Financial Engineering Playground: Signal Processing, Robust Estimation, Kalman, Optimization

Ғылым және технология

Plenary Talk by Prof. Daniel P Palomar on "Financial Engineering Playground: Signal Processing, Robust Estimation, Kalman, HMM, Optimization, et Cetera"
Plenary Talk delivered at the IEEE Statistical Signal Processing Workshop (SSP), Freiburg, Germany, on 11 June 2018.
Prof. Daniel Palomar is with the Hong Kong University of Science and Technology (HKUST)
www.danielppalomar.com/

Пікірлер: 63

  • @hpix123
    @hpix1232 жыл бұрын

    Incredible talk! Timestamps: 1:46 Start of talk 4:17 Signal processing perspective on financial data 21:00 Robust estimators (heavy tails / small samples) 30:39 Kalman in finance 46:44 Portfolio optimization 57:34 Summary 59:05 Questions

  • @danielpalomar

    @danielpalomar

    2 жыл бұрын

    Thanks for the timestamps!

  • @user-oh3db8mq4b

    @user-oh3db8mq4b

    7 ай бұрын

    I think that all are amazing how do we put them into practice is an another issue

  • @kyuss0x1
    @kyuss0x12 жыл бұрын

    41:14 most dramatic part of the talk "the regime has changed, cointegration has been lost ! the gamma, the gamma has changed! " this quote gets the oscar

  • @louisszeto31620000
    @louisszeto316200003 жыл бұрын

    I wish my professor would give a presentation like you, so enthusiatic that my attention didnt move away for the whole hour

  • @danielpalomar

    @danielpalomar

    3 жыл бұрын

    Thanks!

  • @Alienbass1
    @Alienbass119 күн бұрын

    Amazing lecture. Thank you!👍🏾👍🏾

  • @lividpudding8565
    @lividpudding85652 жыл бұрын

    Thanks for sharing! Love your enthusiastic way of teaching!

  • @mathelecs3884
    @mathelecs38842 жыл бұрын

    Absolutely fantastic lecture!

  • @wussboi
    @wussboi Жыл бұрын

    Thank you sir! watching this in 2022 and still very relevant!

  • @saapman
    @saapman2 жыл бұрын

    Engaging speaker and excellent presentation! Love this video. Thanks for posting.

  • @Anyone.c
    @Anyone.c2 жыл бұрын

    Your energy, research and presentation!🔥 Thank you so very much Sir! I'm an EC engineer in the last year interested in finance. You just gave me the perfect thing for my final year project!

  • @matthewantin4728
    @matthewantin4728 Жыл бұрын

    This is absolutely amazing, currently an undergraduate studying mathematics with limited statistical knowledge however your concepts especially discussing co-integration and using Kalman filter for pairs trading was incredibly insightful. Took plenty of notes and will definitely be returning to this video. Huge thanks Professor!

  • @Septumsempra8818
    @Septumsempra88182 жыл бұрын

    This is a gold mine. Keep up the good work. s/o from South Africa

  • @shivampundir2858
    @shivampundir28582 жыл бұрын

    A working quant here , This talk definitely motivates me to check out signal processing side of theory.

  • @Npnpnp468
    @Npnpnp4682 жыл бұрын

    Amazing lecture made it very easy to understand!

  • @hughjorgen5588
    @hughjorgen55882 жыл бұрын

    Magnificent talk. If only all lecturers were as enthusiastic and engaging as yourself. Bravo!

  • @kevinpowerone
    @kevinpowerone2 ай бұрын

    porfavor nunca deje de subir videos! desearia poder seguir estudiando en universidad para tomar estas oportunidades, lo bueno es que pude encontrarlo en youtube y aprender de sus papers, libros y videos, gracias por compartir lo que sabe por aqui! espero poder seguir viendo mas de usted

  • @danielpalomar

    @danielpalomar

    2 ай бұрын

    Thanks!!

  • @KamalP1993
    @KamalP1993Ай бұрын

    Great talk

  • @muskduh
    @muskduh Жыл бұрын

    Thanks for the video lecture!

  • @bansalnvn
    @bansalnvn10 ай бұрын

    really good information provided in short amount of time. Kudos 👍

  • @alirezakeshmiri6918
    @alirezakeshmiri69183 ай бұрын

    Just bright and wonderful, all my ideas developed beautifully 🎉

  • @sinan_islam
    @sinan_islam Жыл бұрын

    I cant count how many times I watched this lecture. It is like an interesting movie!

  • @ZhilinZhang
    @ZhilinZhang3 ай бұрын

    This is a very excellent talk. I love the contents, and more love the professor's passion :)

  • @merahulg
    @merahulg9 ай бұрын

    Amazing talk!

  • @FreeMarketSwine
    @FreeMarketSwine2 жыл бұрын

    Is there anything you can point to in terms of implementation details for the Kalman strategy? Mainly, 1) do you track position and volatility or just position, and 2) is there a process for setting the initial parameters for the model? And apart from the Kalman element, is there a recommended procedure for determining the pairs? Very interesting video.

  • @anthonyli8772
    @anthonyli87722 жыл бұрын

    Crazy how people spend upwards of $100k or more on undergrad & masters tution to learn about all these information and it just sits here free. What a world we live in.

  • @dannyboy900102

    @dannyboy900102

    2 жыл бұрын

    But to get a job offer or post doc positions, they will still require formal qualifications. People are essentially paying for the formal qualification (and networking of course)

  • @jaivratsingh9966
    @jaivratsingh99663 ай бұрын

    Excellent!

  • @gilbhollh1249
    @gilbhollh12492 жыл бұрын

    Great presentation sir. I have a question. The efficiency of kalman filter against rolling regression doesnt depend on the signal/noise ratio? I ve seen terrible results of KF in this context...

  • @franciscolibanomonteiro3177
    @franciscolibanomonteiro31773 жыл бұрын

    This is impressive! Thanks

  • @danielpalomar

    @danielpalomar

    3 жыл бұрын

    Glad you like it!

  • @tridunghuynh5573
    @tridunghuynh55733 жыл бұрын

    Thank you Prof. Daniel for very attractive talk

  • @danielpalomar

    @danielpalomar

    3 жыл бұрын

    My pleasure!

  • @Eigus-BikeCo
    @Eigus-BikeCo3 жыл бұрын

    Gracias Daniel. ¡Buenísima presentación! Ahora habrá que implementar

  • @nicolaspesci7331
    @nicolaspesci73313 жыл бұрын

    Excellent presentation. Will take a look at your book!

  • @danielpalomar

    @danielpalomar

    3 жыл бұрын

    Awesome, thank you!

  • @bicepjai
    @bicepjai2 жыл бұрын

    Thanks for a great talk. where can one download the slides ?

  • @davidecoldebella550
    @davidecoldebella5503 жыл бұрын

    In slides @8:50, where the histograms are shown, how was the histogram bin width chosen? Thank you.

  • @ar-4775
    @ar-4775 Жыл бұрын

    Thanks for this talk, it was great! What was the name of the talk was given by your student?

  • @wy2528
    @wy25282 жыл бұрын

    This is really interesting 😃

  • @gamuchiraindawana2827
    @gamuchiraindawana28276 ай бұрын

    When he likened intraday charts to the quantum world, I died fam...

  • @mquant001
    @mquant001 Жыл бұрын

    brillant

  • @geetatripathi4552
    @geetatripathi4552 Жыл бұрын

    Where was signal processing in the talk?

  • @axe863
    @axe8635 ай бұрын

    6:35. SP500 log returns are locally stationary but that the argument for assigning it a non-stationary designation via the existence of volatility clustering of any type is not valid. Volatility clustering doesn't not necessarily imply non-stationary. Slowly varying unconditional volatility implies non-stationarity but GARCHian class volatility for most parameters does not.

  • @danielpalomar

    @danielpalomar

    4 ай бұрын

    You are correct indeed! 👍

  • @kennethyeung3688
    @kennethyeung36883 жыл бұрын

    Very charming man

  • @mdaplaton
    @mdaplaton2 жыл бұрын

    Thx for the content! Can anyone recommend me a book that details the contents of this presentation to further study the topic?

  • @danielpalomar

    @danielpalomar

    2 жыл бұрын

    Some material appears here: Yiyong Feng and Daniel P. Palomar, A Signal Processing Perspective on Financial Engineering, Foundations and Trends® in Signal Processing, Now Publishers, 2016. [palomar.home.ece.ust.hk/papers/2016/Feng&Palomar-FnT2016.pdf

  • @user-ij9vi6sn8g

    @user-ij9vi6sn8g

    5 ай бұрын

    @@danielpalomar Hello Sir, Link is not working.

  • @danielpalomar

    @danielpalomar

    5 ай бұрын

    ​@@user-ij9vi6sn8g Fixed!

  • @somedude2050
    @somedude20502 жыл бұрын

    37:44

  • @junal27
    @junal278 ай бұрын

    No hay que dar por hecho que la audiencia sabe todo y sugiero que al presentar estes un poco mas calmado. De todas maneras gracias

  • @faridaahadli1504
    @faridaahadli15046 ай бұрын

    Incredible talk, I get sinister giggles when smb treats Gaussian like a slut!

  • @fruityfriend
    @fruityfriend4 ай бұрын

    He repeatedly misspelled 'Markov' in his slides. What a weird mistake to make for someone who works in his field. (that aside the talk was very interesting and he presented it masterfully ...)

  • @sELFhATINGiNDIAN

    @sELFhATINGiNDIAN

    7 күн бұрын

    No

  • @MsBowner
    @MsBowner Жыл бұрын

    There is no time in this conference XD

  • @Onnti
    @Onnti Жыл бұрын

    ta loco

  • @anoojpatel7492
    @anoojpatel74924 ай бұрын

    free alpha

  • @gamuchiraindawana2827
    @gamuchiraindawana28276 ай бұрын

    Shit it does look like speech recording, he's on to something...

  • @WahranRai
    @WahranRai2 жыл бұрын

    Kalman Rushdie !

  • @fwm146
    @fwm1463 жыл бұрын

    Fcuk rocket science. This blows one's mind 😭😍😍

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