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@convexfi

HKUST Convex Optimization in Finance Group

Welcome!

Official GitHub organization for the convex research group at the Hong Kong University of Science and Technology (HKUST).

Here you'll find repositories that host practical implementations of the research published by the Convex Group. Video presentations are available on YouTube: https://www.youtube.com/danielpalomar.

Graph Learning in Finance and Other Applications

  • spectralGraphTopology: Structured graph learning via Laplacian spectral constraints (NeurIPS 2019) [CRAN]
  • sparseGraph: Nonconvex Sparse Graph Learning under Laplacian-structured Graphical Model (NeurIPS 2020)
  • fingraph: Graphical Models in Heavy-Tailed Markets (NeurIPS 2021) [CRAN]
  • bipartite: Learning Bipartite Graphs: Heavy Tails and Multiple Components (NeurIPS 2022) [CRAN]

Portfolio Optimization

Financial Data Modeling

Fast Variable/Feature Selection in Large-Scale High-Dimensional Settings

  • TRexSelector: Performs fast variable selection in high-dimensional settings while controlling the false discovery rate (FDR) at a user-defined target level [CRAN]
  • tlars: Computes the solution path of the Terminating-LARS (T-LARS) algorithm [CRAN]

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  1. riskparity.py riskparity.py Public

    Fast and scalable construction of risk parity portfolios

    Python 290 65

  2. spectralGraphTopology spectralGraphTopology Public

    Structured Graph Learning via Laplacian Spectral Constraints (NeurIPS 2019)

    R 59 17

  3. fingraph fingraph Public

    Graphical Models in Heavy-Tailed Markets (NeurIPS 2021)

    R 37 13

  4. sparseGraph sparseGraph Public

    Nonconvex Sparse Graph Learning under Laplacian-structured Graphical Model (NeurIPS 2020)

    R 4 7

  5. riskparity.rs riskparity.rs Public

    Implementations of risk parity portfolios in Rust

    Rust 2 2

  6. bipartite bipartite Public

    Learning Bipartite Graphs: Heavy Tails and Multiple Components (NeurIPS 2022)

    R 3 2

Repositories

Showing 9 of 9 repositories
  • riskparity.rs Public

    Implementations of risk parity portfolios in Rust

    convexfi/riskparity.rs’s past year of commit activity
    Rust 2 MIT 2 0 0 Updated Oct 19, 2024
  • riskparity.py Public

    Fast and scalable construction of risk parity portfolios

    convexfi/riskparity.py’s past year of commit activity
    Python 290 MIT 65 5 (1 issue needs help) 0 Updated May 27, 2024
  • intradayModel Public

    Modeling of intraday volatility and volume in financial markets

    convexfi/intradayModel’s past year of commit activity
    R 11 Apache-2.0 4 0 0 Updated May 29, 2023
  • fingraph Public

    Graphical Models in Heavy-Tailed Markets (NeurIPS 2021)

    convexfi/fingraph’s past year of commit activity
    R 37 MIT 13 1 0 Updated May 28, 2023
  • bipartite Public

    Learning Bipartite Graphs: Heavy Tails and Multiple Components (NeurIPS 2022)

    convexfi/bipartite’s past year of commit activity
    R 3 MIT 2 0 0 Updated May 28, 2023
  • fitHeavyTail Public

    Mean and Covariance Matrix Estimation under Heavy Tails

    convexfi/fitHeavyTail’s past year of commit activity
    R 21 GPL-3.0 4 0 0 Updated May 24, 2023
  • .github Public
    convexfi/.github’s past year of commit activity
    0 0 0 0 Updated May 24, 2023
  • spectralGraphTopology Public

    Structured Graph Learning via Laplacian Spectral Constraints (NeurIPS 2019)

    convexfi/spectralGraphTopology’s past year of commit activity
    R 59 GPL-3.0 17 4 0 Updated Sep 26, 2022
  • sparseGraph Public

    Nonconvex Sparse Graph Learning under Laplacian-structured Graphical Model (NeurIPS 2020)

    convexfi/sparseGraph’s past year of commit activity
    R 4 MIT 7 0 0 Updated Aug 29, 2022

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