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TRIPODS: Institute for Foundations of Data Science

TRIPODS: Institute for Foundations of Data Science
TRIPODS:数据科学研究所
批准号:
1740707
负责人:
Stephen Wright
金额:
$149.95万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-01 至 2021-08-31

项目摘要

项目成果

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中文摘要
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英文摘要
As data continues to accumulate at an ever-increasing rate, so does the need for powerful and novel methods to extract information from data, in a form that is useful to individuals, society, researchers,and commerce. This project establishes a new entity at the University of Wisconsin-Madison: the Institute for Foundations of Data Science (IFDS). Building on the foundational work of earlier generations of researchers, IFDS will serve as a hub for people across campus with expertise in mathematics, statistics, and computer science to explore new approaches to the formulation and solution of problems in data analysis, as well as to epitomize the possibilities of a collaborative approach to investigating fundamental issues in data science. IFDS will integrate with the broader UW-Madison agenda for data science research, creating a new home for research of a fundamental, theoretical nature. It will play a vital role in establishing graduate degree programs in data science and in outreach to industrial partners with interests in fundamental data science research.The new Institute for Foundations of Data Science will bring together researchers across the UW-Madison campus in mathematics, statistics, and theoretical computer science for a transdisciplinary effort organized around three themes: Algebra and Optimization in Data Science, Graphs and Networks in Data Science, and Data Acquisition Theory and Methods. All topics represent areas of significant current interest in data science due to their intrinsic fundamental import and their wide applicability. The collaborations within these themes will involve fourteen senior researchers, together with postdoctoral and graduate student researchers. The IFDS will lay the foundations for a larger future effort in transdisciplinary data science research, possibly involving other universities and institutes. Funds for the project come from CISE Computing and Communications Foundations, MPS Division of Mathematical Sciences, MPS Office of Multidisciplinary Activities, and Growing Convergent Research. (Convergence can be characterized as the deep integration of knowledge, techniques, and expertise from multiple fields to form new and expanded frameworks for addressing scientific and societal challenges and opportunities. This project promotes convergence by developing transdisciplinary data science solutions to problems in important application domains such as functional brain networks in cognitive neuroscience, understanding causal effects in gene regulatory networks, phylogenetic reconstruction in computational evolutionary biology, and the spread of information or disease across a network.)
期刊论文(71)
专著(0)
科研奖励(0)
会议论文
Optimal attack against autoregressive models by manipulating the environment
通过操纵环境对自回归模型进行最优攻击
DOI: 10.1609/aaai.v34i04.5760
发表时间: 2020
期刊: AAAI Conference on Artificial Intelligence
影响因子: --
作者: [Chen, Yiding, Zhu, Xiaojin]
通讯作者: Zhu, Xiaojin
DOI: --
发表时间: 2020-02
期刊: ArXiv
影响因子: --
作者: [Hongyi Wang;M. Yurochkin;Yuekai Sun;Dimitris Papailiopoulos;Y. Khazaeni]
通讯作者: Hongyi Wang;M. Yurochkin;Yuekai Sun;Dimitris Papailiopoulos;Y. Khazaeni
DOI: 10.1090/mcom/3530
发表时间: 2017-06
期刊: Math. Comput.
影响因子: --
作者: [Stephen J. Wright;Ching-pei Lee]
通讯作者: Stephen J. Wright;Ching-pei Lee
Inexact Variable Metric Stochastic Block-Coordinate Descent for Regularized Optimization
用于正则化优化的不精确变量度量随机块坐标下降
DOI: 10.1007/s10957-020-01639-4
发表时间: 2020
期刊: Journal of Optimization Theory and Applications
影响因子: 1.9
作者: [Lee, Ching-pei, Wright, Stephen J.]
通讯作者: Wright, Stephen J.
58
    AF: Small: Bridging the Past and Present of Continuous Optimization for Learning
    • 批准号:
      2224213
    • 项目类别:
      Standard Grant
    • 资助金额:
      $60.0万
    • 财政年份:
      2022
    • 负责人:
      Stephen Wright
    • 依托单位:
    TRIPODS: Institute for Foundations of Data Science
    • 批准号:
      2023239
    • 项目类别:
      Continuing Grant
    • 资助金额:
      $458.33万
    • 财政年份:
      2020
    • 负责人:
      Stephen Wright
    • 依托单位:
    Extending Sparse Optimization
    • 批准号:
      1216318
    • 项目类别:
      Standard Grant
    • 资助金额:
      $24.1万
    • 财政年份:
      2012
    • 负责人:
      Stephen Wright
    • 依托单位:
    US-Mexico Workshop on Optimization and its Applications
    • 批准号:
      1031095
    • 项目类别:
      Standard Grant
    • 资助金额:
      $2.15万
    • 财政年份:
      2010
    • 负责人:
      Stephen Wright
    • 依托单位:
    海外基金