{"product_id":"bayesian-deconvolution-of-sparse-processes-von-sinan-yildirim","title":"Bayesian Deconvolution of Sparse Processes","description":"\u003cp\u003eBayesian Deconvolution of Sparse Processes: In this work, various  Bayesian methods for deconvolution and blind  deconvolution of sparse processes are studied.  For blind  deconvolution of sparse processes, the inverse-gamma model is  proposed as a relaxation of the well known Bernoulli-Gaussian  model. Methods based on the expectation-maximization  algorithm  are investigated for both models, and several statistical inference  and parameter estimation techniques are presented for  expectation  and maximization steps. The improvement in performance is  demonstrated by experiments on simulated data. Receiver function analysis, a research topic in seismology, is  studied  as a real life application. Bayesian deconvolution is proposed as  an  alternative method to iterative deconvolution for estimating  receiver  functions. The superiority of Bayesian deconvolution is  demonstrated  by experiments on both simulated and real data. Finally, a preliminary theoretical solution to a challenging problem  of  blind estimation of receiver function analysis is developed. The  performances of proposed methods for the solution are tested on  simulated data.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844327533\"\u003e\u003ch3\u003ewith Application to Seismology\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844327533","offer_id":39495942307933,"sku":"9783844327533","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/f9b66d93-931a-4cb7-b043-d0e2bc87aff0.jpg?v=1757911312","url":"https:\/\/shop.autorenwelt.de\/en\/products\/bayesian-deconvolution-of-sparse-processes-von-sinan-yildirim","provider":"Autorenwelt Shop","version":"1.0","type":"link"}