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  • Sep
    29

    IEMS Seminar | A Theory of Feature Learning in Kernel Models | Feng Ruan

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM A230, Technological Institute

    EVENT DETAILSmore info

    Abstract: A central phenomenon in modern machine learning is feature learning: rather than operating on a fixed representation of the data, successful models learn representations adapted to the prediction task. We study a tractable model of this phenomenon through a compositional variant of kernel ridge regression, where the kernel is applied after a learnable linear transformation. When the response depends on the input only through a low-dimensional predictive subspace, we show that optimizing the population objective automatically eliminates directions orthogonal to this subspace and, in certain regimes, exactly recovers it. Surprisingly, the same exact low-dimensional structure persists at finite sample sizes with high probability, even without explicitly penalizing the linear transformation to be low-dimensional.

    Bio: Feng Ruan is currently an assistant professor in Department of Statistics and Data Science at Northwestern University. His research focuses on the foundations of feature learning and stochastic and nonsmooth optimization, and is supported by an NSF CAREER Award.

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    TIME Tuesday, September 29, 2026 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Oct
    27

    AI Enabled Quality Improvement in Smart Manufacturing

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM L440, Technological Institute

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    TIME Tuesday, October 27, 2026 at 11:00 AM - 12:00 PM

    LOCATION L440, Technological Institute    map it

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Nov
    10

    IEMS Seminar | Andi Wang

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM A230, Technological Institute

    EVENT DETAILSmore info

    TIME Tuesday, November 10, 2026 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Nov
    16

    Regular registration for Winter quarter begins

    University Academic Calendar

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    EVENT DETAILS

    TIME Monday, November 16, 2026

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    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

    CALENDAR University Academic Calendar

  • Nov
    17

    IEMS Seminar | Salar Fattahi

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM A230, Technological Institute

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    TIME Tuesday, November 17, 2026 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Nov
    20

    Dissertation, PhD Final Exam, and change of grade forms due to TGS for Fall PhD candidates

    University Academic Calendar

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    TIME Friday, November 20, 2026

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    CONTACT Office of the Registrar    nu-registrar@northwestern.edu EMAIL

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  • Nov
    24

    IEMS Seminar | James Kong

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM A230, Technological Institute

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    TIME Tuesday, November 24, 2026 at 11:00 AM - 12:00 PM

    LOCATION A230, Technological Institute    map it

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Nov
    25

    Thanksgiving Vacation begins at 6:00 PM (No classes, University offices closed)

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    TIME Wednesday, November 25, 2026

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  • Nov
    30

    Fall Classes Resume

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    TIME Monday, November 30, 2026

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  • Dec
    1

    IEMS Seminar | Rene Caldentey

    Department of Industrial Engineering and Management Sciences (IEMS)

    11:00 AM A230, Technological Institute

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    TIME Tuesday, December 1, 2026 at 11:00 AM - 12:00 PM

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    CONTACT Nathan Keiller    nathan.keiller@northwestern.edu EMAIL

    CALENDAR Department of Industrial Engineering and Management Sciences (IEMS)

  • Dec
    5

    Fall classes end

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    TIME Saturday, December 5, 2026

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  • Dec
    7

    Fall Exams begin

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    TIME Monday, December 7, 2026

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  • Dec
    12

    Fall exams end

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    TIME Saturday, December 12, 2026

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  • Dec
    12

    Northwestern Engineering PhD Hooding and Master's Recognition Ceremony

    McCormick School of Engineering and Applied Science

    4:00 PM Pick-Staiger Concert Hall

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    TIME Saturday, December 12, 2026 at 4:00 PM - 6:00 PM

    LOCATION Pick-Staiger Concert Hall    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science