{"product_id":"internetscale-pattern-recognition-9781466510968","title":"InternetScale Pattern Recognition","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eFor machine intelligence applications to work successfully, machines must perform reliably under variations of data and must be able to keep up with data streams. \u003cstrong\u003eInternet-Scale Pattern Recognition: New Techniques for Voluminous Data Sets and Data Clouds\u003c\/strong\u003e unveils computational models that address performance and scalability to achieve higher levels of reliability. It explores different ways of implementing pattern recognition using machine intelligence.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003eBased on the authors' research from the past 10 years, the text draws on concepts from pattern recognition, parallel processing, distributed systems, and data networks. It describes fundamental research on the scalability and performance of pattern recognition, addressing issues with existing pattern recognition schemes for Internet-scale data deployment. The authors review numerous approaches and introduce possible solutions to the scalability problem.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eI Recognition: A New Perspective:\u003c\/strong\u003e Introduction. Distributed Approach for Pattern Recognition. \u003cstrong\u003eII Evolution of Internet-Scale Recognition:\u003c\/strong\u003e One-Shot Learning Considerations. Hierarchical Model for Pattern Recognition. Recognition via a Divide-and-Distribute Approach. \u003cstrong\u003eIII Systems and Tools:\u003c\/strong\u003e Internet-Scale Applications Development. \u003cstrong\u003eIV Implementations and Applications:\u003c\/strong\u003e Multi-Feature Classifications for Complex Data. Pattern Recognition within Coarse-Grained Networks. Event Detection within Fine-Grained Networks. Recognition: The Future and Beyond. Bibliography.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Inc","offers":[{"title":"Default Title","offer_id":49408667451735,"sku":"9781466510968","price":99.75,"currency_code":"GBP","in_stock":false}],"url":"https:\/\/bookcurl.com\/products\/internetscale-pattern-recognition-9781466510968","provider":"Book Curl","version":"1.0","type":"link"}