Sunday, May 26, 2024
Council of Five Elders, Touhou Project
Thursday, May 23, 2024
ARCH, GARCH, and ARIMA
Auto-Regressive Conditional Heteroscedasticity (ARCH)
ARCH was developed by an economist Robert F. Engle III having won the 2003 Nobel Memorial Prize in Economic Sciences for its achievement.
Generalised Auto-Regressive Conditional Heteroscedasticity (GARCH)
GARCH assumes the variance of the error term symmetrically varies depending the average size of the error terms in pervious time steps. It adds the lagged variance on the explanatory variable of the second regression with reference to the log-likelihood for finding the coefficients γ and δ:
Auto-Regressive Integrated Moving-Average (ARIMA)
Another popular auto-regressive method (AR) + Integrated differences (I) + moving-averaging (MA).
Ref.: https://people.duke.edu/~rnau/411arim.htm
Integrated (I): Using the differentiating a non-stationary time series to attempt to transform it to a stationary series.
Moving-Average (MR) model: Using the past forecasted error terms instead of the lags of the dependent variable.
Limitation of these AR methods
Ref. Modeling daily realized futures volatility with singular spectrum analysis Dimitrios D. Thomakosa, Tao Wanga, Luc T. Willeb; ∗ Received 29 November 2001 https://doi.org/10.1016/S0378-4371(02)00845-2Limited as the forecasting model: Whereas it provides the magnitude of the fluctuations e.g., volatility, their distribution is assumed to be symmetric. The error of the estimation expands for the future estimate
The coefficients of the lagged variable contain non-periodic noise terms, which disrupt the estimation of the important periodicities represented by these coefficients.
SSA and Prony-like methods can extract the cyclical physical components that contain important information about the periodicity and its magnitude by distinguishing them from the noise components.
SSA performs better than various auto-regressive methods and Hodrick-Prescott filter (Noise-filtering method) introduced in "Singular spectrum analysis for real-time financial cycles
measurement Maximilien Coussin 1 https://doi.org/10.1016/j.jimonfin.2021.102532"
Sunday, May 19, 2024
Friday, May 17, 2024
At my business trip to Lille, France.
My sketching of Place du Général-de-Gaulle, Lille, France.
Videos and photos of Lille in May, 2024.
- foie gras -
Drew Aya Shameimaru and Megumu Iizunamaru with only the stationery set brought in my business trip..
Drew Aya Shameimaru and Megumu Iizunamaru with only the stationery set brought in my business trip.
My pixiv page: https://www.pixiv.net/en/artworks/118739193
Monday, May 13, 2024
Koishi Komeiji and her modified version "Blossoming Eyes of Love" in LostWord.
Saturday, May 11, 2024
Myonchan (Youmu) with Sarashi-bandling
Myonchan (Youmu) with Sarashi-bandling. .... here is getting so hot. 😉
Posted on my pixiv page: https://www.pixiv.net/en/artworks/118650494
Tool & Background: CLIP STUDIO PAINT
Background: Nameless公式 on X: "【お家でがんばる皆さんへ】 DeepOne在宅用背景、第2弾お外編ご用意しました! (Google Search "clip studio paint 日本庭園")
Thursday, May 09, 2024
Soren Kierkegaard
(Originally published on 26 May 2017)
Tuesday, May 07, 2024
Fan-art for Obaniwan-channel: Shut-up Shameimaru by Iizunamaru
These illustrations are posted in my Pixiv page so please visit https://www.pixiv.net/en/users/32334195!
Tool used & Back-Ground: CLIP STUDIO PAINT
This is a fan-art of "Obaniwan-channel" https://www.youtube.com/@obaniwan
Sunday, May 05, 2024
My favourite Touhou character top 5: My present for myself.
These illustrations are posted in my Pixiv page so please visit https://www.pixiv.net/en/users/32334195!
Tool used & Back-Ground: CLIP STUDIO PAINT