Algorithms of the Intelligent Web by Haralambos Marmanis, Dmitry Babenko

By Haralambos Marmanis, Dmitry Babenko

Web 2.0 functions offer a wealthy consumer event, however the components you can't see are only as important-and amazing. They use robust innovations to procedure info intelligently and supply gains according to styles and relationships in facts. Algorithms of the clever internet indicates readers the way to use an analogous recommendations hired via family names like Google advert experience, Netflix, and Amazon to rework uncooked information into actionable information.

Algorithms of the clever net is an example-driven blueprint for growing functions that acquire, research, and act at the huge amounts of knowledge clients go away of their wake as they use the net. Readers discover ways to construct Netflix-style suggestion engines, and the way to use an analogous innovations to social-networking websites. See how click-trace research may end up in smarter advert rotations. the entire examples are designed either to be reused and to demonstrate a common approach- an algorithm-that applies to a huge variety of scenarios.

As they paintings in the course of the book's many examples, readers know about suggestion structures, seek and score, computerized grouping of comparable items, category of gadgets, forecasting types, and self reliant brokers. in addition they get to grips with a great number of open-source libraries and SDKs, and freely to be had APIs from the most well liked websites on the web, comparable to fb, Google, eBay, and Yahoo.

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Extra resources for Algorithms of the Intelligent Web

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NekoHTML is fairly robust and sufficiently fast, but if you’re crawling special sites, you may want to write your own parser. org/); it’s released under the BSD license and has plenty of documentation. convertDocument(File file) Look at the Javadocs for additional information. Similar to PDF documents, there are also parsers for Word documents. org/) provides APIs for manipulating file formats based on Microsoft’s OLE 2 Compound Document format using pure Java. org/, provides a Java library for extracting text from Microsoft Word 97, 2000, XP, and 2003 documents.

The depth of the link structure that should be traversed. The maximum number of total documents that should be retrieved. 1 shows how you can use it from the BeanShell. search("armstrong",5); Search based on index just created The crawling and preprocessing stage should take only a few seconds, and when it finishes you should have a new directory under the base directory. In our example, the base directory was C:/iWeb2/data/ch02. The new directory’s name will start with the string crawl- and be followed by the numeric value of the crawl’s timestamp in milliseconds—for example, crawl-1200697910111.

In most cases, the size of the smallest unit of information is larger on these sites than on text-based site aggregators; the sheer volume of data to be processed, at the unit level, poses some of the greatest challenges in the context of gathering intelligence. In addition, two of the most difficult problems of intelligent applications (and also most interesting from a business perspective) are intimately related to the processing of binary information. These two problems are voice and pattern recognition.

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