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organizations Practitioners should start with the appendix first prior to conducting online searches or bringing on third parties The organization should secure a copy of every law and guidance document from these organizations to use as guidelines while designing or updating the control environment Leading organizations meet the intent of legislation and avoid nonauthoritative interpretations Valuation: Contractual Obligations Contrary to legislative mandates that are generally public in nature and accessible, requirements a business accepts through contracts with third parties are done in confidence and seldom widely disbursed Organizations establish contracts with partners, customers, and suppliers and each contract has the potential to include language that specifies a level of assurance regarding the IT control environments.

In this framework, the number of components as well as their covariance is xed and only the mean values are updated; however, due to the large number of terms, the resulting probability density function can have an arbitrary number and shape of modes, according to the local density of the individual components This is in contrast to Gaussian mixtures, where each component accounts explicitly for a single mode of the underlying distribution 6 Particle set Another exible and popular representation is provided by Monte Carlo sampling in state space: A set of discrete weighted hypotheses, obtained through an importance sampling technique, represents the underlying probability dentity function as a large set of Diracs 7 State-space grids In some cases it is more convenient to work in a quantized state space, where the probability distribution is evaluated and updated globally for a given cell, and propagated to the neighbors during prediction.

This corresponds to a Eulerian approach in state space, also known as grid lters [151] or histogram lters [153]; a related approach, called a Bayesian occupancy lter, was described by Mekhnacha et al [117] Consequently, we can de ne a target as a set consisting of: A vector of states, representing possibly multiple components (or hypotheses) of the target distribution, which are updated by the Bayesian lter during prediction and correction A vector of scalar weights and/or covariance matrices, representing the likelihood or the uncertainty of each hypothesis, respectively A pointer to its model information, including shape, appearance, degrees of freedom, and dynamics, which may be shared among similar targets: for example, a generic person model for tracking multiple people A unique identi cation number (label) that keeps its identity throughout the track lifetime (ie.

The concept of requiring diligence and safeguards surrounding IT controls has existed for decades, but only recently have contracts begun specifying specific information safeguards and including legislative references, such as requiring both parties to adhere to the security safeguards of the Gramm-Leach-Bliley Act (GLBA) In addition, organizations are also agreeing in contracts to a defined vendor security program and the right of audit by a third party on a regular basis to provide attestation of these contractual provisions The stronger focus on IT controls has occurred naturally without the help of legislation as operations have become more virtual While these business contracts may have been established originally to define the transaction relationship, now they specify very clearly the expected level of service, response time, and the safeguards required.

, after detection and before a track loss occurs) The time stamp tk of the most recent update, to be compared with the current measurement time stamp for prediction The overall output statistics, usually given by global average and covariance matrix of the distribution.

These specifications will continue to grow as technology becomes more relied upon, services and infrastructure become more distributed, and with greater reliance of business functions on third-company providers Just as a company would not simply ask for a toy doll to be created but instead would describe the color, feel, size, and shapes, companies today dictate the specifics of computing services Vendor audits are concerned with only the relevant applications, systems, and physical environments of the organization that is contractually protected Typical vendor programs evaluate the technical and physical controls of an environment through an on-site visit prior to signing an agreement Thereafter, annual spot checks occur and reports are provided to each party A common error initially found is that the vendor audit programs are broad and abstract in their requirements and the resulting evaluations are also broad and abstract.

FIGURE 11.9 SILVER FUTURES (UPPER CHART) COMPARED TO A SILVER/CRB INDEX RATIO (BOTTOM CHART). SILVER HAS BEEN THE WEAKEST OF THE PRECIOUS METALS AND UNDERPERFORMED THE CRB INDEX BY 4 PERCENT IN THE PRIOR 100 TRADING DAYS. UPSIDE BREAKOUTS IN SILVER FUTURES AND THE SILVER/CRB RATIO ARE NEEDED TO TURN THE CHART PICTURE BULLISH. March 1990 Silver Futures Contract