold Immunochromatographic Assay via Expectation Maximization Algorithm.
IEEE Trans. Biomed. Engineering, 2013
Towards information-theoretic K-means clustering for image indexing.
Signal Processing, 2013
Hybrid Collaborative Filtering algorithm for bidirectional Web service recommendation.
Knowl. Inf. Syst., 2013
A loan default discrimination model using cost-sensitive support vector machine improved by PSO.
Information Technology and Management, 2013
A novel noise filter based on interesting pattern mining for bag-of-features images.
Expert Syst. Appl., 2013
A novel neural network approach to cDNA microarray image segmentation.
Computer Methods and Programs in Biomedicine, 2013
Personalized Recommendation on Multi-Layer Context Graph.
Proceedings of the Web Information Systems Engineering - WISE 2013, 2013
Community Detection in Multi-relational Social Networks.
Proceedings of the Web Information Systems Engineering - WISE 2013, 2013
A Cloud System for Community Extraction from Super-Large Scale Social Networks.
Proceedings of the Web Information Systems Engineering - WISE 2013, 2013
Understanding User Behavior through URL Analysis in Sina Tweets.
Proceedings of the Web Information Systems Engineering - WISE 2013 Workshops, 2013
Discovering Semantics from Multiple Correlated Time Series Stream.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2013
SEA: a system for event analysis on chinese tweets.
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013
A Theoretic Framework of K-Means-Based Consensus Clustering.
Proceedings of the IJCAI 2013, 2013
User-defined hot topic detection in microblogging.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2013
A real-time abnormality detection system for intensive care management.
Proceedings of the 29th IEEE International Conference on Data Engineering, 2013
2012
Web-based Visualization of Generalized 3D City Models using HTML5 and X3DOM.
Smart CR, 2012
A hybrid model using analytic network process and gray relational analysis for bank's IT outsourcing vendor selection.
Kybernetes, 2012
An Object Tracking Algorithm Based on the "Current" Statistical Model and the Multi-Feature Fusion.
JSW, 2012
Distributed data possession checking for securing multiple replicas in geographically-dispersed clouds.
J. Comput. Syst. Sci., 2012
Multi-feature Fusion Face Recognition Based on Kernel Discriminate Local Preserve Projection Algorithm under Smart Environment.
JCP, 2012
Multi-feature Fusion Tracking Based on A New Particle Filter.
JCP, 2012
A fuzzy multi-objective model for capacity allocation and pricing policy of provider in data communication service with different QoS levels.
Int. J. Systems Science, 2012
A Novel Five-Category Loan-Risk Evaluation Model Using Multiclass LS-SVM by PSO.
International Journal of Information Technology and Decision Making, 2012
Pick-Up Tree Based Route Recommendation from Taxi Trajectories.
Proceedings of the Web-Age Information Management - 13th International Conference, 2012
HySAD: a semi-supervised hybrid shilling attack detector for trustworthy product recommendation.
Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012
An Innovative Outlier Detection Method Using Localized Thresholds.
Proceedings of the Data and Knowledge Engineering - Third International Conference, 2012
Detecting global outliers from large distributed databases.
Proceedings of the 9th International Conference on Fuzzy Systems and Knowledge Discovery, 2012
Statistical characterization of TVWS noise: An experimental study.
Proceedings of the IEEE International Symposium on Dynamic Spectrum Access Networks, 2012
Multiple Time Series Anomaly Detection Based on Compression and Correlation Analysis: A Medical Surveillance Case Study.
Proceedings of the Web Technologies and Applications - 14th Asia-Pacific Web Conference, 2012
Exploiting Space-Time Status for Service Recommendation.
Proceedings of the Web Technologies and Applications, 2012
JRBridge: A Framework of Large-Scale Statistical Computing for R.
Proceedings of the 2012 IEEE Asia-Pacific Services Computing Conference, 2012
Towards a Tricksy Group Shilling Attack Model against Recommender Systems.
Proceedings of the Advanced Data Mining and Applications, 8th International Conference, 2012
Predicting Driving Direction with Weighted Markov Model.
Proceedings of the Advanced Data Mining and Applications, 8th International Conference, 2012
FEAS: A full-time event aware scheduler for improving responsiveness.
Proceedings of the Thirty-Fifth Australasian Computer Science Conference, 2012
2011
Enhancing grid-density based clustering for high dimensional data.
Journal of Systems and Software, 2011
Semi-SAD: applying semi-supervised learning to shilling attack detection.
Proceedings of the 2011 ACM Conference on Recommender Systems, 2011
Dynamic Advance Reservation for Grid System Using Resource Pools.
Proceedings of the Network and Parallel Computing - 8th IFIP International Conference, 2011
Keyword extraction based on sequential pattern mining.
Proceedings of the ICIMCS 2011, 2011
Data Cloud for Distributed Data Mining via Pipelined MapReduce.
Proceedings of the Agents and Data Mining Interaction, 2011
2010
An Improved Protocol for Deadlock and Livelock Avoidance Resource Co-allocation in Network Computing.
World Wide Web, 2010
On Additive Consistent Properties of the Intuitionistic Fuzzy Preference Relation.
International Journal of Information Technology and Decision Making, 2010
A fast motion estimation optimization for H.264/AVC encoder.
Proceedings of the IEEE International Conference on Wireless Communications, 2010
GPU-aided motion adaptive video deinterlacing.
Proceedings of the Visual Information Processing and Communication, 2010
Vision navigation for driver cognitive model in ACT-R architecture.
Proceedings of the 9th IEEE International Conference on Cognitive Informatics, 2010
2009
A Modified Least Squares Support Vector Machine Classifier with Application to Credit Risk Analysis.
International Journal of Information Technology and Decision Making, 2009
Improving Statistical Machine Translation Using Domain Bilingual Multiword Expressions.
Proceedings of the Workshop on Multiword Expressions: Identification, 2009
GPU-aided directional image/video interpolation for real time resolution upconversion.
Proceedings of the 2009 IEEE International Workshop on Multimedia Signal Processing, 2009
Multi-sphere Support Vector Data Description for Outliers Detection on Multi-distribution Data.
Proceedings of the ICDM Workshops 2009, 2009
The Design and Research of Video Grid of Scalable Multilevel Architecture.
Proceedings of the CSIE 2009, 2009 WRI World Congress on Computer Science and Information Engineering, March 31, 2009
A Cross-Layer Design-Based Power-Saving Mechanism for IEEE 802.16e.
Proceedings of the CSIE 2009, 2009 WRI World Congress on Computer Science and Information Engineering, March 31, 2009
The Application of P2P in Video Grid.
Proceedings of the CSIE 2009, 2009 WRI World Congress on Computer Science and Information Engineering, March 31, 2009
2008
PAD Model Based Facial Expression Analysis.
Proceedings of the Advances in Visual Computing, 4th International Symposium, 2008
2007
Research System and Flow of Dynamic Alliance Based on Grid.
Proceedings of the International MultiConference of Engineers and Computer Scientists 2007, 2007
Integration of the Social Welfare Function and TOPSIS Algorithm for 3PL Selection.
Proceedings of the Fourth International Conference on Fuzzy Systems and Knowledge Discovery, 2007
2006
Localization and labeling of rat brain in MR image based on Paxinos-Watson atlas.
Proceedings of the Medical Imaging 2006: Visualization, 2006
A Novel 3D Correspondence-Less Method for MRI and Paxinos-Watson Atlas of Rat Brain Registration.
Proceedings of the Medical Imaging and Augmented Reality, 2006
Simple factory design pattern by auto-registration and applications.
Proceedings of the ISCA 19th International Conference on Computer Applications in Industry and Engineering, 2006