Serpen, Gursel

Gursel Serpen
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Positions

Professor, Electrical Engineering and Computer Science , College of Engineering

Contact Info

gursel.serpen@utoledo.edu

selected publications

Article (Faculty180)
- 2023
  
  UNSW-NB15 Computer Security Dataset: Analysis through Visualization. Journal of Security and Privacy. 1-29.
- 2022
  
  Intrusion detection and identification system design and performance evaluation for industrial SCADA networks. International Journal of Safety and Security Engineering. 12:259.
- 2021
  
  Unsw-nb15 computer security dataset: Analysis through visualization. arXiv preprint arXiv:2101.05067.
- 2020
  
  Evaluation of biometric user authentication using an ensemble classifier with face and voice recognition. arXiv preprint arXiv:2006.00548.
- 2020
  
  Intrusion detection and identification system design and performance evaluation for industrial SCADA networks. arXiv preprint arXiv:2012.09707.
- 2020
  
  Numerical modeling of nonohmic percolation conduction and Poole--Frenkel laws. Journal of Applied Physics. 128:035701.
- 2020
  
  Percolation with plasticity for neuromorphic systems. Journal of Physics: Complexity. 1:035009.
- 2020
  
  Pulse percolation conduction and multi-valued memory. AIP Advances. 10:045324.
- 2020
  
  Reduced Complexity Simulation of Wireless Sensor Networks for Application Development. arXiv preprint arXiv:2012.12182.
- 2019
  
  Design and performance evaluation of a parking management system for automated, multi-story and robotic parking structure. Intelligent Computing and Cybernetics. 12:444-465.
- 2019
  
  Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data . Information Assurance and Security. 14:106-117.
- 2018
  
  Host-based Misuse Intrusion Detection System using PCA Feature Extraction and kNN Classification Algorithms. Intelligent Data Analysis. 22:1101-1114.
- 2017
  
  Ensemble Classifier for Misuse Detection Using N-gram Feature vectors through System Call Trace Data. Hybrid Intelligent Systems. 14:141-154.
- 2016
  
  Adaptive and intelligent wireless sensor networks through neural networks: an illustration for infrastructure adaptation through Hopfield network. Applied Intelligence. 45:343.
- 2016
  
  Parallel and distributed neurocomputing with wireless sensor networks. Neurocomputing. 173:1169.
- 2015
  
  Automated robotic parking systems: real-time, concurrent and multi-robot path planning in dynamic environments. Applied Intelligence. 42:231.
- 2013
  
  Performance of global--local hybrid ensemble versus boosting and bagging ensembles. International Journal of Machine Learning and Cybernetics. 4:301.
- 2012
  
  A design heuristic for hybrid classification ensembles in machine learning. Intelligent Data Analysis. 16:233.
- 2012
  
  Composition of Optimal Service Workflows with Quality-of-Service Enabled Multi-Criteria Uniform Cost Search Algorithm. International Journal of Systems and Service-Oriented Engineering (IJSSOE). 3:1.
- 2012
  
  Exploiting mid-range DNA patterns for sequence classification: binary abstraction Markov models. Nucleic acids research. 40:4765.
- 2012
  
  Global-local hybrid ensemble classifier for KDD 2004 cup particle physics dataset. International Journal of Machine Learning and Computing. 2:231-234.
- 2012
  
  Hybrid random subsample classifier ensemble for high dimensional data sets. International Journal of Hybrid Intelligent Systems. 9:91.
- 2011
  
  Comparative performance evaluation of global-local hybrid ensemble. International Journal of Hybrid Intelligent Systems. 8:59.
- 2010
  
  Bayes net classifiers for prediction of renal graft status and survival period. International Journal of Medicine and Medical Sciences. 1:215-221.
- 2010
  
  Knowledge Discovery for Query Formulation for Validation of a Bayesian Belief Network.. Journal of Intelligent Learning Systems and Applications. 2:156.
- 2008
  
  A knowledge-based artificial neural network classifier for pulmonary embolism diagnosis. Computers in biology and medicine. 38:204.
- 2008
  
  Hopfield network as static optimizer: Learning the weights and eliminating the guesswork. Neural Processing Letters. 27:1.
- 2008
  
  Validation of a bayesian belief network representation for posterior probability calculations on national crime victimization survey. Artificial Intelligence and Law. 16:245.
- 2007
  
  Enhancing Computational Promise of Neural Optimization for Graph-Theoretic Problems in Real-Time Environments. Advances in Neural Networks. 14:168.
- 2006
  
  Measuring similarity in feature space of knowledge entailed by two separate rule sets. Knowledge-Based Systems. 19:67.
- 2005
  
  A heuristic and its mathematical analogue within artificial neural network adaptation context. Neural Network World. 15:129.
- 2004
  
  Managing spatio-temporal complexity in Hopfield neural networks. Computers in Mathematics and Simulation. 62:279-293.
- 2004
  
  Theoretical exploration on local stability of simultaneous recurrent neural network dynamics for static combinatorial optimization. Neural Information Processing--Letters and Reviews. 2.
- 2004
  
  Why machine learning algorithms fail in misuse detection on KDD intrusion detection data set. Intelligent Data Analysis. 8:403-415.
- 2003
  
  Automated Lung Outline Reconstruction in Ventilation-Perfusion Scans Using Principal Component Analysis Techniques. Computers in Biology and Medicine. 33:119-142.
- 2003
  
  Simultaneous recurrent neural network trained with non-recurrent backpropagation algorithm for static optimisation. Neural Computing & Applications. 12:1-9.
- 2003
  
  Weight Initialization for Simultaneous Recurrent Neural Network Trained with A Fixed-Point Learning Algorithm. Neural Processing Letters. 17:33-41.
- 2002
  
  Password Authentication Based on Typing Style Through an ART2 Neural Network. International Journal of Computational Intelligence and Applications. 2:131-152.
- 2002
  
  Training Simultaneous Recurrent Neural Network with Resilient Propagation for Combinatorial Optimization. International Journal of Neural Systems. 12:203-218.
- 2001
  
  Addressing the Scaling Problem of Neural Networks in Static Optimization. International Journal of Neural Systems. 11:477.
- 2000
  
  Determination of weights for relaxation recurrent neural networks. Neurocomputing. 34:145.
- 1999
  
  Necessary Conditions for Stability of Solutions in Recurrent Neural Networks.. Neural Parallel and Scientific Computations. 7:55.
- 1999
  
  Recurrent Neural Networks for Structural Optimization. Journal of Computer-Aided Civil and Infrastructure Engineering. 14:445-451.
- 1997
  
  On the Performance of Hopfield Network for Graph Search Problem. Neurocomputing. 14:365-381.
- 1994
  
  Analysis of the relationship between weight parameters and stability of solutions in Hopfield networks from dynamic systems viewpoint. Neural, Parallel & Scientific Computations. 2:361.
- Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection
- Evaluation of biometric user authentication using an ensemble classifier with face and voice recognition
- Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data
- Intrusion Detection and identification System Design and Performance Evaluation for Industrial SCADA Networks
- Reduced Complexity Simulation of Wireless Sensor Networks for Application Development
- UNSW-NB15 Computer Security Dataset: Analysis through Visualization
Article (Web of Science)
- 2020
  
  Numerical modeling of nonohmic percolation conduction and Poole-Frenkel laws. JOURNAL OF APPLIED PHYSICS. 128.
  Full Text via DOI: 10.1063/5.0019844
- 2020
  
  Pulse percolation conduction and multi-valued memory. AIP ADVANCES. 10.
  Full Text via DOI: 10.1063/5.0003765
- 2020
  
  Percolation with plasticity for neuromorphic systems. Journal of Physics: Complexity. 1:035009.
  Full Text via DOI: 10.1088/2632-072x/abb88c
- 2019
  
  Design and performance evaluation of a parking management system for automated, multi-story and robotic parking structure. INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS. 12:444-465.
  Full Text via DOI: 10.1108/ijicc-02-2019-0017
- 2018
  
  Host-based misuse intrusion detection using PCA feature extraction and kNN classification algorithms. INTELLIGENT DATA ANALYSIS. 22:1101-1114.
  Full Text via DOI: 10.3233/IDA-173493
- 2016
  
  Adaptive and intelligent wireless sensor networks through neural networks: an illustration for infrastructure adaptation through Hopfield network. APPLIED INTELLIGENCE. 45:343-362.
  Full Text via DOI: 10.1007/s10489-016-0761-7
- 2016
  
  Parallel and distributed neurocomputing with wireless sensor networks. NEUROCOMPUTING. 173:1169-1182.
  Full Text via DOI: 10.1016/j.neucom.2015.08.074
- 2015
  
  Automated robotic parking systems: real-time, concurrent and multi-robot path planning in dynamic environments. APPLIED INTELLIGENCE. 42:231-251.
  Full Text via DOI: 10.1007/s10489-014-0598-x
- 2013
  
  Performance of global-local hybrid ensemble versus boosting and bagging ensembles. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. 4:301-317.
  Full Text via DOI: 10.1007/s13042-012-0094-8
- 2012
  
  Exploiting mid-range DNA patterns for sequence classification: binary abstraction Markov models. NUCLEIC ACIDS RESEARCH. 40:4765-4773.
  Full Text via DOI: 10.1093/nar/gks154
- 2012
  
  A design heuristic for hybrid classification ensembles in machine learning. INTELLIGENT DATA ANALYSIS. 16:233-246.
  Full Text via DOI: 10.3233/IDA-2012-0521
- 2008
  
  A knowledge-based artificial neural network classifier for pulmonary embolism diagnosis. COMPUTERS IN BIOLOGY AND MEDICINE. 38:204-220.
  Full Text via DOI: 10.1016/j.compbiomed.2007.10.001
- 2008
  
  Hopfield network as static optimizer: Learning the weights and eliminating the guesswork. NEURAL PROCESSING LETTERS. 27:1-15.
  Full Text via DOI: 10.1007/s11063-007-9055-8
- 2008
  
  Validation of a bayesian belief network representation for posterior probability calculations on national crime victimization survey. Artificial Intelligence and Law. 16:245-276.
  Full Text via DOI: 10.1007/s10506-008-9064-6
- 2006
  
  Measuring similarity in feature space of knowledge entailed by two separate rule sets. Knowledge-Based Systems. 19:67-76.
  Full Text via DOI: 10.1016/j.knosys.2003.11.001
- 2005
  
  A heuristic and its mathematical analogue within artificial neural network adaptation context. NEURAL NETWORK WORLD. 15:129-136.
- 2004
  
  Managing spatio-temporal complexity in Hopfield neural network simulations for large-scale static optimization. Mathematics and Computers in Simulation. 64:279-293.
  Full Text via DOI: 10.1016/j.matcom.2003.09.023
- 2003
  
  Automated lung outline reconstruction in ventilation–perfusion scans using principal component analysis techniques. COMPUTERS IN BIOLOGY AND MEDICINE. 33:119-142.
  Full Text via DOI: 10.1016/s0010-4825(02)00063-x
- 2003
  
  Simultaneous recurrent neural network trained with non-recurrent backpropagation algorithm for static optimisation. NEURAL COMPUTING & APPLICATIONS. 12:1-9.
  Full Text via DOI: 10.1007/s00521-003-0365-0
- 2000
  
  Determination of weights for relaxation recurrent neural networks. NEUROCOMPUTING. 34:145-168.
  Full Text via DOI: 10.1016/s0925-2312(00)00310-6
- 1997
  
  On the performance of Hopfield network for graph search problem. NEUROCOMPUTING. 14:365-381.
  Full Text via DOI: 10.1016/s0925-2312(96)00037-9
- A design heuristic for hybrid classification ensembles in machine learning. Intelligent Data Analysis. 16:233-246.
  Full Text via DOI: 10.3233/ida-2012-0521
- Host-based misuse intrusion detection using PCA feature extraction and kNN classification algorithms. Intelligent Data Analysis. 22:1101-1114.
  Full Text via DOI: 10.3233/ida-173493
Chapter (Faculty180)
- 2010
  
  Chapter 4 - Binary-abstracted Markov models and their application to sequence classication. The Characterization and Utilization of Middle-range Sequence Patterns within the Human Genome: PhD Dissertation by S. S. Shepard. College of Medicine, University of Toledo . 75-157.
Poetry (Web of Science)
- Stability of simultaneous recurrent neural network dynamics for static optimization
  Full Text via DOI: 10.1109/ijcnn.2002.1007450
Proceedings (Faculty180)
- 2019
  
  Misuse Intrusion Detection Using Machine Learning for Gas Pipeline SCADA Networks. 84-90.
- 2018
  
  Real-time Detection of Human Falls in Progress: Machine Learning Approach. 238-247.
- 2016
  
  Design of Multithreaded Simulation Software through UMLfor a Fully Automated Robotic Parking Structure. 10-16.
- 2015
  
  Real-Time Optimal Scheduling of a Group of Elevators in a Multi-Story Robotic Fully-Automated Parking Structure. 507.
- 2015
  
  Transformation based score fusion algorithm for multi-modal biometric user authentication through ensemble classification. 410.
- 2014
  
  Complexity analysis of multilayer perceptron neural network embedded into a wireless sensor network. 192.
- 2014
  
  Empirical Model Development for Message Delay and Drop in Wireless Sensor Networks. 353.
- 2014
  
  Part VI: Cyber Physical Systems Preface. 343.
- 2013
  
  AI-WSN: Adaptive and intelligent wireless sensor network. 406.
- 2013
  
  WSN-ANN: Parallel and distributed neurocomputing with wireless sensor networks. 1-8.
- 2012
  
  Assessing time complexity of applications for TinyOS-Mica wireless sensor networks in TOSSIM emulator. 380.
- 2012
  
  Preface to Part V Distributed Networks. 373.
- 2012
  
  Simulating heterogeneous and larger-scale wireless sensor networks with TOSSIM TinyOS emulator. 374.
- 2011
  
  Parallel and distributed computations of maximum independent set by a Hopfield neural net embedded into a wireless sensor network. 390.
- 2011
  
  TOSSIM simulation of wireless sensor network serving as hardware platform for Hopfield neural net configured for max independent set. 408.
- 2011
  
  nesC-TinyOS model for parallel and distributed computation of max independent set by Hopfield network on wireless sensor network. 396.
- 2010
  
  Automated Composition of Web Service Workflow - A Novel QoS-Enabled Multi-criteria Cost Search Algorithm. 122-131.
- 2010
  
  Comparison of subsampling techniques for random subspace ensembles. 380-385.
- 2010
  
  Fast Preliminary Evaluation of New Machine Learning Algorithms for Feasibility. 113-115.
- 2010
  
  Hybridization of Base Classifiers of Random Subsample Ensembles for Enhanced Performance in High Dimensional Feature Spaces. 776-781.
- 2009
  
  A Bayesian Belief Network Classifier for Predicting Victimization in National Crime Victimization Survey.. 648-652.
- 2009
  
  Classification in High-Dimensional Feature Spaces: Random Subsample Ensemble. 740-745.
- 2009
  
  High-Fidelity FEA Simulation through Linking with Experiment Data: A Neural Network Methodology.. 65-68.
- 2009
  
  Large experiment and evaluation tool for WEKA classifiers. 340-346.
- 2007
  
  A Knowledge Based Artificial Neural Network for Pulmonary Embolism Diagnosis: Development and Conceptual Aspects. 1-6.
- 2007
  
  Adaptation in weight space through gradient descent for Hopfield net as static optimizer: is it feasible?. 493-498.
- 2006
  
  NeuroWizard: A Software Tool for Empirical Modeling of Nonlinear Processes in Engineering Design Optimization.. 396-402.
- 2005
  
  An exploratory study for neural network forecasting of retail sales trends using industry and national economic indicators. 1-4.
- 2005
  
  Search for a Lyapunov function through empirical approximation by artificial neural nets: Theoretical framework. 735-740.
- 2004
  
  Computational promise of simultaneous recurrent network with a stochastic search mechanism. 2239-2244.
- 2003
  
  Adaptive hopfield network. 3-10.
- 2003
  
  Application of machine learning algorithms to KDD intrusion detection dataset within misuse detection context. 209-215.
- 2003
  
  Formulation of a Heuristic Rule for Misuse and Anomaly Detection for U2R Attacks in Solaris Operating System Environment. 390-396.
- 2003
  
  KDD feature set complaint heuristic rules for R2L attack detection. 310.
- 2002
  
  Stability of Simultaneous Recurrent Neural Network Dynamics for Static Optimization. 390-396.
- 2001
  
  Neural PCA Network for Lung Outline Reconstruction in VQ Scan Images. 789-796.
- 2000
  
  Fuzzy Inference System for PIOPED-compliant diagnosis of pulmonary embolism. 753-758.
- 1999
  
  Bayesian Belief Networks as a Diagnostic Tool for Pulmonary Embolism. 929-934.
- 1999
  
  Simultaneous Recurrent Neural Networks for Static Optimization. 1009-1014.
- 1998
  
  Higher order neural nets for task planning in decomposed state spaces. 605-614.
- 1997
  
  Determination of parameters in relaxation-search neural networks for optimization problems. 1256-1259.
- 1997
  
  Performance Analysis of Probabilistic Potential Function Neural Network Classifier,. 471-476.
- 1996
  
  A Novel Algorithm For Classification Of Spect Images Of A Human Heart. 1-5.
- 1996
  
  Data Collection and Recording Guidelines for Achieving Intelligent Diagnostics. 129-134.
- 1996
  
  On-the-fly neural network construction for repairing F-16 flight control panel using thermal imaging. 284-294.
- 1996
  
  Probabilistic Potential Function Neural Network Classifier. 193-198.
- 1996
  
  RBF Networks with Fuzzy Covariance Matrice. 187-192.
- 1996
  
  Thermal Imaging is the Sole Basis for Repairing the F-16 Flight Control Panel. 418-424.
- 1990
  
  A neural network for path search in directed graphs. 558-561.
- 1990
  
  An adaptive constraint satisfaction network. 163-170.
- 1990
  
  Neural Nets vs. Analog Computers: An Observation. 687-690.
- 1989
  
  Evaluation of lattice theoretic techniques for task decomposition formalism. 1114-1119.
Proceedings Paper (Web of Science)
- 2018
  
  Real-time Detection of Human Falls in Progress: Machine Learning Approach. COMPLEX ADAPTIVE SYSTEMS. 238-247.
  Full Text via DOI: 10.1016/j.procs.2018.10.324
- 2015
  
  Real-Time Optimal Scheduling of a Group of Elevators in a Multi-Story Robotic Fully-Automated Parking Structure. COMPLEX ADAPTIVE SYSTEMS. 507-514.
  Full Text via DOI: 10.1016/j.procs.2015.09.202
- 2015
  
  Transformation Based Score Fusion Algorithm for Multi-Modal Biometric User Authentication through Ensemble Classification. COMPLEX ADAPTIVE SYSTEMS. 410-415.
  Full Text via DOI: 10.1016/j.procs.2015.09.175
- 2014
  
  Complexity Analysis of Multilayer Perceptron Neural Network Embedded into a Wireless Sensor Network. COMPLEX ADAPTIVE SYSTEMS. 192-197.
  Full Text via DOI: 10.1016/j.procs.2014.09.078
- 2013
  
  AI-WSN: Adaptive and Intelligent Wireless Sensor Network. COMPLEX ADAPTIVE SYSTEMS. 406-413.
  Full Text via DOI: 10.1016/j.procs.2013.09.294
- 2013
  
  WSN-ANN: Parallel and Distributed Neurocomputing with Wireless Sensor Networks. 2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN).
- 2012
  
  Assessing Time Complexity of Applications for TinyOS-Mica Wireless Sensor Networks in TOSSIM Emulator. COMPLEX ADAPTIVE SYSTEMS. 380-385.
  Full Text via DOI: 10.1016/j.procs.2012.09.090
- 2012
  
  Simulating Heterogeneous and Larger-Scale Wireless Sensor Networks with TOSSIM TinyOS Emulator. COMPLEX ADAPTIVE SYSTEMS. 374-379.
  Full Text via DOI: 10.1016/j.procs.2012.09.089
- 2011
  
  Parallel and distributed computations of maximum independent set by a Hopfield neural net embedded into a wireless sensor network. COMPLEX ADAPTIVE SYSTEMS.
  Full Text via DOI: 10.1016/j.procs.2011.08.073
- 2011
  
  TOSSIM simulation of wireless sensor network serving as hardware platform for Hopfield neural net configured for max independent set. COMPLEX ADAPTIVE SYSTEMS.
  Full Text via DOI: 10.1016/j.procs.2011.08.076
- 2011
  
  nesC-TinyOS model for parallel and distributed computation of max independent set by Hopfield network on wireless sensor network. COMPLEX ADAPTIVE SYSTEMS.
  Full Text via DOI: 10.1016/j.procs.2011.08.074
- 2010
  
  AUTOMATED COMPOSITION OF WEB SERVICE WORKFLOW A Novel QoS-Enabled Multi-criteria Cost Search Algorithm. ENASE 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EVALUATION OF NOVEL APPROACHES TO SOFTWARE ENGINEERING. 122-131.
- 2009
  
  Classification in High-Dimensional Feature Spaces: Random Subsample Ensemble. EIGHTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS. 740-745.
  Full Text via DOI: 10.1109/ICMLA.2009.26
- 2009
  
  Classification in High-Dimensional Feature Spaces: Random Subsample Ensemble
  Full Text via DOI: 10.1109/icmla.2009.26
- 2005
  
  An exploratory study for neural net forecasting of retail sales trends using economic indicators. Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3. 875-878.
- 2005
  
  Empirical approximation for Lyapunov functions with artificial neural nets. Proceedings of the International Joint Conference on Neural Networks (IJCNN), Vols 1-5. 735-740.
- 2003
  
  Novel probabilistic neuroclassifier. NANOMATERIALS SYNTHESIS, INTERFACING, AND INTEGRATING IN DEVICES, CIRCUITS, AND SYSTEMS II.
  Full Text via DOI: 10.1117/12.522206
- Data collection and recording guidelines for achieving intelligent diagnostics
  Full Text via DOI: 10.1109/autest.1996.547687
Research Report (Faculty180)
- Investigation of Automated Task Learning, Decomposition and Scheduling

full name

Gursel Serpen

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Cumulative publications in Scholars@UToledo

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