{"product_id":"swarm-intelligence-methods-for-statistical-soumya-mohanty-9781138558182","title":"Swarm Intelligence Methods for Statistical Regression","description":"\u003cp\u003eA core task in statistical analysis, especially in the era of Big Data, is the fitting of flexible, high-dimensional, and non-linear models to noisy data in order to capture meaningful patterns. This can often result in challenging non-linear and non-convex global optimization problems. The large data volume that must be handled in Big Data applications further increases the difficulty of these problems. \u003cb\u003e\u003ci\u003eSwarm Intelligence Methods for Statistical Regression\u003c\/i\u003e\u003c\/b\u003e describes methods from the field of computational swarm intelligence (SI), and how they can be used to overcome the optimization bottleneck encountered in statistical analysis. \u003c\/p\u003e\u003cb\u003e \u003c\/b\u003e\u003cp\u003eFeatures\u003c\/p\u003e \u003cul\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eProvides a short, self-contained overview of statistical data analysis and key results in stochastic optimization theory\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eFocuses on methodology and results rather than formal proofs\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eReviews SI methods with a deeper focus on Particle Swarm Optimization (PSO)\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eUses concrete and realistic data analysis examples to guide the reader\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eIncludes practical tips and tricks for tuning PSO to extract good performance in real world data analysis challenges\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003e \u003c\/b\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003e　\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Soumya Mohanty\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1138558184\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781138558182\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/11\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 136\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.44lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 8.70h x 5.60w x 0.50d","brand":"Soumya Mohanty","offers":[{"title":"Hardcover","offer_id":43924199670015,"sku":"9781138558182","price":74.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_7842fef5-8abf-45ff-86d3-31d323712a1b.jpg?v=1681069061","url":"https:\/\/www.whiterainbookhouse.com\/products\/swarm-intelligence-methods-for-statistical-soumya-mohanty-9781138558182","provider":"WR Book House","version":"1.0","type":"link"}