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veryone knows what spam is, even if they don t know that it refers to unwanted (and usually advertisement-ridden) email instead of the venerable meat product made by the Hormel Corporation. Unlike Hormel Spam, email spam has been annoying people and reducing productivity since the 1990s. In August 2002, Paul Graham published his essay, A Plan for Spam, which outlined a new idea in ending the spam problem. Now almost everyone uses a variant of the idea he popularized, but at the time it was the first. Paul Graham, of course, published his code in Lisp. His plan for spam consisted of a Bayesian classifier that put any given email message into one of two buckets: ham or spam. This chapter presents a working OCaml-based classifier and provides for code reuse and modularity.

Your AndroidManifestxml file probably needs to be tweaked a little bit before you can upload it to Android Market By default, the ADT (Android Development Tools) in Eclipse does not add any attributes to the <application> tag within AndroidManifestxml However, before you can upload to Android Market, you need to make sure you ve specified the android:icon attribute within the <application> tag ADT normally puts the android:icon attribute in the <activity> tag, which is also needed In fact, your application will work fine on devices and in the emulator with the android:icon specified in the <activity> tag, but when Android Market inspects your application s apk file when uploading, it looks for the icon information in the <application> tag To resolve this, simply copy the android:icon attribute from your <activity> tag to your <application> tag.

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First we ll look at an XML file with menu definitions (see Listing 5-20). All menu files start with the same high-level menu tag followed by a series of group tags. This group tag corresponds to the menu-item group we talked about at the beginning of the chapter. You can specify an ID for the group using the @+id approach. Each menu group will have a series of menu items with their menu-item IDs tied to symbolic names. You can refer to the Android SDK documentation for all the possible arguments for these XML tags.

Android Market also prevents uploading your application if the package name you ve used starts with comgoogle, comandroid, android, or comexample, but hopefully you didn t use one of those in your application There are many other compatibilities to consider as you test your application against device configurations Some devices have cameras, some don t have physical keyboards, some have trackballs instead of directional pads Use <uses-configuration> and <uses-feature> tags in your AndroidManifestxml file as needed to define what hardware/platform requirements your application has Android Market will enforce this and not let your application be downloaded to a device that won t support your application Note that these tags are different and separate from the <uses-permission> tags of the AndroidManifestxml file.

Paul Graham knew he was on to something with his seminal essay. The method that he describes comes from Bayes Theorem, which when applied to spam can be described formally as follows. The equation means that the probability that a given email message is spam is equal to the probability of finding the words contained within that email in other spams divided by the probability of finding those words in any email. P(spam|words)spam P(words|spam)P(spam) P(words)

While the user s device may come equipped with a camera, that doesn t mean the user wants to grant your application permission to use it At the same time, declaring that your application needs permission to use the camera does not tell Android Market that your application requires a camera on the device In most cases, you would end up with both tags in your AndroidManifestxml file, for specifying that a camera is required, and for specifying that permission to use the camera is required..

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