Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
Color pattern recognition on the random neural network model
IEA/AIE '00 Proceedings of the 13th international conference on Industrial and engineering applications of artificial intelligence and expert systems: Intelligent problem solving: methodologies and approaches
Extended Random Neural Networks
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
Multiple Class G-Networks with Jumps back to Zero
MASCOTS '95 Proceedings of the 3rd International Workshop on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
G-Networks with Triggered Batch State-Dependent Movement
MASCOTS '95 Proceedings of the 3rd International Workshop on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
G-Networks and Minimum Cost Functions
MASCOTS '95 Proceedings of the 3rd International Workshop on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
A Fuzzy Cognitive Map Based on the Random Neural Model
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
G-Networks: Multiple Classes of Positive Customers, Signals, and Product Form Results
Performance Evaluation of Complex Systems: Techniques and Tools, Performance 2002, Tutorial Lectures
Adaptive Random Fuzzy Cognitive Maps
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Automomous Search in Complex Spaces
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
Probabilistic system-on-a-chip architectures
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Quality assessment of interactive voice applications
Computer Networks: The International Journal of Computer and Telecommunications Networking
Video quality assurance in multi-source streaming techniques
Proceedings of the 4th international IFIP/ACM Latin American conference on Networking
Random neural networks with synchronized interactions
Neural Computation
Multiclass G-Networks of Processor Sharing Queues with Resets
ASMTA '08 Proceedings of the 15th international conference on Analytical and Stochastic Modeling Techniques and Applications
Nonnegative Least Squares Learning for the Random Neural Network
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Automatic quality of experience measuring on video delivering networks
ACM SIGMETRICS Performance Evaluation Review
Reduced complexity algorithms for cognitive packet network routers
Computer Communications
A stochastic inventory system with postponed demands
Performance Evaluation
A framework for autonomic networked auctions
Proceedings of the 2007 Workshop on INnovative SERvice Technologies
Computers & Mathematics with Applications
Short communication: Product-forms and functional rates
Performance Evaluation
Response time distributions and network perturbation into product-form
Proceedings of the Fourth International ICST Conference on Performance Evaluation Methodologies and Tools
Approximation of stochastic processes by T--S fuzzy systems
Fuzzy Sets and Systems
Performance Evaluation
Autonomous search for information in an unknown environment
CIA'99 Proceedings of the 3rd international conference on Cooperative information agents III
QoE monitoring platform for video delivery networks
IPOM'07 Proceedings of the 7th IEEE international conference on IP operations and management
On the use of random neural networks for traffic matrix estimation in large-scale IP networks
Proceedings of the 6th International Wireless Communications and Mobile Computing Conference
No-reference quality of experience monitoring in DVB-H networks
WTS'10 Proceedings of the 9th conference on Wireless telecommunications symposium
Demonstrating cognitive packet network resilience to worm attacks
Proceedings of the 17th ACM conference on Computer and communications security
A study on QoS of VoIP networks: a random neural network (RNN) approach
SpringSim '10 Proceedings of the 2010 Spring Simulation Multiconference
Networks of symmetric multi-class queues with signals changing classes
ASMTA'10 Proceedings of the 17th international conference on Analytical and stochastic modeling techniques and applications
An Interview with Erol Gelenbe
Ubiquity
A PMIF with petri net building blocks
Proceedings of the 2nd ACM/SPEC International Conference on Performance engineering
Learning in the feed-forward random neural network: A critical review
Performance Evaluation
Network routing control with G-networks
Performance Evaluation
An initiative for a classified bibliography on G-networks
Performance Evaluation
Modelling LRD and SRD traffic with the batch renewal process: review of results and open issues
Network performance engineering
An M/G/1 retrial G-queue with non-exhaustive random vacations and an unreliable server
Computers & Mathematics with Applications
On a class of stochastic models with two-sided jumps
Queueing Systems: Theory and Applications
A discrete-time on-off source queueing system with negative customers
Computers and Industrial Engineering
Computing the steady-state distribution of g-networks with synchronized partial flushing
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
Erol gelenbe's career and contributions
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
Electronic Notes in Theoretical Computer Science (ENTCS)
Evaluating users’ satisfaction in packet networks using random neural networks
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Hardware implementation of random neural networks with reinforcement learning
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
G-Networks and the modeling of adversarial agents
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Hierarchically constructed Petri-nets and product-forms
Proceedings of the 5th International ICST Conference on Performance Evaluation Methodologies and Tools
Performance engineering and stochastic modelling
EPEW'05/WS-FM'05 Proceedings of the 2005 international conference on European Performance Engineering, and Web Services and Formal Methods, international conference on Formal Techniques for Computer Systems and Business Processes
Bibliography on G-networks, negative customers and applications
Mathematical and Computer Modelling: An International Journal
Analysis of stochastic Petri nets with signals
Performance Evaluation
Large scale simulation for human evacuation and rescue
Computers & Mathematics with Applications
Computers and Industrial Engineering
The Multilayer Random Neural Network
Neural Processing Letters
Proceedings of the Fourth Symposium on Information and Communication Technology
Modeling and optimizing Random Walk content discovery protocol over mobile ad-hoc networks
Performance Evaluation
M/M/1 retrial queue with working vacations and negative customer arrivals
International Journal of Advanced Intelligence Paradigms
Multiobjective learning in the random neural network
International Journal of Advanced Intelligence Paradigms
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We introduce a new class of random neural networks in which signals are either negative or positive. A positive signal arriving at a neuron increases its total signal count or potential by one; a negative signal reduces it by one if the potential is positive, and has no effect if it is zero. When its potential is positive, a neuron fires, sending positive or negative signals at random intervals to neurons or to the outside. Positive signals represent excitatory signals and negative signals represent inhibition. We show that this model, with exponential signal emission intervals, Poisson external signal arrivals, and Markovian signal movements between neurons, has a product form leading to simple analytical expressions for the system state.