統(tǒng)計分析和數(shù)據(jù)挖掘涉及數(shù)據(jù)分析的廣泛領(lǐng)域,包括數(shù)據(jù)挖掘算法、統(tǒng)計方法和實際應(yīng)用。主題包括涉及大量和復(fù)雜數(shù)據(jù)集的問題,使用創(chuàng)新的數(shù)據(jù)挖掘算法和/或新的統(tǒng)計方法的解決方案,以及分析和解決方案的客觀評價。特別感興趣的是描述分析技術(shù)的文章,并討論它們在實際問題中的應(yīng)用,以便科學(xué)、工程和商業(yè)領(lǐng)域的專家能夠訪問和受益。該雜志的重點是滿足下列一項或多項標(biāo)準(zhǔn)的論文:解決與大量復(fù)雜數(shù)據(jù)集相關(guān)的數(shù)據(jù)分析問題應(yīng)用程序和解決方案是否以解決實際問題為重點描述創(chuàng)新的數(shù)據(jù)挖掘算法或新的統(tǒng)計方法比較和對比解決問題的技術(shù),并對分析和解決方案進(jìn)行客觀評價這本跨學(xué)科雜志的目標(biāo)是鼓勵跨學(xué)科的合作,將新的數(shù)據(jù)挖掘和統(tǒng)計技術(shù)傳播給從實際問題中分析數(shù)據(jù)的新手和專家,并對分析和解決方案進(jìn)行有原則的評估。21世紀(jì)已經(jīng)成為數(shù)據(jù)的世紀(jì),大多數(shù)領(lǐng)域都在為他們堆積如山的數(shù)據(jù)尋找有用的通用模型。數(shù)據(jù)挖掘和統(tǒng)計分析是最有效的方法和技術(shù)機(jī)構(gòu)之一,能夠從大量復(fù)雜的數(shù)據(jù)集中產(chǎn)生有用的通用模型。統(tǒng)計分析和數(shù)據(jù)挖掘?qū)⑹墙鉀Q實際問題的有用資源,同時使他們能夠從其他領(lǐng)域發(fā)展的思想中獲益。它將是一份跨學(xué)科的國際期刊,涵蓋了越來越重要的領(lǐng)域,在可預(yù)見的未來很可能仍將如此。
Statistical Analysis and Data Mining addresses the broad area of data analysis, including data mining algorithms, statistical approaches, and practical applications. Topics include problems involving massive and complex datasets, solutions utilizing innovative data mining algorithms and/or novel statistical approaches, and the objective evaluation of analyses and solutions. Of special interest are articles that describe analytical techniques, and discuss their application to real problems, in such a way that they are accessible and beneficial to domain experts across science, engineering, and commerce.The focus of the journal is on papers which satisfy one or more of the following criteria:Solve data analysis problems associated with massive, complex datasetsAre application and solution oriented with a focus on solving real problemsDescribe innovative data mining algorithms or novel statistical approachesCompare and contrast techniques to solve a problem, along with an objective evaluation of the analyses and the solutionsThe goals of this interdisciplinary journal are to encourage collaborations across disciplines, communication of novel data mining and statistical techniques to both novices and experts involved in the analysis of data from practical problems, and a principled evaluation of analyses and solutions.The 21st Century has become a Century of Data, with most domains striving for useful general models for their mountains of data. Data mining and statistical analysis are amongst the most effective bodies of methodology and technology capable of producing useful general models from massive, complex datasets.Statistical Analysis and Data Mining will be a useful resource to those solving practical problems, at the same time enabling them to benefit from ideas developed in other domains. It will be an international journal, with an interdisciplinary focus, covering areas which are becoming increasingly important, and likely to remain so in the foreseeable future.
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