{"product_id":"high-dimensional-clustering-and-applications-of-learning-methods-non-redundant-clustering-principal-feature-selection-and-learning-methods-applied-to-image-guided-radiotherapy-von-ying-cui","title":"High Dimensional Clustering and Applications of Learning Methods","description":"\u003cp\u003eThis book is divided into two parts. The first part is about non-redundant clustering and feature selection for high dimensional data. The second part is on applying learning techniques to lung tumor image-guided radiotherapy. In the first part, a new clustering paradigm is investigated for exploratory data analysis: find all non-redundant clustering views of the data. Also a feature selection method is developed based on the popular transformation approach: principal component analysis (PCA). In the second part, machine learning algorithms are designed to aid lung tumor image-guided radiotherapy (IGRT). Specifically, intensive studies are preformed for gating and for directly tracking the tumor. For gating, two methods are developed: (1) an ensemble of templates where the representative templates are selected by Gaussian mixture clustering, and (2) a support vector machine (SVM) classifier with radial basis kernels. For the tracking problem, a multiple- template matching method is explored to capture the varying tumor appearance throughout the different phases of the breathing cycle.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838300801\"\u003e\u003ch3\u003eNon-Redundant Clustering, Principal Feature Selection and Learning Methods Applied to Image- Guided Radiotherapy\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783838300801","offer_id":39459855859805,"sku":"9783838300801","price":59.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/cf9bd08a-1ba0-46d1-a4fa-b1b5805043cb.jpg?v=1773122560","url":"https:\/\/shop.autorenwelt.de\/products\/high-dimensional-clustering-and-applications-of-learning-methods-non-redundant-clustering-principal-feature-selection-and-learning-methods-applied-to-image-guided-radiotherapy-von-ying-cui","provider":"Autorenwelt Shop","version":"1.0","type":"link"}