Everand Logo

Welcome to Everand!

  • Discover millions of ebooks, audiobooks, and so much more with a free trial

    Only $11.99/month after trial. Cancel anytime.

    Singular Spectrum Analysis with R
    Singular Spectrum Analysis with R
    Singular Spectrum Analysis with R
    Ebook563 pages4 hours

    Singular Spectrum Analysis with R

    By Nina Golyandina, Anton Korobeynikov and Anatoly Zhigljavsky

    ()

    Read preview

    About this ebook

    This comprehensive and richly illustrated volume provides up-to-date material on Singular Spectrum Analysis (SSA). SSA is a well-known methodology for the analysis and forecasting of time series. Since quite recently, SSA is also being used to analyze digital images and other objects that are not necessarily of planar or rectangular form and may contain gaps. SSA is multi-purpose and naturally combines both model-free and parametric techniques, which makes it a very special and attractive methodology for solving a wide range of problems arising in diverse areas, most notably those associated with time series and digital images. An effective, comfortable and accessible implementation of SSA is provided by the R-package Rssa, which is available from CRAN and reviewed in this book.

    Written by prominent statisticians who have extensive experience with SSA, the book (a) presents the up-to-date SSA methodology, including multidimensional extensions, in language accessible to a large circle of users, (b) combines different versions of SSA into a single tool, (c) shows the diverse tasks that SSA can be used for, (d) formally describes the main SSA methods and algorithms, and (e) provides tutorials on the Rssa package and the use of SSA.

    The book offers a valuable resource for a very wide readership, including professional statisticians, specialists in signal and image processing, as well as specialists in numerous applied disciplines interested in using statistical methods for time series analysis, forecasting, signal and image processing. The book is written on a level accessible to a broad audience and includes a wealth of examples; hence it can also be used as a textbook for undergraduate and postgraduate courses on time series analysis and signal processing.

    LanguageEnglish
    PublisherSpringer
    Release dateJun 14, 2018
    ISBN9783662573808
    Singular Spectrum Analysis with R

    Read more from Nina Golyandina

    Related to Singular Spectrum Analysis with R

    Titles in the series (18)

    View More
    View More

    Related ebooks

    Mathematics For You

    View More
    View More

    Related podcast episodes

    Related articles

    • Article

      Decoding Light

      Apr 6, 2022

      CHEMICALS IN OUR SUN In this strip from a larger spectrum, wavelength increases from bottom to top (and from left to right). Superposed on the familiar colours of the visible spectrum are dark absorption lines, fingerprints from the elements that mak

      3 min read

    • Article

      How To Build A Rocket

      Apr 23, 2020

      How To Build A Rocket
      7 min read

    • Article

      How Spooky Science Helps Us Peer Inside The Planets

      Dec 3, 2020

      An assistant professor of computational science at the EPFL research centre in Lausanne, Switzerland, involved in the current research on metallic hydrogen. Could you explain how the machine-learning techniques used in your research work? Why were th

      1 min read

    • Article

      Freeware EXPLORED

      May 19, 2022

      Pete Lawrence is an expert astro imager and a presenter on The Sky at Night Computers and astronomy have always been well matched partners. While the huge amount of data available in astronomy today and repetitive calculations would be taxing for hum

      7 min read

    • Article

      The Propagation Whisperer

      Nov 1, 2020

      The Propagation Whisperer
      6 min read

    • Article

      How We Tested…

      Mar 10, 2020

      These days plotting in Linux usually starts with an internet search for ‘best plotting OSS apps’, this predictably returns a bunch of decent reviews. They are good, but we have decided to shift the focus towards beginner-friendly applications that pr

      1 min read

    • Article

      Neural Pathways

      Jul 2, 2021

      Neural Pathways
      5 min read

    • Article

      So You Want To Work In SPACE?

      Aug 12, 2021

      So You Want To Work In SPACE?
      7 min read

    • Article

      Working At The Edge

      Jan 29, 2024

      Working At The Edge
      4 min read

    • Article

      Research Logs:

      Mar 8, 2024

      You’ve probably heard the story of Theseus and the Minotaur: how the young hero wound his way through a fiendish labyrinth, to slay the fearsome beast hidden in its confines. But do you recall how Theseus escaped from the maze, when others had been t

      9 min read

    • Article

      Research in Large Australian Practices: A Roundtable Discussion

      Jul 2, 2018

      What research is actually happening in large architectural practices in Australia? How are practices pursuing research and what are their motivations? What do they see as the benefits and how are they justifying the cost? What are the challenges and

      12 min read

    • Article

      Chinese Radar Breakthrough Will See Commercial Drones Soar In Power And Applications, Says Shenzhen Team

      Jun 24, 2022

      A breakthrough in radar technology allowed a commercial drone to capture high-definition images previously only achieved by military drones, according to the Shenzhen research team behind the development. The researchers put a synthetic aperture rada

      2 min read

    • Article

      Touching The Night Sky

      Sep 14, 2023

      Touching The Night Sky
      2 min read

    • Article

      Alternative Circuit Simulators

      Jun 2, 2020

      You may find the way gEDA works to be a little clumsy, especially if you find the command-line cumbersome. An alternative solution is Qucs-S. This project started as an independent project, but some designers then forked it to include Ngspice, XYCE a

      1 min read

    • Article

      Art Vs Science

      Sep 21, 2023

      Art Vs Science
      7 min read

    • Article

      Zero Bias: A Cq Editorial

      Aug 1, 2023

      I’m writing this just after the 4th of July, when it’s even more common than usual to hear people say “thank you for your service” to just about anybody in a uniform. This is great, of course, as long as it’s sincere and not just a cliché, but that’s

      3 min read

    Related categories

    Reviews for Singular Spectrum Analysis with R

    0 ratings

    0 ratings0 reviews

    What did you think?

    Tap to rate

    Review must be at least 10 words

      Book preview

      Singular Spectrum Analysis with R - Nina Golyandina

      ^bbook_preview_excerpt.html=nGvR4n%e/DYu=53EtBr%H6& y[7=[ݺ{(d29]uԹh䧿"Ts]es].|=TU1S)uR7WnG7WO|m?IC4?(^8S=|(̳:]FMe'ue*unzm˿{4yUʹ0oݺw޽{[ {"?yO# fZ"9<}&X7?sdg<}L^EH^&V =]$96Tkk]벚4\IշT^wMUn<."km9T&ejfhUlҾjժԕ&Eq SHRtt |&73d*d4WD`MRHZVpx?{E~ ySg&U%`J!O*LSE$S}WUC.a%F*tVK\~YU 4!m;LW*2&u))Q#N J/jUYVH<@h19/a}~ZUGcjZfs]8@" ^,$KTGBt$CtJS x+@Ȅt gXgrZt=5ѵtG)c<Z>/uHLcM\M.K ,>Hw.p 0MR4n8]L&7W5BgLQ,5} צ:KN5uvFp s$?M)g p%IZak`y*(8E*&V 6B,@Co}8m59+d/+Ul21Q&#QT5PKQuta4quA RߐTUf# 慩nx4!`)Ooş/ " Gu|8l 3%Uöp&d6h&5poq1^ۚ5&3Dxgk4HH3Y(}%OgXmjA{ FIUCLSS/ @PT[n^E嘈v( n7ω-Odo͒L<|a>ɆDzۂ4%IE5{pC~!ExMU@}(X-*qĐ3n$+x \Z5-a1^ p& o#L`?͋󼥫H.%Ѕz\.̓xk@[둔$xĚư"RdcG:z9k_ ?S7wS} !@x`OPVMylBXCi*Y!eI&:G݇PZ KmiE+YHsLN&2?AaҬ%(d%ˢ,E*C#LEaYMs8r*e+ +IA pUю豤+˃5 g@1ʊ Y*@P>/,U AS&FN/\bL? Xb7xH Z+\}ƘЅ65cΨA<TM#rKyCрT(8odBZf>6Dg9Ar9[ 0Rkd4I򣺹?߹7>?Oi} x*+ 0V/;Cx绸yx ^B<3apU; e0]P| ,4BfFT̴8$2&+(TiebbkJrjG#P0x'I܀(`> K5Z=[h0$ٛ|s3S#mr da/ ;)U%$',=cM4s MП+9O_cD$}_ !| >,1ڛq{{Gؒ^აܥ&4u.O>IsH\367Z9R $e,-V> ѣ Μ0*HU!>&!nkjVvWnP WߊtF2YWtY9+>%&gF%Fu9R_'7UocHh2xm ~~ 7M WpJ< ֩nw2HSZ=8uΉ?Eޡ5ф>xDY5F6ع8_BF1=y $R 9;5(H dIVh%0>jHH戁Ryx820H87y ?`E7sP$mг7MIy/r;+9Yr_mq*o2oУ`+H U=/As^2Y_]J]§D3NX|?6VHA6e?~ >6?Pf(Vҵ%LL.Ƀ#r&Dn~x*7g0?/:F?6=1<'77e rx y (*h̆ $66^!eK 1ShȓKSc/~^űDY{6&@΅b#z!^hl,T$UｐQM6W B'^4RP=ҽ'K@?A /իv/fgb-UJYdJpn@Hx(,V@n$iXؑ,']z$*V.]!&rB!<ԢcO~Q0*ǭ.9uVWܟfX|jՋ2%}R`]BL(+|@-a%"w.AxZcQ%kG7˫-m'maw( M:YFdoZOºYA% {hUw#@d:΁ Ny]YdD5SC(yR <93Pɠ[Lħz!m6<(6:IbĤ k^- veHʝEU,ӵYp["Rh 3SK?8r2_SdeHs`%F&ǰ`@Mb{bsJʿj,+9ٞW["iĦ5wz'8WXR2&7Kh?ۯ|ϯ쨨e}]WGTH6|~u,tX蕓+{Gl ~܋8ADs p|.wk}=bGer+A(Q\- ">[oR~q;cȨ0 Jax+I t(0Rϙ.Qd`u=嵏:d z+۟pߟ=pIVP=ڥ7.6~IxD-1̏BTu I.D]cat#ܿ*>$:F'إ\cpNͥԧl>r Nh|֡GXh/}tJ QFzk''ϩ fXiZ 2Pܳe("$͌WXAhq͓8\@{jMx}6*Z ^oPKvnWXUh7e90oi0յ}85ɄbYWBHHm_ٔ.RְU\n əa7]u/gj",3nlY,o|vݐVL2W8F}(E)׍%~FT!3DgEv1[\c 'w'P~kHhTw;ğ$әĠPYWiD UTx*MIu3 ෽؋y-X qek;Y3Ͱ;0xrMj57R_~4Ҧ @A\T+= J'~.1:(֔ Ƀ|g*Px! [V]졒`10x) t||G}#V,c!T%OSÝ 8 7~8~*Y?*Aw]tE>ܲ[S)9_A~,w=qTҰ~xĸW/NM4Rا4-tEЩ^7*弾7;`T5MCs32:UG]=6k,0",wN?{f^6*%^4>VB+p/eԓValz^&}ڬ45O\6Ռ ;K6}o۟[&S4i%e&a{w4Fcu+,~ zl>p<8M]P@Ћ_;h;_|*Υ;qq?V 8Ǘʗ%%X^EYvȤvxֵr }a=ܪY2ag~Nh^,y3/?!?B[&΅hMRE0/dk؍qz<ك)?we-V6u?A[b.uH{]?C}Ao.߅C fMf]3pbBux^XĄa uK D+%NS>]^ԝ]1֖ΡPt};VV8E(xBHh`u3 KNu.>+i1x0BCr]fGCͥ>Qt+gɝ)$$TbT/GWkj`̂}w mˠ~RlL"ЎʟUꕦI,O8.amhXՁV…>2U.AI0,)ޭ_CV-S3!e;bd.oAGMߧ{;*q#Q*ImKW!uFw'/ｾOQ_d༈ #EUL}CSw)SŔL ;Fx-QGXQag#&= qR9$Y\kY! ˍ0I|׍V)`@Bpkŏ{hHD^ )թ'|˯|yrbX 40c**3SVQ2GflCX^ ,źϩ=$zdvx݉K #5PcGRҲ~M`QVRE|(HW"F%C zC-q>[6#ؓ C_A=s-oCe4qvx>4#?id- wN .I!TeԲ|'8~֪IdM0jH#Q-2"_nUN<(ӲpثIY 5dmu#6ǂdT# ƪ.9hʓ/;MhB+ A|fN5<1֕ay tgdjn gߒ0Uz_ozz7'ubNqPII OL A(|7Nd1;|’?ym K fDž 7ad)|9Y˜L%Phh&;m )WHלxB&t5sim Ixԋ"- Гl ]rl-i@S ϐg_p<)z\}d[fI6;ĽYʶFtI}-Ԭ/ ౲8^"Cz32:DH$l`0i$~#+jar6Yy(*ѥ!%fh@m'Ɇ2ynh7IO `ӫޝ DTZ81v+J~k{"vl<5A4{]F'a\ y7ģ069U*&#-]"A ! EYo.#!.\Z-$`$^NHD {%V44 .BTlV`FM!pZg$ )O]I+BhnCo#AZ^9ébo00zIs %V/\)fj!D_ˏzk3^9[<(5NŶGiې zQJ`̈P˨'޾ڢKU8uN &1VjOZkM$)ljm;C^8bkrIq"JEMնus!^oX*:8d^$(ʛqCHߒ{'1gㆎ@ Ф/CZ/զ ,p `U`T7|7c5oJ/ ޺w6!_֋Feu2J=R])pn;PhcZDiۇd붴{X}ֻ*v
      Enjoying the preview?
      Page 1 of 1