教師資料查詢 | 類別: 期刊論文 | 教師: 曾文哲 Tzeng,Wen-jer (瀏覽個人網頁)

標題:Resolution dependence of the maximal information coefficient for noiseless relationship
學年103
學期1
出版(發表)日期2014/09/01
作品名稱Resolution dependence of the maximal information coefficient for noiseless relationship
作品名稱(其他語言)
著者Lee, S.-C.; Pang, N.-N.; Tzeng, W.-J.
單位淡江大學物理學系
出版者New York: Springer New York LLC
著錄名稱、卷期、頁數Statistics and Computing 24(5), pp.845-852
摘要Reshef et al. (Science 334:1518–1523, 2011) introduce the maximal information coefficient, or MIC, which captures a wide range of relationships between pairs of variables. We derive a useful property which can be employed either to substantially reduce the computer time to determine MIC, or to obtain a series of MIC values for different resolutions. Through studying the dependence of the MIC scores on the maximal resolution, employed to partition the data, we show that relationships of different natures can be discerned more clearly. We also provide an iterative greedy algorithm, as an alternative to the ApproxMaxMI proposed by Reshef et al., to determine the value of MIC through iterative optimization, which can be conducted parallelly.
關鍵字Maximal information coefficient;Pearson’s correlation coefficient;Greedy algorithm
語言英文
ISSN1573-1375
期刊性質國外
收錄於SCI
產學合作
通訊作者
審稿制度
國別美國
公開徵稿
出版型式電子版;紙本
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