{"product_id":"a-computer-experiment-oriented-approach-to-algorithmic-complexity-von-soubhik-chakraborty-und-suman-kumar-sourabh","title":"A Computer Experiment Oriented Approach to Algorithmic Complexity","description":"\u003cp\u003eThis book forms the much needed strong interface  between algorithmic complexity and computer  experiments using a careful blending of traditional  ideas in algorithms with untraditional research in  computer experiments (esp. fitting stochastic  models to non-random data). While establishing the  aforesaid interface, the important role of  statistical bounds and their empirical estimates  obtained over a finite range (called empirical O)  is discovered as a bonus. While these bounds are  very valuable for the average case, our research  suggests in addition that there is no need to be  over-conservative in the worst case just as the  statistical bounds safeguard against making tall  optimistic claims for the best cases. In short the  statistical bounds have a sense of \"calculated  guarantee\" that is neither too risky nor too  conservative. In parallel computing, with every  change of the processor, it can be argued that it  is the weight of the operation that changes. Hence,  if the bound is itself based on weights, it should  be deemed as the ideal one.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838377438\"\u003e\u003ch3\u003eComputer Applications of Statistics\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838377438","offer_id":39498999562333,"sku":"9783838377438","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/3e0f83ea-7623-4745-a922-04c857157f32.jpg?v=1759298018","url":"https:\/\/shop.autorenwelt.de\/products\/a-computer-experiment-oriented-approach-to-algorithmic-complexity-von-soubhik-chakraborty-und-suman-kumar-sourabh","provider":"Autorenwelt Shop","version":"1.0","type":"link"}