Journal of Nonparametric Statistics provides a medium for the publication of research and survey work in nonparametric statistics and related areas. The scope includes, but is not limited to the following topics: Nonparametric modelingNonparametric function estimationRank and other robust and distribution-free proceduresResampling methodsLack-of-fit testingMultivariate analysisInference with high-dimensional dataDimension reduction and variable selectionMethods for errors in variables, missing, censored, and other incomplete data structuresInference of stochastic processesSample surveysTime series analysisLongitudinal and functional data analysisNonparametric Bayes methods and decision proceduresSemiparametric models and proceduresStatistical methods for imaging and tomographyStatistical inverse problemsFinancial statistics and econometricsBioinformatics and comparative genomicsStatistical algorithms and machine learning. Both the theory and applications of nonparametric statistics are covered in the journal. Research applying nonparametric methods to medicine, engineering, technology, science and humanities is welcomed, provided the novelty and quality level are of the highest order. Authors are encouraged to submit supplementary technical arguments, computer code, data analysed in the paper or any additional information for online publication along with the published paper.

《非參數(shù)統(tǒng)計(jì)雜志》為非參數(shù)統(tǒng)計(jì)及相關(guān)領(lǐng)域的研究和調(diào)查工作的出版提供了一個(gè)媒介。范圍包括但不限于以下主題:非參數(shù)建模非參數(shù)函數(shù)估計(jì)秩和其他健壯的、無分布的過程重采樣方法Lack-of-fit測(cè)試多變量分析利用高維數(shù)據(jù)進(jìn)行推理降維和變量選擇方法用于變量中的錯(cuò)誤、缺失、刪除和其他不完整的數(shù)據(jù)結(jié)構(gòu)隨機(jī)過程推理抽樣調(diào)查時(shí)間序列分析縱向和功能數(shù)據(jù)分析非參數(shù)貝葉斯方法和決策過程半?yún)?shù)模型和程序影像及斷層攝影的統(tǒng)計(jì)方法統(tǒng)計(jì)的逆問題金融統(tǒng)計(jì)與計(jì)量經(jīng)濟(jì)學(xué)生物信息學(xué)和比較基因組學(xué)統(tǒng)計(jì)算法和機(jī)器學(xué)習(xí)。非參數(shù)統(tǒng)計(jì)的理論和應(yīng)用都在雜志中被涵蓋。歡迎將非參數(shù)方法應(yīng)用于醫(yī)學(xué)、工程、技術(shù)、科學(xué)和人文學(xué)科的研究，前提是創(chuàng)新和質(zhì)量水平最高。鼓勵(lì)作者在發(fā)表論文的同時(shí)提交補(bǔ)充的技術(shù)論據(jù)、計(jì)算機(jī)代碼、論文中分析的數(shù)據(jù)或任何附加信息，以便在線發(fā)表。