主題：Review of Distributed Statistical Inference
主要內(nèi)容：The rapid emergence of massive datasets in various fields poses a serious challenge to traditional statistical methods. Meanwhile, it provides opportunities for researchers to develop novel algorithms. Inspired by the idea of divide-and-conquer, various distributed frameworks for statistical estimation and inference have been proposed. They were developed to deal with large-scale statistical optimization problems. This report aims to provide a comprehensive review for related literature. It includes parametric models, nonparametric models, and other frequently used models. Their key ideas and theoretical properties are summarized. The trade-off between communication cost and estimate precision together with other concerns are discussed.
專家姓名：張日權(quán)
工作單位：華東師范大學(xué)
專長(zhǎng)和學(xué)術(shù)成就：主持多項(xiàng)國(guó)家自然科學(xué)基金、教育部博士點(diǎn)基金、國(guó)家統(tǒng)計(jì)局重點(diǎn)項(xiàng)目等研究項(xiàng)目20多項(xiàng)；發(fā)表論文130余篇，SCI收錄論文100余篇，由科學(xué)出版社出版專著1部，教材1部。 先后獲得上海市育才獎(jiǎng)，上海市自然科學(xué)獎(jiǎng)三等獎(jiǎng)，上海市教學(xué)成果一等獎(jiǎng)。
專家簡(jiǎn)介：張日權(quán)，華東師范大學(xué)， 統(tǒng)計(jì)學(xué)院院長(zhǎng) 教育部統(tǒng)計(jì)與數(shù)據(jù)科學(xué)前沿理論及應(yīng)用重點(diǎn)實(shí)驗(yàn)室 主任 《應(yīng)用概率統(tǒng)計(jì)》期刊 常務(wù)副主編 中國(guó)現(xiàn)場(chǎng)統(tǒng)計(jì)研究會(huì) 大數(shù)據(jù)統(tǒng)計(jì)分會(huì) 理事長(zhǎng) 中國(guó)商業(yè)統(tǒng)計(jì)學(xué)會(huì)數(shù)據(jù)科學(xué)與商業(yè)智能分會(huì) 副理事長(zhǎng) 上海統(tǒng)計(jì)學(xué)會(huì) 副會(huì)長(zhǎng)
時(shí)間：2021-12-01 15:00:00
地點(diǎn)：經(jīng)管樓335