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"Scalable Vector Analytics: A Story of Twists and Turns" Prof. Themis Palpanas (DATA 2024)
Keynote Title: Scalable Vector Analytics: A Story of Twists and Turns
Keynote Lecturer: Themis Palpanas
Presented on: 09/07/2024, Dijon, France
Abstract: Similarity search in high-dimensional data spaces was a relevant and challenging data management problem in the early 1970s, when the first solutions to this problem were proposed. Today, fifty years later, we can safely say that the exact same problem is more relevant (from Time Series Management Systems to Vector Databases) and challenging than ever. Very large amounts of high-dimensional data are now omnipresent (ranging from traditional multidimensional data to time series and deep embeddings), and the performance requirements (i.e., response-time and accuracy) of a variety of applications that need to process and analyze these data have become very stringent and demanding. In these past fifty years, high-dimensional similarity search has been studied in its many flavors. Similarity search algorithms for exact and approximate, one-off and progressive query answering. Approximate algorithms with and without (deterministic or probabilistic) quality guarantees. Solutions for on-disk and in-memory data, static and streaming data. Approaches based on multidimensional space-partitioning and metric trees, random projections and locality-sensitive hashing (LSH), product quantization (PQ) and inverted files, k-nearest neighbor graphs and optimized linear scans. Surprisingly, the work on data-series (or time-series) similarity search has recently been shown to achieve the state-of-the-art performance for several variations of the problem, on both time-series and general high-dimensional vector data. In this talk, we will touch upon the different aspects of this interesting story, present some of the state-of-the-art solutions, and discuss open research directions.
Conference Website: data.scitevents.org
Presented at the following Conference:
DATA, 13th International Conference on Data Science, Technology and Applications
มุมมอง: 11

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ความคิดเห็น

  • @wayne7936
    @wayne7936 5 หลายเดือนก่อน

    Where can I find the rest of this talk?

  • @gwenepstein4183
    @gwenepstein4183 6 หลายเดือนก่อน

    This is excellent! Is there a full length video of her talk on this subject? I found a PDF by Mireille Hildebrandt of the same title, but I'd love to see her present it.

  • @yjtechnical4700
    @yjtechnical4700 8 หลายเดือนก่อน

    Nice presentation.

  • @devsuniversity
    @devsuniversity 9 หลายเดือนก่อน

    Love requirements engineering!

  • @soumen_das
    @soumen_das 9 หลายเดือนก่อน

    where is the full video?

  • @nono2zz_
    @nono2zz_ ปีที่แล้ว

    cheum je guette cette vidéo en classe pr raconter sa sal vie

  • @rosannefwn7humphreyeju265
    @rosannefwn7humphreyeju265 ปีที่แล้ว

    I would like to watch the full video. Please, thanks😊

  • @EduardAntoniu
    @EduardAntoniu ปีที่แล้ว

    RIP

  • @fernandoesperanza9850
    @fernandoesperanza9850 ปีที่แล้ว

    😔 Promo'SM

  • @CameoMagic
    @CameoMagic ปีที่แล้ว

    Mr. Friedenthal, we love your book! Wish we could get the full lecture here.

  • @frankenstein480
    @frankenstein480 ปีที่แล้ว

    excellent warm up

  • @FaruqAtilola
    @FaruqAtilola ปีที่แล้ว

    Thank you! However, the video is not complete. Good presentation.

  • @darwinshort5753
    @darwinshort5753 2 ปีที่แล้ว

    ρ尺oΜ𝐎ᔕᗰ

  • @9assahrasoum3asahboou87
    @9assahrasoum3asahboou87 2 ปีที่แล้ว

    fathi medos fez said thank you so much

  • @johnkarippery9919
    @johnkarippery9919 2 ปีที่แล้ว

    My master thesis is based on your paper NSGA-ii solving platooning problem

  • @johnylawrence7484
    @johnylawrence7484 2 ปีที่แล้ว

    What are the themata for hlektronik emporious for tomorrow? Shall we expect antisos? The pages of ili are near 1000. We don't have time for it

  • @directorgary9260
    @directorgary9260 2 ปีที่แล้ว

    roy ruddle

  • @kiranawedding4562
    @kiranawedding4562 3 ปีที่แล้ว

    Thankyou sir

  • @kev4241
    @kev4241 3 ปีที่แล้ว

    interesting conference format, invited talks just three minutes long. they could get dozens in before lunch

  • @jaistow6090
    @jaistow6090 3 ปีที่แล้ว

    oh it is a shame the video stopped after 3 mins :(

  • @Mr.Duck45
    @Mr.Duck45 3 ปีที่แล้ว

    Trop bien

    • @aisselle
      @aisselle 7 หลายเดือนก่อน

      MDRRRR mais?????

    • @wholsdrunks9102
      @wholsdrunks9102 6 หลายเดือนก่อน

      Je suis d'accord

  • @ekho3050
    @ekho3050 3 ปีที่แล้ว

    pila

  • @undbipedlaboratory6055
    @undbipedlaboratory6055 3 ปีที่แล้ว

    Has the presentation PPT for this talk been posted anywhere online?

  • @giancarloguizzardi4853
    @giancarloguizzardi4853 4 ปีที่แล้ว

    For the complete talk: vimeo.com/401304851

  • @colorizedenhanced-timeless2409
    @colorizedenhanced-timeless2409 4 ปีที่แล้ว

    Hi, TH-camINSTICC. this is a exceptionally decent video. thanks. :)

  • @gentrexha7
    @gentrexha7 4 ปีที่แล้ว

    Full video here: vimeo.com/327022597

    • @marjavanderwind4251
      @marjavanderwind4251 2 ปีที่แล้ว

      Thanks, nothing is said actually in this vid on youtube. The link helps quite much!

  • @basi1basi1
    @basi1basi1 4 ปีที่แล้ว

    0:42 coronavirus-sexgirls.online

  • @neanias_eu8430
    @neanias_eu8430 4 ปีที่แล้ว

    Very interesting presentation, cloud services are a key tool for the research in almost all fields of science.

  • @ONDANOTA
    @ONDANOTA 4 ปีที่แล้ว

    link to the complete video?

    • @youtubeinsticc28
      @youtubeinsticc28 4 ปีที่แล้ว

      Good Afternoon, To have access to the full video please follow this link to the VISIGRAPP website: www.visigrapp.org/PreviousInvitedSpeakers.aspx

  • @godspoweragbulu9436
    @godspoweragbulu9436 4 ปีที่แล้ว

    Good lecture

  • @khadijakhaldi6468
    @khadijakhaldi6468 4 ปีที่แล้ว

    please where can I find the slides ?

  • @nohahamze9930
    @nohahamze9930 5 ปีที่แล้ว

    way to go

  • @carolinafrazao6364
    @carolinafrazao6364 6 ปีที่แล้ว

    Paulo ribeiro

  • @carolinafrazao6364
    @carolinafrazao6364 6 ปีที่แล้ว

    Isidro

  • @carolinafrazao6364
    @carolinafrazao6364 6 ปีที่แล้ว

    Oiii

  • @AndrewBerezovskiy
    @AndrewBerezovskiy 6 ปีที่แล้ว

    This is ridiculous: to put all this effort into recording the video, editing and uploading - just to make a 3 minute teaser out of it! If you have access to IEEE, just read the full paper: www.semanticscholar.org/paper/Wise-Computing%3A-Toward-Endowing-System-Development-Harel-Katz/3f2d72b1cb73d7855266cf064ac88b08f1e01192 UPD: there is a video of this talk at the Israel Academy of Sciences: th-cam.com/video/-FxYcpvBfwk/w-d-xo.html

  • @marat61
    @marat61 6 ปีที่แล้ว

    Where is the rest video?

  • @amedjoudjthaldja7779
    @amedjoudjthaldja7779 7 ปีที่แล้ว

    good presentation prof

  • @juniorashih223
    @juniorashih223 8 ปีที่แล้ว

    my lecturer. very difficult for an accounting student to understand, but it is interesting.