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In some cases the problem that needs to be optimized consists of self patterns that changes through time To address these types of problems, the dynamic clonal selection algorithm (DCS) was introduced by Kim and Bentley [461] The dynamic clonal selection algorithm is based on the AIS proposed by Hofmeyr [372] The basic concept is to have three di erent populations of ALCs, categorized into immature, mature and memory ALC populations Kim and Bentley [461] explored the e ect of three parameters on the adaptability of the model to changing self These parameters were the tolerization period, the activation threshold and the life span The tolerization period is a threshold on the number of generations during which ALCs can become self-tolerant The activation threshold is used as a measure to determine if a mature ALC met the minimum number of antigen matches to be able to become a memory ALC The life span parameter indicates the maximum number of generations that a mature ALC is allowed to be in the system If the mature ALC s life span meets the pre-determined life span parameter value, the mature ALC is deleted from the system The experimental results with di erent parameter settings indicated hat an increase in the life span with a decrease in the activation threshold resulted in the model to have an increase in detecting true nonself patterns An increase in the tolerization period resulted in less self patterns being detected falsely than non-self patterns, but only if the self patterns were stable With a changing self the increase in tolerization period had no remarkable in uence in the false detection of self patterns as non-self patterns Although the DCS could incrementally learn the structure of self and non-self patterns, it lacked the ability to learn any changes in unseen self patterns The memory ALCs in the DCS algorithm had in nite lifespan This feature was omitted in the extended DCS by removing memory ALCs that were not self-tolerant to newly introduced self patterns [460] A further extension to the DCS was done by introducing hyper-mutation on the deleted memory ALCs [459] The deleted memory ALCs were mutated to seed the immature detector population, ie deleted memory ALCs form part of a gene library Since these deleted memory ALCs contain information (which was responsible for giving them memory status), applying mutation on these ALCs will retain and ne tune the system, ie reinforcing the algorithm with previously trained ALCs.

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(ie di erent selection methods, eg negative or clonal selection) The proposed multi-layered AIS consists of the following layers: the free-antibody layer (F), B-Cell layer (B) and the memory layer (M) The set of training patterns, DT , is seen as antigen Each layer has an a nity threshold (aF , aB , aM ), and a death threshold ( F , B , M ) The death threshold is measured against the length of time since a cell was last stimulated within a speci c layer If the death threshold does not exceed this calculated length of time, the cell dies and is removed from the population in the speci c layer The a nity threshold (aF , aB , aM ) determines whether an antigen binds to an entity within a speci c layer The a nity, fa , between an antigen pattern and an entity in a layer is measured using Euclidean distance Algorithm 194 summarizes the multi-layered AIS The di erent parts of the algorithm are discussed next An antigen, zp , rst enters the free-antibody layer, F In the free-antibody layer, the antigen pattern is then presented to nf free-antibodies The number of free-antibody bindings is stored in the variable nb The antigen, zp , then enters the B-Cell layer, B, and is randomly presented to the B-Cells in this layer until it binds to one of the B Cells After binding, the stimulated B-Cell, uk , produces a clone, uk , if the stimulation level exceeds a predetermined stimulation threshold, B The stimulation level is based on the number of free-antibody bindings, nb , as calculated in the free-antibody layer The clone is then mutated as uk and added to the B-Cell layer The stimulated BCell, uk , produces free antibodies that are mutated versions of the original B-Cell The number of free antibodies produced y a B-Cell is de ned in [468] as follows: fF (zp , uk ) = (amax fa (zp , uk )) (192).

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Having examined case studies of the use of various security mechanisms at the application, socket, and transport layers, our final case study naturally takes us down to the network layer Here, we'll examine the the IP Security protocol, more commonly known as IPsec - a suite of protocols that provides security at the network layer IPsec is a rather complex animal, and different parts of it are described in more than a dozen RFCs In this section, we'll discuss IPsec in a specific context, namely, in the context that all hosts in the Internet support IPsec Although this context is many years away, the context will simplify the discussion and help us understand the key features of IPsec Two key RFCs are [RFC 2401], which describes the overall IP security architecture and [ RFC 2411], which provides an overview of the IPsec protocol suite and the ocuments describing it A nice introduction to IPsec is given in [Kessler] Before getting into the specifics of IPsec, let's step back and consider what it means to provide security at the network layer Consider first what it means to provide network layer secrecy The network layer would provide secrecy if all data carried by all IP datagrams were encrypted This means that whenever a host wants to send a datagram, it encrypts the data field of the datagram before shipping it out into the network In principle, the encryption could be done with symmetric key encryption, public key encryption or with session keys that have are negotiated using public key encryption The data field could be a TCP segment, a UDP segment, an ICMP message, etc If such a network layer service were in place, all data sent by hosts -- including e-mail, Web pages, control and management messages (such as ICMP and SNMP) -- would be hidden from any third party that is "wire tapping" the network (However, the unencrypted data could be snooped at points in the source or destination hosts) Thus, such a service would provide a certain "blanket coverage" for all Internet traffic, thereby giving all of us a certain sense of security In addition to secrecy, one might want the network layer to also provide source authentication When a destination host receives an IP datagram with a particular IP source address, it might authenticate the source by making sure that the IP datagram was indeed generated by the host with that IP source address Such a service prevents attackers from spoofing IP addresses In the IPsec protocol suite there are two principal protocols: the Authentication Header (AH) protocol and the Encapsulation Security Payload (ESP) protocol When a source host sends secure datagrams to a destination host, it does so with either the AH protocol or with the ESP protocolThe AH protocol provides source authentication and data integrity but does not provide secrecy The ESP protocol provides data integrity and secrecy Providing more services, the ESP protocol is naturally more complicated and requires more processing than the AH protocol We'll discuss both of these protocols below For both the AH and the ESP protocols, before sending secured datagrams from a source host to a destination host, the source and network hosts handshake and create a network layer logical connection This logical channel is called a security agreement (SA) Thus, IPsec transforms the traditional.

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However, the alias provides useful Intellisense information when it comes time to call the function VB cannot call aliases to the char or unsigned int types Fixed-Length Strings in Structures See "String Types" below Union Types Union is the one element in a structure that VB does not consume I've never actually seen one in production code, so I don't consider this a big loss You may have found the brevity of the list of negatives a pleasant surprise, and the good stuff is still to come I'll concentrate on a few highly beneficial typelib types and attributes that VB can consume but not define [out] Parameters Visual Basic maps ByVal MyType to [in] MyType and ByRef MyType to [in, out] MyType* There is no way to make VB produce an [out] parameter without attaching the [in] baggage as well These flags are primarily for marshaling interfaces, Any ByRef type is copied from the caller's process to the callee's process even if the parameter is only used to retrieve data The easiest way to get an [out] parameter is to use the function's return value, but this only works if you try to retrieve a single value There is a side effect of [out] that is useful even without the marshaling layer The [out] specification indicates that no incoming data exists, and the callee should make no attempt to read or free the data in the parameter When combined with the fact that [out] parameters are always ByRef, the required lack of incoming data means that VB must free any data in the variable passed to the [out] parameter before the function is called VB uses a temporary variable with an [out, retval] parameter so it can verify that the function succeeded before it clears the assigned variable, but it does not use a temporary with an [out] parameter The variable is cleared before the function is called An example of this usage is VBoostMoveVariant, which puts an [out] on the varDst parameter to force VB to clear the incoming parameter before VBoost sees it If all your callers pass empty variables to your functionally out-only ByRef parameters, you don't gain much from the auto-free behavior: The ost of.

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