{"product_id":"high-dimensional-data-analysis-reza-modarres-9781041321941","title":"High Dimensional Data Analysis: An Interpoint Distance Approach","description":"\u003cp\u003eThis book presents a rigorous and unified treatment of the analysis of high-dimensional data through the lens of distance-based methodology. It synthesizes recent advances in the field by framing them within a coherent paradigm: proximity-driven, nonparametric approaches for exploration and inference in complex multivariate spaces. Within this framework, interpoint distances serve as fundamental primitives, enabling the reduction of intricate, high-dimensional relationships to analytically tractable one-dimensional representations.\u003c\/p\u003e\u003cp\u003eDesigned for graduate students, advanced undergraduates, and researchers with training in matrix theory and mathematical statistics, the text assumes no prior exposure to high-dimensional techniques. Familiarity with classical multivariate analysis, while not required, will deepen appreciation of the material. The exposition balances theoretical development with practical insight, pairing formal proofs with illustrative examples and providing implementations in the R programming language to support hands-on engagement.\u003c\/p\u003e\u003cp\u003eKey Features: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eIncorporates real-world data applications to ground theoretical concepts.\u003c\/li\u003e \u003cli\u003eMore than 180 exercises, with solutions, available on the publisher's website.\u003c\/li\u003e \u003cli\u003eProvides accompanying R code for computational exploration.\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Reza Modarres\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1041321945\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781041321941\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/21\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 512\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.51lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 1.19d","brand":"Reza Modarres","offers":[{"title":"Hardcover","offer_id":50921440936191,"sku":"9781041321941","price":166.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/high-dimensional-data-analysis-reza-modarres-9781041321941","provider":"WR Book House","version":"1.0","type":"link"}