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An anomaly is defined as something different, abnormal, peculiar or not easily classified While this concept can be applied to virtually anything, we are interested in how it applies to computer security In this context, an anomaly can be defined as some action or data that is not considered normal for a given system, user or network This definition still covers a fairly wide range and can include such things as traffic patterns, user activity and application behavior The belief is that at least a significant portion of threats or concerning conditions should manifest themselves as anomalies and thus be detectable The general approach used by anomaly detection is that something (ie, a network, a host, a set of users, etc) is observed and compared against expected behavior If variation from the expected is noted, that variation is flagged as an anomaly Often this includes some measure of the scope or nature of the variation and serves to drive further investigation, alerting, and analysis One of the key differences between anomaly detection and other forms of detection is that, rather than defining "what is not allowed or bad," it defines "what is allowed or good" Many traditional forms of detection rely on comparing observed behavior and noting when something known to be "bad" is seen These are often referred to as misuse detection systems, however, this nomenclature can be confusing since anomaly systems also detect misuse A more accurate name, perhaps, is explicit detection systems These systems operate well when the number of possible bad behaviors is small and does not change very rapidly However, in larger systems with greater variation, these two conditions often do not hold It then becomes a very onerous task to maintain the list of what is bad Anomaly detection relies on having some definition of allowed behavior and then noting when observed behaviors differ Often additional information about the deviation is noted including its nature, size and frequency in order to further understand what the anomaly is This operates well when it is easier or more efficient to define what is allowed rather than what is not allowed In these cases, the definition of what is allowed tends to be much shorter It also tends not to require changes as new problems are created or discovered Naturally, however, some problems are more applicable than others to this type of approach In particular, certain considerations may alter the effectiveness of anomaly detection for a specific problem Since it is detecting things in a more general way, an anomaly detection system may not be able to identify a problem as precisely as an explicit system It is also important to consider the space that is being observed for anomalies If it is too large, variant and complex, it may be too difficult to describe problems in a manner general enough to make anomaly detection feasible (eg, general human behavior) Fortunately, many computer and network problems tend not to fall into this category which is what makes anomaly detection such an attractive technique Anomaly detection systems monitor networks for two primary criteria, characteristic deviation and statistical deviation While it can certainly be argued that there are more (or less) ways to classify such systems, these two divisions provide a convenient manner in which to discuss the various implementations Characteristic deviations tend to be more qualitative For example, "User joe123 oes not normally use transfer files outside of the company" Statistical deviations, on the other hand, tend to be more quantitative For example, "This site's ICMP traffic never exceeds 15 percent of capacity".

but may not have the levels of investment in furniture that, say, lawyers or accountants may have Most professionals keep a pretty good tab on these items and can reliably estimate their values Some professionals, particularly medical and dental practices, incur high insurance expenses Insurance is normally prepaid in advance, as is rent Therefore, for short periods, prepaid expenses might be a declining asset carried on balance sheets until attributed to expenses on income statements Small practices not completing interim statements may not decline the asset but once per year when tax ling is due Malpractice insurance for certain medical specialties can be inordinately high, and infrequent nancial statement preparations can distort the true attribution from balance sheets to income statements When this expenditure is signi cant, one should adjust for timing and allocate according to actual practice Leasehold improvements can be considerable in some practices, especially in urban settings where rst impressions are frequently considered essential to doing business Well-maintained improvements can successfully outlive their useful life in comparison to how one might write them off through depreciation for tax purposes Therefore, an adjustment to fair market values may be appropriate for the purposes of practice valuation Leasing, rather than owning, the occupied real estate can be an important consideration in valuing the practice Copies of leases should be examined for future rent escalation clauses, durations, and other features that may affect pro ts in future years Attractive rates tied into long-term prospects can be valuable assets to professional practices On the other hand, short-term leases or leases about to expire may have little value and could trigger added expenses that may dilute future pro ts Accrued or deferred liabilities (noted on balance sheets) could contain elements to be allocated to income statements For example, payroll and payroll taxes accrue on balance sheets during pay periods until paychecks are delivered to employees, when in one fell swoop this accrual is delivered to income statements The effect, of course, is a reduction of balance sheet liability and an increased expense to income statements Deferred liabilities would be deferred revenues, expenses, and taxes Many professional practices collect arge fees in advance of performance, that is, retainers or full payments These fees represent commitments to do work that entails revenue assets and expense and tax liabilities Some professionals maintain informal records with regard to advance fees that necessitate the evaluator s examination Accrued and deferred balance sheet accounts should.