{"product_id":"sequential-change-detection-and-hypothesis-testing-practical","title":"Sequential Change Detection and Hypothesis Testing - Practical","description":"\u003cp\u003eIn this review of Sequential Change Detection and Hypothesis Testing the focus is squarely on advanced statisticians, researchers and practitioners who need rigorous tools for detecting abrupt changes in dependent, non-i.i.d. data streams. The book's single biggest selling point is its extension of asymptotic theory to very general stochastic models, making it especially relevant when observations are dependent or non-identically distributed. For readers seeking mathematical depth and applied direction on changepoint detection and sequential hypothesis testing, this monograph delivers a dense, theory-forward treatment.\u003c\/p\u003e\n\u003ch2\u003eKey Features\u003c\/h2\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eGeneral non-i.i.d. models:\u003c\/strong\u003e Extends changepoint detection theory to dependent and non-identically distributed observations, offering methods that apply to realistic, complex data streams.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSequential hypothesis testing:\u003c\/strong\u003e Presents a rigorous account of sequential testing approaches that help detect changes quickly while controlling error rates.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eAsymptotic theory focus:\u003c\/strong\u003e Provides detailed asymptotic results that guide performance evaluation when exact finite-sample analysis is impractical.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eApplied motivation:\u003c\/strong\u003e Connects theory to real problems such as cyberattack detection, epidemic early warning, and space object identification to illustrate relevance.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eMonograph depth:\u003c\/strong\u003e Concentrates on theoretical development suitable for graduate-level study and research rather than introductory coverage.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch2\u003eWho It's For\u003c\/h2\u003e\n\u003cp\u003eThis book is best suited to graduate students, academic researchers and quantitative practitioners who already have a strong background in probability and statistics and who need a rigorous reference on sequential changepoint detection for dependent data. It will be valuable to those building detection systems in cybersecurity, epidemiology or remote sensing where data are non-i.i.d.\u003c\/p\u003e\n\u003cp\u003eThose seeking a beginner textbook, a step-by-step implementation guide, or hands-on tutorials with code should look elsewhere; the monograph emphasizes theoretical development and asymptotic analysis rather than practical software recipes.\u003c\/p\u003e\n\u003ch2\u003ePros \u0026amp; Cons\u003c\/h2\u003e\n\u003cp\u003e\u003cstrong\u003ePros\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAddresses changepoint detection for very general stochastic models, filling a gap in the literature on dependent observations.\u003c\/li\u003e\n\u003cli\u003eStrong focus on sequential hypothesis testing gives a unified framework for rapid detection with error control.\u003c\/li\u003e\n\u003cli\u003eRelevant applied examples motivate the theory for users in cybersecurity, epidemiology and space observation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eCons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDense, theory-heavy presentation means a steep learning curve for readers without advanced mathematical training.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch2\u003eSpecifications\u003c\/h2\u003e\n\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003eTitle\u003c\/td\u003e\n\u003ctd\u003eSequential Change Detection and Hypothesis Testing\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSeries\u003c\/td\u003e\n\u003ctd\u003eChapman \u0026amp; Hall\/CRC Monographs on Statistics and Applied Probability\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAuthor\u003c\/td\u003e\n\u003ctd\u003eAlexander Tartakovsky\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eScope\u003c\/td\u003e\n\u003ctd\u003eSequential changepoint detection for non-i.i.d. stochastic models\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eApproach\u003c\/td\u003e\n\u003ctd\u003eAsymptotic theory and sequential hypothesis testing\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eApplications discussed\u003c\/td\u003e\n\u003ctd\u003eCybersecurity, epidemiology, space object identification\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e\n\u003ch2\u003eOur Verdict\u003c\/h2\u003e\n\u003cp\u003eSequential Change Detection and Hypothesis Testing is a rigorous, high-value reference for specialists who need asymptotic theory for dependent-data changepoint detection; it is worth acquiring for research and advanced applications but not intended as an introductory or implementation guide.\u003c\/p\u003e\n\u003ch2\u003eFrequently Asked Questions\u003c\/h2\u003e\n\u003cp\u003e\u003cstrong\u003eDoes this book cover dependent data models?\u003c\/strong\u003e\u003cbr\u003eYes, the monograph explicitly extends changepoint detection theory to very general non-i.i.d. and dependent stochastic models.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eIs it suitable for practitioners seeking code and examples?\u003c\/strong\u003e\u003cbr\u003eThe book provides applied motivation and theoretical tools but is not a how-to coding manual; readers should supplement it with implementation resources.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eWho is the author and series?\u003c\/strong\u003e\u003cbr\u003eThe author is Alexander Tartakovsky and the book is part of the Chapman \u0026amp; Hall\/CRC Monographs on Statistics and Applied Probability series.\u003c\/p\u003e","brand":"Alexander Tartakovsky","offers":[{"title":"Default Title","offer_id":48629859287259,"sku":"1498757588","price":209.31,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0724\/1043\/1707\/files\/81C1rwhYhqL._SL1500.jpg?v=1778520253","url":"https:\/\/gearmusthave.com\/products\/sequential-change-detection-and-hypothesis-testing-practical","provider":"GearMustHave","version":"1.0","type":"link"}