Integration, Cointegration, and Stationarity

  Рет қаралды 54,734

Quantopian

Quantopian

8 жыл бұрын

Stationarity is a vital concept in statistics, and underlies many tests as an assumed condition. In finance often series are not stationary, and so it is important to understand how to test for it and how it behaves. As an extension of stationarity, we discuss integration and cointegration. These are time series analysis techniques that are used in pairs trading and other forms of statistical arbitrage.
This video is part of Quantopian’s Lecture Series. All lecture materials can be found at: www.quantopian.com/lectures.
To learn more about Quantopian, visit us at: www.quantopian.com.
Disclaimer
Quantopian provides this presentation to help people write trading algorithms - it is not intended to provide investment advice.
More specifically, the material is provided for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation or endorsement for any security or strategy, nor does it constitute an offer to provide investment advisory or other services by Quantopian.
In addition, the content neither constitutes investment advice nor offers any opinion with respect to the suitability of any security or any specific investment. Quantopian makes no guarantees as to accuracy or completeness of the views expressed in the website. The views are subject to change, and may have become unreliable for various reasons, including changes in market conditions or economic circumstances.

Пікірлер: 15
@jakobforslin6301
@jakobforslin6301 4 жыл бұрын
You did in 20 minutes what a professor could not manage in 5 hours of lecture time. Thank you!
@0mauSam0
@0mauSam0 3 жыл бұрын
So far one of the best explainations of cointegration ;)
@cyberdudecyber
@cyberdudecyber 3 жыл бұрын
Great Job! Thanks!
@averyuslaner4102
@averyuslaner4102 8 жыл бұрын
I think these are extremely well done so thank you.
@Quantopianvideos
@Quantopianvideos 8 жыл бұрын
Thanks, Avery! We're working on making more.
@Azam_Pakistan
@Azam_Pakistan 7 жыл бұрын
Great job.Keep it up
@davidheilbron
@davidheilbron 2 жыл бұрын
Thank you, very well explained. Nevertheless, not every stationary process is I(0). Take, for example, Y(t)=e(t)-e(t-1), it is stationary but not invertible, therefore, not I(0).
@abdelrahmanfayez2402
@abdelrahmanfayez2402 5 жыл бұрын
Thank you sir
@sabreenkhan3498
@sabreenkhan3498 2 жыл бұрын
Thank u so much
@akhliddinismailov2412
@akhliddinismailov2412 4 жыл бұрын
I have a question: If I have some variables stationary while others are not stationary in my model but non stationary variable stationary in the first difference. Should I do cointegration test or I can't do it?
@chowchowfilm5265
@chowchowfilm5265 Жыл бұрын
At the last part, the coefficient from the regression test is positive but the linear combination you used is negative?
@navketan1965
@navketan1965 11 ай бұрын
Sir, Have you tried pair trading forex using rsi7 ,rsi14,rsi30 (add them up for comparison) say on hourly chart & selling strong pair & buying weak pair--pairs have to be highly correlated(eg aud/usd and nzd/usd OR dow30 & sp500).One can do this on any correlating underlying stocks/commodities/futures/crypto/bonds. Trading on hourly charts there would be tons of opportunities all year around.
@bbbfsvx
@bbbfsvx Жыл бұрын
rip
@abdolreza82
@abdolreza82 Жыл бұрын
Python is just a toy compared to R in time-series analysis. I don't understand why people even use it to teach someone any concepts in TS.
@architsharma292
@architsharma292 Жыл бұрын
cause you cannot make sexy algorithms using the other libraries in R? for the sake of using the same environment throughout the project?
Teach me STATISTICS in half an hour! Seriously.
42:09
zedstatistics
Рет қаралды 2,7 МЛН
Smart Sigma Kid #funny #sigma #memes
00:26
CRAZY GREAPA
Рет қаралды 4,7 МЛН
НЫСАНА КОНЦЕРТ 2024
2:26:34
Нысана театры
Рет қаралды 1,5 МЛН
لقد سرقت حلوى القطن بشكل خفي لأصنع مصاصة🤫😎
00:33
Cool Tool SHORTS Arabic
Рет қаралды 28 МЛН
Unit Roots and Tests for Non-Stationarity
17:28
Justin Eloriaga
Рет қаралды 10 М.
Quantopian Lecture Series: Arbitrage Pricing Theory
22:50
Quantopian
Рет қаралды 9 М.
Introduction to Pairs Trading
47:33
Quantopian
Рет қаралды 70 М.
Cointegration - Engle and Granger method in EViews
28:34
JDEConomics
Рет қаралды 39 М.
Time Series Talk : Stationarity
10:02
ritvikmath
Рет қаралды 275 М.
Quantopian Lecture Series: Factor Analysis
25:39
Quantopian
Рет қаралды 12 М.
Introduction to Pairs Trading
55:58
Quantopian
Рет қаралды 7 М.
Lecture 5: VAR and VEC Models
1:32:25
Hanomics
Рет қаралды 84 М.
iPhone 15 Pro в реальной жизни
24:07
HUDAKOV
Рет қаралды 498 М.
Yanlışlıkla Telefonumu Parçaladım!😱
0:18
Safak Novruz
Рет қаралды 817 М.
Проверил, как вам?
0:58
Коннор
Рет қаралды 363 М.
iPhone socket cleaning #Fixit
0:30
Tamar DB (mt)
Рет қаралды 18 МЛН
КРАХ WINDOWS 19 ИЮЛЯ 2024 | ОБЪЯСНЯЕМ
10:04
Как бесплатно замутить iphone 15 pro max
0:59
ЖЕЛЕЗНЫЙ КОРОЛЬ
Рет қаралды 8 МЛН