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No problem, Joey replied, taking a last sip of his coffee before throwing the cup into a nearby wastebasket The last few people filtered in as Joey and Bob made small talk about the weather and interagency trivia Joey began his presentation a few minutes later, explaining how steganography works and showing slides with sample images that contained hidden data As he talked, he noticed that two of the detectives seemed a little ill at ease When Joey had shown the last slide and the lights came on again, he signaled that he was ready to take questions from the group One of the anxious detectives arms shot up immediately Joey scanned the nameplate pinned to the guy s chest and realized this was the Chief of Detectives, Larry Martinez Is this on the level he asked Joey with an incredulous look on his face Absolutely, Joey responded.

Figure 16.7 Modeled curve for case study data (Personal Globe Inventory scores).

Larry then launched into a story about a child pornography case they d dealt with a couple of months earlier They had gotten a search warrant and taken the guy s computer to look for evidence, but they didn t find anything But that computer was full of pictures about a few hundred image files It seemed odd at the time, but we couldn t make anything of it The case got thrown out for lack of evidence Now I m thinking maybe this stego thing.. His voice trailed off, not sure if he was on to something or not After several more questions the group broke up, and the Chief pulled Joey aside.

You got time to take a look at some of the files we copied off the perp s computer in that child porn case Have somebody buy me another Starbucks Grande and I m yours for the afternoon, Joey quipped The Chief sent out for the coffee, then had the department assistant get the computer discs from the evidence drawer The Chief sat Joey down in his own office to use the computer there What Joey saw made his jaw drop There had to be 400 image files on the discs in a variety of formats Joey quickly went online, downloaded a stego tool, and went to work Within an hour he had extracted enough evidence from the files to take to a judge and ask to get the case reopened.

where FSL is the free-space loss to the satellite for the frequency of interest and k is Boltzmann s constant expressed in dBW. Remember in Eq. (9.9) we used Boltzmann s constant, which gives the thermal noise level at the output of a perfect receiver operating at absolute zero in 1 Hz of bandwidth (or N 0 ).15 Its value is 228.6 dBW/ Hz. Other losses may include:

A month later Joey returned to Tampa, this time to appear in court as an expert witness at an evidence hearing Because the judge wasn t that computer savvy, Joey explained carefully about steganography and the image files He showed some stereogram images from the newspaper (those images that appear to change when you stare at them long enough) to help the judge understand how data could be hidden in an image, but not be readily apparent After Joey s testimony was over, the Chief of Detectives took the stand and explained how they had gone by the book to digitally sign the suspect s computer system when they impounded it to ensure that nobody could be accused of planting evidence.

proper value of q in advance because it depends on the sequence of training samples. In the one-pass learning situation assumed here, a chunk of training samples given sequentially is thrown away after the learning is done at every stage. Therefore, if the sample distributions were largely varied from those at early learning stages, some crucial information would be lost during learning, and the loss would prevent constructing an effective eigenspace. To overcome this problem, we should introduce an adaptive mechanism for q, but this is left as our future work.

Between Joey s testimony, the extracted data from the image files, and the Chief s explanation of their procedure, the judge was convinced there was ample reason to reopen the case..