Gürsel Serpen

Publication Activity (10 Years)

Years Active: 1994-2024
Publications (10 Years): 15

Top Topics

Ensemble Classifier

Intrusion Detection

Wireless Sensor Networks

Top Venues

Complex Adaptive Systems

Publications

Zeinab Zoghi, Gürsel Serpen
UNSW-NB15 computer security dataset: Analysis through visualization. Secur. Priv. 7 (1) (2024)
Zeinab Zoghi, Gürsel Serpen
Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection. CoRR (2022)
Zeinab Zoghi, Gürsel Serpen
UNSW-NB15 Computer Security Dataset: Analysis through Visualization. CoRR (2021)
Firas Abbaas, Gürsel Serpen
Evaluation of biometric user authentication using an ensemble classifier with face and voice recognition. CoRR (2020)
Gürsel Serpen, Zhenning Gao
Reduced Complexity Simulation of Wireless Sensor Networks for Application Development. CoRR (2020)
Ahsan Al Zaki Khan, Gürsel Serpen
Intrusion Detection and identification System Design and Performance Evaluation for Industrial SCADA Networks. CoRR (2020)
Ehsan Aghaei, Gürsel Serpen
Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data. CoRR (2019)
Gürsel Serpen, Jayanta K. Debnath
Design and performance evaluation of a parking management system for automated, multi-story and robotic parking structure. Int. J. Intell. Comput. Cybern. 12 (4) (2019)
Gürsel Serpen, Ehsan Aghaei
Host-based misuse intrusion detection using PCA feature extraction and kNN classification algorithms. Intell. Data Anal. 22 (5) (2018)
Ehsan Aghaei, Gürsel Serpen
Ensemble classifier for misuse detection using N-gram feature vectors through operating system call traces. Int. J. Hybrid Intell. Syst. 14 (3) (2017)
Jiakai Li, Gürsel Serpen
Adaptive and intelligent wireless sensor networks through neural networks: an illustration for infrastructure adaptation through Hopfield network. Appl. Intell. 45 (2) (2016)
Gürsel Serpen, Linqian Liu
Parallel and distributed neurocomputing with wireless sensor networks. Neurocomputing 173 (2016)
Firas S. Assaad, Gürsel Serpen
Transformation based Score Fusion Algorithm for Multi-modal Biometric User Authentication through Ensemble Classification. Complex Adaptive Systems (2015)
Gürsel Serpen, Chao Dou
Automated robotic parking systems: real-time, concurrent and multi-robot path planning in dynamic environments. Appl. Intell. 42 (2) (2015)
Jayanta K. Debnath, Gürsel Serpen
Real-Time Optimal Scheduling of a Group of Elevators in a Multi-Story Robotic Fully-Automated Parking Structure. Complex Adaptive Systems (2015)
Gürsel Serpen, Zhenning Gao
Empirical Model Development for Message Delay and Drop in Wireless Sensor Networks. Complex Adaptive Systems (2014)
Gürsel Serpen, Zhenning Gao
Complexity Analysis of Multilayer Perceptron Neural Network Embedded into a Wireless Sensor Network. Complex Adaptive Systems (2014)
Gürsel Serpen
Part VI: Cyber Physical Systems Preface. Complex Adaptive Systems (2014)
Gürsel Serpen, Jiakai Li, Linqian Liu, Zhenning Gao
WSN-ANN: Parallel and distributed neurocomputing with wireless sensor networks. IJCNN (2013)
Dustin Baumgartner, Gürsel Serpen
Performance of global-local hybrid ensemble versus boosting and bagging ensembles. Int. J. Mach. Learn. Cybern. 4 (4) (2013)
Gürsel Serpen, Jiakai Li, Linqian Liu
AI-WSN: Adaptive and Intelligent Wireless Sensor Network. Complex Adaptive Systems (2013)
Gürsel Serpen
Preface to Part V Distributed Networks. Complex Adaptive Systems (2012)
Santhosh Pathical, Gürsel Serpen
Hybrid random subsample classifier ensemble for high dimensional data sets. Int. J. Hybrid Intell. Syst. 9 (2) (2012)
Gürsel Serpen, Jiakai Li
Assessing Time Complexity of Applications for TinyOS-Mica Wireless Sensor Networks in TOSSIM Emulator. Complex Adaptive Systems (2012)
Jaina Sangtani, Gürsel Serpen
Composition of Optimal Service Workflows with Quality-of-Service Enabled Multi-Criteria Uniform Cost Search Algorithm. Int. J. Syst. Serv. Oriented Eng. 3 (3) (2012)
Dustin Baumgartner, Gürsel Serpen
A design heuristic for hybrid classification ensembles in machine learning. Intell. Data Anal. 16 (2) (2012)
Jiakai Li, Gürsel Serpen
Simulating Heterogeneous and Larger-Scale Wireless Sensor Networks with TOSSIM TinyOS Emulator. Complex Adaptive Systems (2012)
Dustin Baumgartner, Gürsel Serpen
Comparative performance evaluation of global-local hybrid ensemble. Int. J. Hybrid Intell. Syst. 8 (2) (2011)
Gürsel Serpen, Jiakai Li
Parallel and distributed computations of maximum independent set by a Hopfield neural net embedded into a wireless sensor network. Complex Adaptive Systems (2011)
Jiakai Li, Gürsel Serpen
TOSSIM simulation of wireless sensor network serving as hardware platform for Hopfield neural net configured for max independent set. Complex Adaptive Systems (2011)
Jiakai Li, Gürsel Serpen
nesC-TinyOS model for parallel and distributed computation of max independent set by Hopfield network on wireless sensor network. Complex Adaptive Systems (2011)
Santhosh Pathical, Gürsel Serpen
Hybridization of Base Classifiers of Random Subsample Ensembles for Enhanced Performance in High Dimensional Feature Spaces. ICMLA (2010)
Jaina Sangtani, Gürsel Serpen
Automated Composition of Web Service Workflow - A Novel QoS-Enabled Multi-criteria Cost Search Algorithm. ENASE (2010)
Gürsel Serpen, Michael Riesen
Knowledge Discovery for Query Formulation for Validation of a Bayesian Belief Network. J. Intell. Learn. Syst. Appl. 2 (3) (2010)
Santhosh Pathical, Gürsel Serpen
Comparison of subsampling techniques for random subspace ensembles. ICMLC (2010)
Dustin Baumgartner, Gürsel Serpen
Large Experiment and Evaluation Tool for WEKA Classifiers. DMIN (2009)
Michael Riesen, Gürsel Serpen
A Bayesian Belief Network Classifier for Predicting Victimization in National Crime Victimization Survey. IC-AI (2009)
Gürsel Serpen
High-Fidelity FEA Simulation through Linking with Experiment Data: A Neural Network Methodology. IC-AI (2009)
Gürsel Serpen, Santhosh Pathical
Classification in High-Dimensional Feature Spaces: Random Subsample Ensemble. ICMLA (2009)
Gürsel Serpen, D. K. Tekkedil, M. Orra
A knowledge-based artificial neural network classifier for pulmonary embolism diagnosis. Comput. Biol. Medicine 38 (2) (2008)
Gürsel Serpen
Hopfield Network as Static Optimizer: Learning the Weights and Eliminating the Guesswork. Neural Process. Lett. 27 (1) (2008)
Michael Riesen, Gürsel Serpen
Validation of a bayesian belief network representation for posterior probability calculations on national crime victimization survey. Artif. Intell. Law 16 (3) (2008)
Gürsel Serpen
NeuroWizard: A Software Tool for Empirical Modeling of Nonlinear Processes in Engineering Design Optimization. IC-AI (2006)
Gürsel Serpen, Maheshkumar Sabhnani
Measuring similarity in feature space of knowledge entailed by two separate rule sets. Knowl. Based Syst. 19 (1) (2006)
Maheshkumar Sabhnani, Gürsel Serpen
Why machine learning algorithms fail in misuse detection on KDD intrusion detection data set. Intell. Data Anal. 8 (4) (2004)
Gürsel Serpen
Managing spatio-temporal complexity in Hopfield neural network simulations for large-scale static optimization. Math. Comput. Simul. 64 (2) (2004)
Maheshkumar Sabhnani, Gürsel Serpen
Formulation of a Heuristic Rule for Misuse and Anomaly Detection for U2R Attacks in Solaris Operating System Environment. Security and Management (2003)
Gürsel Serpen, Yifeng Xu
Weight Initialization for Simultaneous Recurrent Neural Network Trained with a Fixed point Learning Algorithm. Neural Process. Lett. 17 (1) (2003)
Gürsel Serpen, R. Iyer, H. M. Elsamaloty, E. I. Parsai
Automated lung outline reconstruction in ventilation-perfusion scans using principal component analysis techniques. Comput. Biol. Medicine 33 (2) (2003)
Gürsel Serpen, Yifeng Xu
Simultaneous recurrent neural network trained with non-recurrent backpropagation algorithm for static optimisation. Neural Comput. Appl. 12 (1) (2003)
Maheshkumar Sabhnani, Gürsel Serpen
KDD Feature Set Complaint Heuristic Rules for R2L Attack Detection. Security and Management (2003)
Maheshkumar Sabhnani, Gürsel Serpen
Application of Machine Learning Algorithms to KDD Intrusion Detection Dataset within Misuse Detection Context. MLMTA (2003)
Gürsel Serpen
Adaptive Hopfield Network. ICANN (2003)
Gürsel Serpen, Joel Corra
Training Simultaneous Recurrent Neural Network with Resilient Propagation for Static Optimization. Int. J. Neural Syst. 12 (3-4) (2002)
Jason Bechtel, Gürsel Serpen, Marcus Brown
Passphrase Authentication Based on Typing Style Through an Art 2 Neural Network. Int. J. Comput. Intell. Appl. 2 (2) (2002)
Gürsel Serpen, Amol Patwardhan, Jeff Geib
The Simultaneous Recurrent Neural Network for Addressing the Scaling Problem in Static Optimization. Int. J. Neural Syst. 11 (5) (2001)
Gürsel Serpen, David L. Livingston
Determination of weights for relaxation recurrent neural networks. Neurocomputing 34 (1-4) (2000)
Gürsel Serpen
Necessary Conditions for Stability of Solutions in Recurrent Neural Networks. Neural Parallel Sci. Comput. 7 (1) (1999)
Gürsel Serpen, Azadeh Parvin
On the performance of Hopfield network for graph search problem. Neurocomputing 14 (4) (1997)
Gürsel Serpen, David L. Livingston, Azadeh Parvin
Determination of parameters in relaxation-search neural networks for optimization problems. ICNN (1997)
Krzysztof J. Cios, Lucy S. Goodenday, Kanu K. Shah, Gürsel Serpen
A novel algorithm for classification of SPECT images of a human heart. CBMS (1996)
Gürsel Serpen, David L. Livingston
Analysis of the relationship between weight parameters and stability of solutions in Hopfield networks form dynamic systems viewpoint. Neural Parallel Sci. Comput. 2 (3) (1994)