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Although the Hardware Keylogger shows no mean shift characteristics, the other ten attacks show many mean shift characteristics, as shown in this chapter The mean shift characteristic results in this chapter can be used not only to detect but also to identify individual attacks Monitoring the variables with the unique attack characteristics of each attack can be considered when detecting and identifying that attack However, it may be more ef cient to consider monitoring the variables with the shared or opposite characteristics among attacks through a unique combination of those variables for each attack in order to reduce the total number of variables that need to be monitored to detect and identify any of these attacks An optimization problem of nding the smallest number of such variables to produce a unique combination of attack data characteristics for each attack is described in 18 This chapter also reveals the relationships among the ten attacks through the hierarchical clustering of the attacks based on their shared or opposite attack characteristics The grouping of the attacks as well as the similarity and difference in data characteristics underlying each attack group is helpful in recognizing the nature of unknown, novel attacks when they show similar attack data characteristics with one or more groups of known attacks, and in guiding the further investigation of these new attacks to reveal their complete attack characteristics The mean shift characteristics can be used not only for distinguishing attacks from normal use activities by considering two categories of activities attack and normal use but also to identify any individual activity of interest by considering the activity as an individual category and uncovering its unique combination of mean shift characteristics Identifying not necessarily attack activities but other individual activities of interest has applications that go beyond cyber attack detection

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Pressure [MPa]

Description Component count Scan component descriptors (see Table 58) Spectral selection start (0-63) Spectral selection end (0-63) Successive approximation (two 4-bit fields, each with a value in the range 0-13)

Pressure [MPa]

1 W J Conover, Practical Nonparametric Statistics New York: John Wiley & Sons, Ltd, 1999 2 Statistica, wwwstatsoftcom

600 400 200 0

600 400 200 0 0 20 40 60 80 100

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The mean feature of data for a random variable described in 8 represents only one of many features that characterize the probability distribution of the random variable Among other features are variance, skewness, and kurtosis which are the second-, third-, and fourth-order statistics of data for a random variable [1, 2], respectively For instance, if a random variable has a normal distribution of data, both mean and variance are necessary to completely represent the probability distribution of the data The data patterns leading to ve probability distributions are observed in the Windows performance objects data under attack and normal use conditions This chapter investigates the probability distribution feature of the collected Windows performance objects data In particular, the skewness and mode features of a random variable are used to identify the ve types of probability distributions The probability distribution change characteristics of attack and norm data are then analyzed and reported In this chapter, the observation of ve data patterns through the data plots of the data variables is rst presented The data patterns lead to the expectation of ve types of probability distributions that the data variables have Then, the skewness and mode tests, which are used to identify the ve types of probability distributions, are introduced Finally, the probability distribution change characteristics of attack and normal use data are analyzed and presented

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Description Component identifier The 4 high-order bits specify the DC Huffman table and the 4 low-order bits specify the AC Huffman table

Temperature [ C]

Temperature [ C]

From the attack data of run 1 and the normal use data of run 2 and run 3 described in 7, the data sample of each data variable under each attack condition and each normal use condition is plotted The following types of data patterns:

Figure 5.11 Modeling of the iso-pKa lines in different buffer systems under different p-T conditions with adiabatic lines (--) and phase transition line from pure water (65).

However, to verify and to evaluate the modeled data, in situ measurements for the dissociation equilibrium shift have to be developed. Up to now, such in situ method is not available and no appropriate online measurement device exists. Applying the these models, sensitive reactions such as cell inactivation or enzyme reactions can be better anticipated in planning experimental designs. For skim milk, Schraml (70) measured the pH shift up to 88 C (compare Fig. 5.10). The dissociation of water and elimination of phosphate ions by crystallization of calcium phosphate decreased the pH value in this case (71). The crystallization led to a dissociation equilibrium shift of phosphoric acid, whereby rearrangement of the equilibrium, phosphoric acid dissociated and more hydroxonium ions (H3O+) were generated. Small changes of the pH value could affect different reactions or inactivations in food matrices. Dannenberg (72) found, that the so-called fouling of skim milk on hot surfaces is drastically increased, when the pH value was decreased from 6.6 to 6.5 6.4. A possible explanation could be increased protein aggregation, because of decreased electrostatic repulsion, when proteins approach the isoelectric point (71). The isoelectric point is the pH value at which a particular molecule or surface carries no net electrical charge. The complex matrix relations in skim milk during thermal processing provide ideas about how many relevant mechanisms might occur under high-pressure, high-temperature processing, but limited data exist.

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Aug 9, 2016 · Please subscribe and send email to contact@computeraidedautomation.com TO DOWNLOAD ...Duration: 3:28 Posted: Aug 9, 2016

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