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multi layer perceptron

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A Neural Network Based System for Intrusion Detection and Classification of Attacks
With the rapid expansion of computer networks during the past decade, security has become a crucial issue for computer systems. Different soft-computing based methods have been proposed in recent years for the development of intrusion detection systems. This paper presents a neural network approach to intrusion detection. A Multi Layer...
Tags: Network, Neural Network, Attack, Queen, Multi Layer Perceptron, Intrusion Detection, Network Security, Security, Networking
White papers 2004-10-14

Additional Resources

Multi-Layer Switching Demystified
Multi-layer switching can be a confusing concept for students taking Cisco courses, and is only complicated further by more new terms arising, such as layer-3 and layer-4 switching. KnowledgeNet Instructor Jeremy Cioara employs concrete analogies to fully explain the concept of Cisco multi-layer switching in this article. "What is...
Tags: KnowledgeNet, Cisco Systems Inc., KnowledgeNet Instructor Jeremy Cioara
White papers 2001-08-01
Providing Multi-Layer Security Support for Wireless Communications Across Multiple Trusted Domains
Recently many link layer security protocols have been developed and deployed to protect the wireless communications in local area networks. However, cryptanalysis has revealed lots of insecurities and vulnerabilities of the link layer protocols. This paper studies a multi-layer alternative. Compared to a link layer approach, the multi-layer architecture provides...
Tags: Wireless Communication, Domain, Wi-Fi, Wireless, Security
White papers
Efficient Bayesian Inference for Learning in the Ising Linear Perceptron and Signal Detection in CDMA
Efficient new Bayesian inference technique is employed for studying critical properties of the Ising linear perceptron and for signal detection in Code Division Multiple Access CDMA. The approach is based on a recently introduced message passing technique for densely connected systems. Here both critical and non-critical regimes are studied in...
Tags: Regime, CDMA, Bayesian, Bayesian Inference Technique, Cellular Phones, Productivity, Consumer Electronics, Personal Technology
White papers 2005-10-18
Multi-Layer Network Design With Multicast Traffic and Statistical Multiplexing
The new packet services and applications are radically changing not only traffic demands but also the architecture of transport networks. Adding packet layer support into backbone nodes is considered an important opportunity by telecom carriers that want to integrate packet technologies of the access and metropolitan networks within their networks...
Tags: Network, Network Design, Networking, Network Administration
White papers 2007-07-27
Single-Layer Cuts for Multi-Layer Network Design Problems
The paper studies a planning problem arising in SDH/WDM multi-layer telecommunication net-work design. The goal is to find a minimum cost installation of link and node hardware of both network layers such that traffic demands can be realized via grooming and a survivable routing. The paper presents a mixed-integer programming...
Tags: Network, Goal, Network Design, Programming, Optical Networking, Development Tools, Fiber Optics, Networking, Software Development, Software/Web Development, Telecommunications
White papers 2007-08-01
VICS: A Storage Virtualization Management System for SAN
Storage Area Networks SANs have the virtues of high scalability, high availability and high performance. On the other hand, their storage virtualization systems are not compatible with multi-operating systems, and it is hard for the virtualization storage management system to manage multi-type storage. This paper proposes a new virtualization storage...
Tags: Storage Virtualization, SAN, Virtual Intelligent Control System, Storage, Hardware
White papers 2007-03-20
MPLS VPNs: Layer 2 or Layer 3? Understanding the Choice
Since there's been data networking, there's been a debate between switched and routed architectures - stated in OSI terms, between performing functions at Layer 3 or Layer 2. Today, we see it again surfacing as network architects consider the design of Virtual Private Networks VPNs that take advantage of Multi-Protocol...
Tags: MPLS VPN, Layer 2, Layer 3, MPLS, VPNs, Networking, Network Security, Telecommunications
White papers 2002-07-05
HIDE: A Hierarchical Network Intrusion Detection System Using Statistical Preprocessing and Neural Network Classification
This paper introduces the Hierarchical Intrusion DEtection HIDE system, which detects network-based attacks as anomalies using statistical preprocessing and neural network classification. The paper describe the system architecture and the statistical preprocessing technique and components. Five different types of neural network classifiers are tested those are Perceptron, BackPropagation BP, Perceptron-BackOropagation-hybrid...
Tags: Network Intrusion Detection System, Network, Neural Network, Intrusion Detection System, Classification, Networking
White papers 2001-06-01
Multi-Layer Analysis to Quantify the Impact of Optical Burst Reordering on TCP Performance
This paper provides a new methodology to quantify the impact of optical burst reordering in OBS networks on the TCP/IP end-to-end performance. The paper assumes a multi-layer network stack consisting on TCP/IP on top of OBS. It proposes a multi-layer analysis of burst and packet reordering that is realized by...
Tags: Packet, Rational Quantify, TCP, Analysis, Tcp/Ip, Networking, Network Technology
White papers 2007-04-30
SoftMAC: Layer 2.5 MAC for VoIP Support in Multi-Hop Wireless Networks
This paper presents the challenges in supporting VoIP services over multi-hop wireless networks using commercial IEEE 802.11 MAC DCF hardware, and proposes a novel software solution, called Layer 2.5 SoftMAC. The proposed SoftMAC resides between the 802.11 MAC layer and IP layer to coordinate the real-time and best-effort packet transmission...
Tags: VoIP Service, MAC, Layer 2.5 SoftMAC, Telephony, VOIP, Telecommunications, Wireless LANs, Wi-Fi, Wireless, Networking
White papers 2005-12-07
Two-Layer Network Design by Branch-and-Cut Featuring MIP-Based Heuristics
This paper deals with MIP-based primal heuristics to be used within a branch-and-cut approach for solving multi-layer telecommunication network design problems. Based on a mixed-integer programming formulation for two network layers, the paper presents three heuristics for solving important subproblems, two of which solve a sub-MIP. On multi-layer planning instances...
Tags: Heuristics, Network, Networking, Telephony, Network Administration
White papers 2007-02-12
Routing and Link-Layer Protocols for Multi-Channel Multi-Interface Ad Hoc Wireless Networks
Wireless technologies, such as IEEE 802.11a, that are used in ad hoc networks provide for multiple non-overlapping channels. Most ad hoc network protocols that are currently available are designed to use a single channel. However, the available network capacity can be increased by using multiple channels. This paper presents new...
Tags: Channel, Network, Protocol, Wireless LANs, Wi-Fi, Networking, Wireless
White papers 2005-12-21
IP Bandwidth on Demand and Traffic Engineering Via Multi-Layer Transport Networks
This paper investigates the advantages of multi-layer methods of supplying moderate to high IP bandwidth either on demand for end users or for traffic engineering purposes over a shared, heterogeneous, wide area network infrastructure. In particular the paper shows how emerging data plane and control plane mechanisms can be combined...
Tags: Bandwidth, Network, IP, Grotto Networking, WANs, Network Technology, Networking
White papers 2006-10-24
Multi-Layer Analysis of Web Browsing Performance for Wireless PDAs
This paper studies the user-level and network-level performance for a mobile client browsing the Web using a wireless Personal Digital Assistant PDA. A wireless network analyzer is used to collect traces of the TCP/IP network traffic generated to and from the wireless PDA. Multi-layer protocol analysis is used to assess...
Tags: Web, Performance, Wireless PDA, Analysis, Wireless Network Analyzer, Protocol Analysis, PDAs, Performance Management, Wi-Fi, Wireless, Handhelds, Hardware, Human Resources, Workforce Management
White papers
Architecture and Scheduling Algorithm for a Multi-Channel Wireless Infrastructure Network With Diversity Management Layer
802.11a protocol provides 12 non-overlapping frequency bands, but the common wireless LAN usually only uses one channel. This paper proposes a "super" Wi-Fi network architecture, which uses the multiple non-overlapping channels simultaneously to improve the total network bandwidth with minimum changes to the existing devices. To be compliable to the...
Tags: Algorithm, IEEE 802.11, Network, University Of Massachusetts, Wi-Fi Network, 802.11a Protocol, Wireless LANs, Wi-Fi, Wireless, Networking
White papers 2005-11-01
Layer 3 Switching
This document is a map through the jungle of internetworking infrastructure, particularly focusing on how Layer 2 switching and Layer 3 routing have combined to form the powerful Layer 3 switching architecture. The document analyzes Layer 3 switching from both functional as well as an operational perspective, helping...
Tags: Layer 3
White papers 1998-05-01
Layer 3 Switching: An Introduction
This paper is a map through the jungle of internetworking infrastructure, particularly focusing on how Layer 2 switching and Layer 3 routing have combined to form the powerful Layer 3 switching architecture. The paper analyzes Layer 3 switching from both a functional and an operational perspective, helping the reader make...
Tags: Layer 3
White papers 1998-05-01
Cross-Layer Network Design for Quality of Services in Wireless Local Area Networks: Optimal Access Point Placement and Frequency Channel Assignment
This paper presents a novel network design algorithm for Wireless Local Area Networks WLANs considering optimal access point placement and frequency channel assignment problems. The proposed algorithm is a cross-layer approach, accounting the physical layer and the data link layer functionalities of the WLANs in the network design process. Specifically,...
Tags: Physical Layer, QoS, Network, WLAN, Network Design, Access Point, Wireless LANs, LANs, Wi-Fi, Wireless, Networking
White papers 2008-02-19
Dynamic Resource Allocation in OFDM Systems: An Overview of Cross-Layer Optimization Principles and Techniques
Recently, a lot of research effort has been spent on cross-layer system design. It has been shown that cross-layer mechanisms (i.e. policies) potentially provide significant performance gains for various systems. This paper reviews several aspects of cross-layer system optimization regarding wireless OFDM systems. The paper discusses basic optimization models and...
Tags: Technique, Optimization, Allocation, OFDM, Wireless
White papers 2006-10-30
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