Improved singular spectrum analysis for time series with missing data

Shen, Y.; Peng, F.; Li, B.

doi:10.5194/npg-22-371-2015

Articles | Volume 22, issue 4

https://doi.org/10.5194/npg-22-371-2015

© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.

https://doi.org/10.5194/npg-22-371-2015

© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.

Articles | Volume 22, issue 4

Research article

|

10 Jul 2015

Research article |

| 10 Jul 2015

Improved singular spectrum analysis for time series with missing data

Y. Shen, F. Peng, and B. Li

Viewed

Total article views: 3,920 (including HTML, PDF, and XML)

HTML	PDF	XML	Total	Supplement	BibTeX	EndNote
2,090	1,631	199	3,920	374	227	239

HTML: 2,090
PDF: 1,631
XML: 199
Total: 3,920
Supplement: 374
BibTeX: 227
EndNote: 239

Views and downloads (calculated since 21 Dec 2014)

Month	HTML	PDF	XML	Total
Dec 2014	24	36	3	63
Jan 2015	20	34	3	57
Feb 2015	5	7	0	12
Mar 2015	1	1	2	4
Apr 2015	10	1	1	12
May 2015	6	4	0	10
Jun 2015	17	4	2	23
Jul 2015	68	49	1	118
Aug 2015	35	25	1	61
Sep 2015	29	19	2	50
Oct 2015	46	16	0	62
Nov 2015	34	20	1	55
Dec 2015	11	16	0	27
Jan 2016	25	19	0	44
Feb 2016	19	6	0	25
Mar 2016	20	17	2	39
Apr 2016	5	13	0	18
May 2016	8	5	0	13
Jun 2016	4	3	0	7
Jul 2016	6	1	2	9
Aug 2016	7	7	0	14
Sep 2016	10	6	0	16
Oct 2016	9	10	1	20
Nov 2016	8	1	0	9
Dec 2016	2	6	0	8
Jan 2017	10	6	0	16
Feb 2017	10	5	0	15
Mar 2017	25	10	0	35
Apr 2017	20	10	1	31
May 2017	28	19	1	48
Jun 2017	16	4	0	20
Jul 2017	10	12	0	22
Aug 2017	10	12	2	24
Sep 2017	14	10	1	25
Oct 2017	15	11	2	28
Nov 2017	7	11	0	18
Dec 2017	17	20	3	40
Jan 2018	27	19	12	58
Feb 2018	13	10	2	25
Mar 2018	13	14	4	31
Apr 2018	17	21	6	44
May 2018	15	10	3	28
Jun 2018	23	20	4	47
Jul 2018	21	20	7	48
Aug 2018	23	10	6	39
Sep 2018	12	10	3	25
Oct 2018	18	11	5	34
Nov 2018	20	15	4	39
Dec 2018	10	8	1	19
Jan 2019	18	12	1	31
Feb 2019	11	11	2	24
Mar 2019	9	10	3	22
Apr 2019	10	11	3	24
May 2019	11	11	1	23
Jun 2019	8	9	1	18
Jul 2019	23	18	1	42
Aug 2019	14	12	2	28
Sep 2019	10	12	0	22
Oct 2019	9	10	1	20
Nov 2019	15	13	1	29
Dec 2019	8	19	1	28
Jan 2020	19	11	2	32
Feb 2020	7	4	0	11
Mar 2020	8	12	1	21
Apr 2020	10	9	1	20
May 2020	10	12	2	24
Jun 2020	28	20	1	49
Jul 2020	28	32	23	83
Aug 2020	7	11	5	23
Sep 2020	16	12	0	28
Oct 2020	13	18	0	31
Nov 2020	8	12	0	20
Dec 2020	12	10	0	22
Jan 2021	21	12	0	33
Feb 2021	11	9	0	20
Mar 2021	4	9	0	13
Apr 2021	11	9	0	20
May 2021	3	9	0	12
Jun 2021	8	5	1	14
Jul 2021	5	10	0	15
Aug 2021	5	2	0	7
Sep 2021	20	11	0	31
Oct 2021	9	39	1	49
Nov 2021	15	30	0	45
Dec 2021	12	12	1	25
Jan 2022	11	19	0	30
Feb 2022	8	4	1	13
Mar 2022	10	9	1	20
Apr 2022	12	10	0	22
May 2022	8	11	1	20
Jun 2022	7	2	2	11
Jul 2022	12	5	0	17
Aug 2022	11	8	0	19
Sep 2022	9	4	0	13
Oct 2022	11	1	1	13
Nov 2022	15	15	0	30
Dec 2022	20	10	1	31
Jan 2023	12	13	2	27
Feb 2023	11	9	1	21
Mar 2023	10	12	1	23
Apr 2023	18	7	0	25
May 2023	22	17	0	39
Jun 2023	15	10	1	26
Jul 2023	3	6	0	9
Aug 2023	9	6	3	18
Sep 2023	8	3	2	13
Oct 2023	14	9	1	24
Nov 2023	10	1	1	12
Dec 2023	9	10	2	21
Jan 2024	8	5	0	13
Feb 2024	6	14	0	20
Mar 2024	11	18	1	30
Apr 2024	14	7	6	27
May 2024	16	11	2	29
Jun 2024	64	11	2	77
Jul 2024	31	13	3	47
Aug 2024	49	15	7	71
Sep 2024	11	10	1	22
Oct 2024	20	16	1	37
Nov 2024	7	13	0	20
Dec 2024	12	10	1	23
Jan 2025	17	8	1	26
Feb 2025	25	17	0	42
Mar 2025	15	13	0	28
Apr 2025	20	8	1	29
May 2025	24	6	1	31
Jun 2025	49	19	0	68
Jul 2025	29	18	0	47
Aug 2025	17	13	1	31
Sep 2025	40	25	4	69
Oct 2025	32	46	2	80
Nov 2025	37	16	1	54
Dec 2025	2	6	0	8

Cumulative views and downloads (calculated since 21 Dec 2014)

Month	HTML	PDF	XML	Total
Dec 2014	24	36	3	63
Jan 2015	20	34	3	57
Feb 2015	5	7	0	12
Mar 2015	1	1	2	4
Apr 2015	10	1	1	12
May 2015	6	4	0	10
Jun 2015	17	4	2	23
Jul 2015	68	49	1	118
Aug 2015	35	25	1	61
Sep 2015	29	19	2	50
Oct 2015	46	16	0	62
Nov 2015	34	20	1	55
Dec 2015	11	16	0	27
Jan 2016	25	19	0	44
Feb 2016	19	6	0	25
Mar 2016	20	17	2	39
Apr 2016	5	13	0	18
May 2016	8	5	0	13
Jun 2016	4	3	0	7
Jul 2016	6	1	2	9
Aug 2016	7	7	0	14
Sep 2016	10	6	0	16
Oct 2016	9	10	1	20
Nov 2016	8	1	0	9
Dec 2016	2	6	0	8
Jan 2017	10	6	0	16
Feb 2017	10	5	0	15
Mar 2017	25	10	0	35
Apr 2017	20	10	1	31
May 2017	28	19	1	48
Jun 2017	16	4	0	20
Jul 2017	10	12	0	22
Aug 2017	10	12	2	24
Sep 2017	14	10	1	25
Oct 2017	15	11	2	28
Nov 2017	7	11	0	18
Dec 2017	17	20	3	40
Jan 2018	27	19	12	58
Feb 2018	13	10	2	25
Mar 2018	13	14	4	31
Apr 2018	17	21	6	44
May 2018	15	10	3	28
Jun 2018	23	20	4	47
Jul 2018	21	20	7	48
Aug 2018	23	10	6	39
Sep 2018	12	10	3	25
Oct 2018	18	11	5	34
Nov 2018	20	15	4	39
Dec 2018	10	8	1	19
Jan 2019	18	12	1	31
Feb 2019	11	11	2	24
Mar 2019	9	10	3	22
Apr 2019	10	11	3	24
May 2019	11	11	1	23
Jun 2019	8	9	1	18
Jul 2019	23	18	1	42
Aug 2019	14	12	2	28
Sep 2019	10	12	0	22
Oct 2019	9	10	1	20
Nov 2019	15	13	1	29
Dec 2019	8	19	1	28
Jan 2020	19	11	2	32
Feb 2020	7	4	0	11
Mar 2020	8	12	1	21
Apr 2020	10	9	1	20
May 2020	10	12	2	24
Jun 2020	28	20	1	49
Jul 2020	28	32	23	83
Aug 2020	7	11	5	23
Sep 2020	16	12	0	28
Oct 2020	13	18	0	31
Nov 2020	8	12	0	20
Dec 2020	12	10	0	22
Jan 2021	21	12	0	33
Feb 2021	11	9	0	20
Mar 2021	4	9	0	13
Apr 2021	11	9	0	20
May 2021	3	9	0	12
Jun 2021	8	5	1	14
Jul 2021	5	10	0	15
Aug 2021	5	2	0	7
Sep 2021	20	11	0	31
Oct 2021	9	39	1	49
Nov 2021	15	30	0	45
Dec 2021	12	12	1	25
Jan 2022	11	19	0	30
Feb 2022	8	4	1	13
Mar 2022	10	9	1	20
Apr 2022	12	10	0	22
May 2022	8	11	1	20
Jun 2022	7	2	2	11
Jul 2022	12	5	0	17
Aug 2022	11	8	0	19
Sep 2022	9	4	0	13
Oct 2022	11	1	1	13
Nov 2022	15	15	0	30
Dec 2022	20	10	1	31
Jan 2023	12	13	2	27
Feb 2023	11	9	1	21
Mar 2023	10	12	1	23
Apr 2023	18	7	0	25
May 2023	22	17	0	39
Jun 2023	15	10	1	26
Jul 2023	3	6	0	9
Aug 2023	9	6	3	18
Sep 2023	8	3	2	13
Oct 2023	14	9	1	24
Nov 2023	10	1	1	12
Dec 2023	9	10	2	21
Jan 2024	8	5	0	13
Feb 2024	6	14	0	20
Mar 2024	11	18	1	30
Apr 2024	14	7	6	27
May 2024	16	11	2	29
Jun 2024	64	11	2	77
Jul 2024	31	13	3	47
Aug 2024	49	15	7	71
Sep 2024	11	10	1	22
Oct 2024	20	16	1	37
Nov 2024	7	13	0	20
Dec 2024	12	10	1	23
Jan 2025	17	8	1	26
Feb 2025	25	17	0	42
Mar 2025	15	13	0	28
Apr 2025	20	8	1	29
May 2025	24	6	1	31
Jun 2025	49	19	0	68
Jul 2025	29	18	0	47
Aug 2025	17	13	1	31
Sep 2025	40	25	4	69
Oct 2025	32	46	2	80
Nov 2025	37	16	1	54
Dec 2025	2	6	0	8

Latest update: 06 Dec 2025