Collective Intelligence in Action
Autori
Parametri
- 397pagine
- 14 ore di lettura
Maggiori informazioni sul libro
There's a great deal of wisdom in a crowd, but how do you listen to a thousand people talking at once? Identifying the wants, needs, and knowledge of internet users can be like listening to a mob. In the Web 2.0 era, leveraging the collective power of user contributions, interactions, and feedback is key to market dominance. A new category of programming techniques allows you to discover patterns, inter-relationships, and individual profiles—the collective intelligence—locked in the data users leave behind as they surf websites and interact with others. This hands-on guidebook for implementing collective intelligence concepts using Java emphasizes the underlying algorithms and technical implementation of vital data gathering and mining techniques. It provides a pragmatic approach to personalization by combining content-based analysis with collaborative methods. Targeted at Java developers, the book features a running example of harvesting information from blogs, enabling the development of software for embedding in applications. The reusable code examples offer a working collective intelligence toolkit. You will also work with various APIs and open-source toolkits, including text analysis with Lucene, web-crawling with Nutch, and machine learning algorithms using WEKA and the Java Data Mining standard. Purchase of the print book includes a free PDF, ePub, and Kindle eBook from Manning, along with all code from the book.
Acquisto del libro
Collective Intelligence in Action, Satnam Alag
- Lingua
- Pubblicato
- 2008
- Rilegatura
- (In brossura)
Metodi di pagamento
Ancora nessuna valutazione.
- Titolo
- Collective Intelligence in Action
- Lingua
- Inglese
- Autori
- Satnam Alag
- Editore
- Manning
- Pubblicato
- 2008
- Formato
- In brossura
- Pagine
- 397
- ISBN10
- 1933988312
- ISBN13
- 9781933988313
- Serie
- Categoria
- Tag
- Tecnologia, Internet, Intelligenza artificiale, Creazione di Siti Web, Sviluppo Software, Giava, Analisi testuale
- Descrizione
- There's a great deal of wisdom in a crowd, but how do you listen to a thousand people talking at once? Identifying the wants, needs, and knowledge of internet users can be like listening to a mob. In the Web 2.0 era, leveraging the collective power of user contributions, interactions, and feedback is key to market dominance. A new category of programming techniques allows you to discover patterns, inter-relationships, and individual profiles—the collective intelligence—locked in the data users leave behind as they surf websites and interact with others. This hands-on guidebook for implementing collective intelligence concepts using Java emphasizes the underlying algorithms and technical implementation of vital data gathering and mining techniques. It provides a pragmatic approach to personalization by combining content-based analysis with collaborative methods. Targeted at Java developers, the book features a running example of harvesting information from blogs, enabling the development of software for embedding in applications. The reusable code examples offer a working collective intelligence toolkit. You will also work with various APIs and open-source toolkits, including text analysis with Lucene, web-crawling with Nutch, and machine learning algorithms using WEKA and the Java Data Mining standard. Purchase of the print book includes a free PDF, ePub, and Kindle eBook from Manning, along with all code from the book.