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)
- Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection
- Hopfield network as static optimizer: Learning the weights and eliminating the guesswork. Neural Processing Letters. 27:1.
- Intrusion detection and identification system design and performance evaluation for industrial SCADA networks. arXiv preprint arXiv:2012.09707.
- On the Performance of Hopfield Network for Graph Search Problem
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
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)
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

full name

Gursel Serpen

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