{"product_id":"spectral-clustering-and-biclustering","title":"Spectral Clustering and Biclustering","description":"\u003cp\u003e\u003cb\u003eExplores regular structures in graphs and contingency tables by spectral theory and statistical methods\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eThis book bridges the gap between graph theory and statistics by giving answers to the demanding questions which arise when statisticians are confronted with large weighted graphs or rectangular arrays. Classical and modern statistical methods applicable to biological, social, communication networks, or microarrays are presented together with the theoretical background and proofs.\u003c\/p\u003e \u003cp\u003eThis book is suitable for a one-semester course for graduate students in data mining, multivariate statistics, or applied graph theory; but by skipping the proofs, the algorithms can also be used by specialists who just want to retrieve information from their data when analysing communication, social, or biological networks.\u003c\/p\u003e \u003cp\u003e\u003ci\u003eSpectral Clustering and Biclustering: \u003c\/i\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eProvides a unified treatment for edge-weighted graphs and contingency tables via methods of multivariate statistical analysis (factoring, clustering, and biclustering).\u003c\/li\u003e\n\u003cli\u003eUses spectral embedding and relaxation to estimate multiway cuts of edge-weighted graphs and bicuts of contingency tables.\u003c\/li\u003e\n\u003cli\u003eGoes beyond the expanders by describing the structure of dense graphs with a small spectral gap via the structural eigenvalues and eigen-subspaces of the normalized modularity matrix.\u003c\/li\u003e\n\u003cli\u003eTreats graphs like statistical data by combining methods of graph theory and statistics.\u003c\/li\u003e\n\u003cli\u003eEstablishes a common outline structure for the contents of each algorithm, applicable to networks and microarrays, with unified notions and principles.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Title","offer_id":54231864672600,"sku":"9781118344927","price":80.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781118344927_b512445e-821c-44c3-8a2b-53742b0e81af.jpg?v=1764934218","url":"https:\/\/agendabookshop.com\/products\/spectral-clustering-and-biclustering","provider":"Agenda Bookshop","version":"1.0","type":"link"}