{"product_id":"swarm-intelligence-methods-for-statistical-regression-paperback-softback","title":"Swarm Intelligence Methods for Statistical Regression - Paperback \/ softback","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\u003cp\u003eFeatures\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e \u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003cli\u003eProvides a short, self-contained overview of statistical data analysis and key results in stochastic optimization theory\u003c\/li\u003e \u003cbr\u003e\u003cbr\u003e \u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003cli\u003eFocuses on methodology and results rather than formal proofs\u003c\/li\u003e \u003cbr\u003e\u003cbr\u003e \u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003cli\u003eReviews SI methods with a deeper focus on Particle Swarm Optimization (PSO)\u003c\/li\u003e \u003cbr\u003e\u003cbr\u003e \u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003cli\u003eUses concrete and realistic data analysis examples to guide the reader\u003c\/li\u003e \u003cbr\u003e\u003cbr\u003e \u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003cli\u003eIncludes practical tips and tricks for tuning PSO to extract good performance in real world data analysis challenges\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Default Title","offer_id":45600104317166,"sku":"9780367670375","price":31.99,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0630\/9612\/7726\/files\/9780367670375.jpg?v=1721463257","url":"https:\/\/bookland.com.au\/products\/swarm-intelligence-methods-for-statistical-regression-paperback-softback","provider":"Book Land AU","version":"1.0","type":"link"}