D A T A F U S I O N V I A F I S S I O N F OR T H E A N A L Y S I S O F B RA I N D E A T H in Java

Printing QRCode in Java D A T A F U S I O N V I A F I S S I O N F OR T H E A N A L Y S I S O F B RA I N D E A T H

linear relationship between home runs and batting average, but that the variability of the number of home runs is greater for those with higher batting averages. This may presage problems with the constant-variance assumption. We therefore examine whether the regression assumptions are valid, using the graphical methods introduced above. A regression of home runs on batting average produced the normal probability plot of the standardized residuals given in Figure 2.15. The normal probability plot resembles that of Figure 2.10, where the distribution was right-skewed and not normal. This indicates that the normality assumption has been violated. Next, we turn to a plot of the standardized residuals versus the tted (predicted) values given in Figure 2.16. This plot exhibits a fairly classic funnel pattern, similar to plot (c) in Figure 2.13, which is an indication of nonconstant variance. The results for the regression of home runs on batting average are given in Table 2.14. The estimated regression equation is as follows: The estimated number of home runs is given as 28.1 plus 154 times the player s batting average. For example, a player with a 0.300 batting average would have an estimated ( 28.1) + (154)(0.300) = 18.1 home runs. Unfortunately, because the normality and constantvariance assumptions have been violated, we cannot use these regression results for inference or model building. Since model building is a primary goal of data mining, we should seek to remedy these violations, using transformations. It should be emphasized any inference or model building based on the regression results in Table 2.14 should be viewed with extreme caution. Deploying such a model, built upon erroneous assumptions, is not recommended. The underlying statistical and mathematical foundation of the regression model is faulty, and like a cracked foundation for a house, may cause expensive reconstruction in the future. To bring our data in line with the regression model assumptions, we therefore apply the natural
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charoff: specifies the offset to the first occurrence of the alignment character on each line. width: column width align: right, left, center, justify, char (these are not deprecated) valign: top, middle, bottom, baseline (these are not deprecated)
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a. Click the View drop-down menu located at the top of the folder. b. Select Choose Details. c. A window opens, listing all possible columns that can be displayed (see Figure 7-8). To add a new detail, place a checkmark in the box next to it. To get rid of a detail, remove the checkmark from the box next to it.
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For the application to render the media while they are still being transmitted over the data network, some care must be taken in media transport. The media transport mechanisms must provide means through which the media are transported in a sequential manner, and with all the relevant information about how and when they must be rendered (e.g., the media format types and the timestamps). Currently the hypertext transport protocol (HTTP) [36] TCP [37], UDP [38], and real-time transport protocol (RTP) [39] [coupled with the real-time transport control protocol (RTCP)] are used for multimedia streaming over the Internet. Among these protocols, only RTP can be regarded as a true real-time transport protocol, but presence of rewalls that do not understand the streaming protocols and block UDP-based traf c can sometimes make use of HTTP and TCP unavoidable. In many scenarios a multimedia session consists of many different streams, each with its own unique requirements with respect to media transport, thus necessitating the use of more than one media transport protocols. One such scenario is the 3GPPPSS architecture, which we will describe later in this chapter The Real-Time Transport Protocol This protocol has emerged as the dominant streaming media transport protocol. The basic protocol is de ned in IETF RFC 1889 [39]. The RFC de nes two protocols that are meant to work in tandem, namely, the RTP for media transport and the accompanying protocol called real-time transport control protocol (RTCP) for transport feedback to the senders from the receivers. While RFC 1889 provides the base speci cation, several additional speci cations have been developed for packetization and use with individual media types such as H.263 [40] and GSM-AMR [41]. In the following text we will brie y give an overview of the functionality provided by RTP and RTCP and their use in streaming media environment. Figure 9.16 shows the RTP packet format. RTP provides payload type identi cation, fragmentation (M-bit), sequencing, and timing information in each individual packet. The payload type eld allows the application to determine the correct codec type to be used with the media. Fragmentation information allows the applications to reassemble protocol data units correctly. Timing and sequence information allows the applications to recognize any out of sequence packets and compensate for delay-jitter variations incurred on the network. They all together allow an application to render the multimedia stream correctly and smoothly. RTP also provides synchronization source (SSRC) and contributing source (CSRC) identi ers to identify the packets belonging to same stream independent of the transport layer address. This is especially helpful in multiparty streaming
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Be careful to close this element properly.
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