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For example, when building a model to predict insurance fraud, an initial training data set may only contain 01% fraudulent vs 999% nonfraudulent claims Since the objective is the identi cation of fraudulent claims, a new training set may be constructed containing a better balance of fraudulent to nonfraudulent examples This approach would result in improved models for identifying fraudulent claims; however, it may reduce the overall accuracy of the model This is an acceptable compromise in this situation When samples are pulled from a larger set of data, comparing statistics of the sample to the original set is important The minimum and maximum values, along with mean, median, and mode value, as well as variance and standard deviations, are a good start for comparing continuous variables Statistical tests, such as the t-test, can also be used to assess the signi cance of any difference.

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When looking at categorical variables, the distribution across the different values should be similar Generating a contingency table for the two sets can also provide insight into the distribution across different categories, and the chi-square test can be useful to quantify the differences 3 details methods for dividing a data set into groups, 5 discusses applications where this segmentation is needed, and Appendix B outlines software used to accomplish this..

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will be done for two separate time periods 100 days and 25 days. By using two different time periods, it can be determined if the relative rankings of the commodities are changing. Commodity Lumber Orange juice Platinum Crude oil Sugar Coffee Gold Cattle Cocoa Corn Cotton Gasoline Soy. oil Silver Heating oil Hogs Soybeans Wheat Oats Meal Copper Bellies Ranking (last 25 days) 105.70* 105.62 105.59* 105.36 104.52* 104.40* 103.27 103.04* 102.03* 101.61* 101.23* 100.59 100.40* 100.28* 98.29 98.12 97.24 96.12 93.54 93.04 90.88* 89.76 Commodity Orange juice Crude oil Gasoline Hogs Gold Platinum Lumber Sugar Heating oil Cattle Porkbellies Corn Coffee Wheat Silver Soy. oil Soybeans Oats Soy. meal Cotton Cocoa Copper Ranking (last 100 days) 144.34 112.24 111.39 109.41 109.20 105.40 104.40 104.34 103.11 102.79 99.59 99.13 97.71 96.81 95.92 93.91 91.16 90.07 89.04 88.81 87.28 82.77

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parameters such as required bandwidth and priority of traffic relative to other traffic in the network MPLS provides a quick recovery time for the VLL in the event of any transit router or link failure within the network Point-to-point wire-like connectivity services supporting legacy networking technologies can be deployed in the IP/MPLS VPN network Customers want pointto-point ATM, FR, or TDM circuits to be served by the VLL services For ATM customers, the ATM VLL is provisioned to switch traffic from one ATM Virtual Circuit (VC), trunking all VCs belonging to some or all Virtual Paths (VPs), or to simply switch all ATM cells from one site to another site (port mode ATM) Both Cell Mode and AAL5 SDU Frame Mode circuits are available for customers Customers can also use the legacy ATM OAM to monitor the health of the circuit and test its connectivity.

ATM FR interworking with point-to-point connections is also supported For customers with TDM interfaces, the Circuit Emulation Service (CES) VLL services can connect two TDM interfaces from two sites The CES VLL supports both structured and unstructured interfaces With the VLL service provisioned in the backbone network, the provider s network behaves to the customer like an ATM or FR switch The implementation details of the IP/MPLS VPN are invisible to customers All VLL services are isolated by the service instances created in the customer-facing PE routers in the backbone network The core router MPLS switches the MPLS VPN-encapsulated traffic from one PE router to another PE router Details regarding VLL service are discussed in 10 VLL services are frequently used by enterprise customers that require a pointto-point connection between two geographically separated locations.

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