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A growing number of elds, in particular the elds of business and science, are turning to data mining to make sense of large volumes of data. Financial institutions, manufacturing companies, and government agencies are just a few of the types of organizations using data mining. Data mining is also being used to address a wide range of problems, such as managing nancial portfolios, optimizing marketing campaigns, and identifying insurance fraud. The adoption of data mining techniques is driven by a combination of competitive pressure, the availability of large amounts of data, and ever increasing computing power. Organizations that apply it to critical operations achieve signi cant returns. The use of a process helps ensure that the results from data mining projects translate into actionable and pro table business decisions. The following chapter summarizes four steps necessary to complete a data mining project: (1) de nition, (2) preparation, (3) analysis, and (4) deployment. The methods discussed in this book are reviewed within this context. This chapter concludes with an outline of the book s content and suggestions for further reading.

Threats to nonrepudiation include compromise of keys or unauthorized modification or destruction of evidence In public key cryptography, each user is the sole and unique owner of the private key Thus, unless the whole system has been penetrated, a given user cannot repudiate the messages that are accompanied by his or her electronic signature In contrast, nonrepudiation is not readily achieved in systems that use symmetric cryptography A user can deny having sent the message by alleging that the receiver has compromised the shared secret or that the key distribution server has been successfully attacked A trusted third party would have to verify each transaction to be able to testify in cases of contention Nonrepudiation at the destination can be obtained using the same mechanisms, but in the reverse direction 510.

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1 Time-Stamping and Sequence Numbers Time-stamping of messages establishes a link between each message and the date of its transmission This permits the tracing of exchanges and prevents attacks by replaying old messages If clock synchronization of both parties is difficult, a trusted third party can intervene as a notary and use its own clock as reference Intervention of the notary can be either of the following: Off-line to fulfill functions such as certification, key distribution, and verification, if required, without intervening in the transaction On-line as an intermediary in the exchanges or as an observer collecting the evidence that might be required to resolve contentions This is a similar role to that of a trusted third party of the network layer (firewall) or at the application layer (proxy), but with a different set of responsibilities.

Here, a is an attribute of the class, My_Attr_Class. Hence, the function returns 1. If attr is not the name of an attribute of the object, obj, the function returns 0.

Let us assume that a trusted third party combines the functions of the notary, the verifier, and the adjudicator Each entity encrypts its messages with the secret key that has been established with the trusted third party before sending the message The trusted third party decrypts the message with the help of this shared secret with the intervening party, time-stamps it, and then reencrypts it with the key shared with the other party This approach requires the establishment of a secret key between each entity and the trusted third party that acts as a delivery messenger Notice, however, that the time-stamping procedures have not been normalized and each system has its own protocol Detection of duplication, replay, as well as the addition, suppression, or loss of messages is achieved with the use of a sequence number before encryption.

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of the warp Jacobian W p in ( x; 0 ), which does not depend on the pose and therefore can be computed off-line. However, the computational cost is almost the same as that of the original formulation, because the most expensive steps remain computation of the Hessian and steepest-descent images, which have to be repeated at each pose. Concerning convergence properties, it has been shown [31] that the two approximations are equivalent to the rst order if, in addition, the warp is invertible, that is, the transformation manifold has a group structure. In the latter case, the Lucas Kanade algorithm can be improved dramatically by using the inverse-compositional formulation, where the inverse of the incremental warp is used to perform the update W ( x; p) W ( x; p) W ( x; p) which corresponds to the error function E ( p) =

Another mechanism is to add a random number to the message before encryption All these means give the addressee the ability to verify that the exchanges genuinely took place during the time interval that the time stamp defines..

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