{"product_id":"gene-selection-based-on-consistency-yingjie-hu-9783639008838","title":"Gene Selection Based on Consistency Modelling, Algorithms and Applications - Genetic Algorithm Application in Bioinformatics Data Analysis","description":"Consistency modeling for gene selection is a new topic emerging from recent cancer bioinformatics research. The result of classification or clustering on a training set was often found very different from the same operations on a testing set. Here, the issue is addressed as a consistency problem. In practice, the inconsistency of microarray datasets prevents many typical gene selection methods working properly for cancer diagnosis and prognosis. In an attempt to deal with this problem, a new concept of performance-based consistency is proposed in this thesis. The proposed consistency concept has been investigated on eight benchmark microarray and proteomic datasets. The experimental results show that the different microarray datasets have different consistency characteristics, and that better consistency can lead to an unbiased and reproducible outcome with good disease prediction accuracy.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yingjie Hu\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3639008839\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783639008838\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e VDM Verlag Dr. Mueller E.K.\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/29\/2008\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 112\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.35lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.23d","brand":"Yingjie Hu","offers":[{"title":"Paperback","offer_id":48454037897471,"sku":"9783639008838","price":52.92,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_952a352e-f8c6-427e-8aed-6951bd36245c.jpg?v=1777303811","url":"https:\/\/www.whiterainbookhouse.com\/products\/gene-selection-based-on-consistency-yingjie-hu-9783639008838","provider":"WR Book House","version":"1.0","type":"link"}