Generalisation for neural networks through data sampling and training procedures, with applications to streamflow predictions

Anctil, F.; Lauzon, N.

doi:10.5194/hess-8-940-2004

Articles | Volume 8, issue 5

https://doi.org/10.5194/hess-8-940-2004

© Author(s) 2004. This work is licensed under
the Creative Commons Attribution-NonCommercial-ShareAlike 2.5 License.

https://doi.org/10.5194/hess-8-940-2004

© Author(s) 2004. This work is licensed under
the Creative Commons Attribution-NonCommercial-ShareAlike 2.5 License.

Articles | Volume 8, issue 5

31 Oct 2004

| 31 Oct 2004

Generalisation for neural networks through data sampling and training procedures, with applications to streamflow predictions

F. Anctil and N. Lauzon

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Total article views: 3,025 (including HTML, PDF, and XML)

HTML	PDF	XML	Total	BibTeX	EndNote
1,345	1,521	159	3,025	175	167

HTML: 1,345
PDF: 1,521
XML: 159
Total: 3,025
BibTeX: 175
EndNote: 167

Views and downloads (calculated since 01 Feb 2013)

Month	HTML	PDF	XML	Total
Feb 2013	6	21	3	30
Mar 2013	2	15	0	17
Apr 2013	5	21	0	26
May 2013	5	385	0	390
Jun 2013	7	17	0	24
Jul 2013	7	17	0	24
Aug 2013	9	19	0	28
Sep 2013	7	17	0	24
Oct 2013	11	12	0	23
Nov 2013	13	15	0	28
Dec 2013	13	25	2	40
Jan 2014	4	27	1	32
Feb 2014	10	28	4	42
Mar 2014	11	12	2	25
Apr 2014	3	11	2	16
May 2014	14	30	2	46
Jun 2014	2	6	0	8
Jul 2014	3	22	0	25
Aug 2014	4	21	1	26
Sep 2014	4	11	0	15
Oct 2014	2	20	0	22
Nov 2014	11	18	1	30
Dec 2014	6	23	3	32
Jan 2015	6	0	6
Feb 2015	2	3	0	5
Mar 2015	12	1	0	13
Apr 2015	17	3	0	20
May 2015	3	0	3
Jun 2015	21	1	0	22
Jul 2015	12	2	1	15
Aug 2015	5	7	0	12
Sep 2015	2	7	9	18
Oct 2015	9	5	17	31
Nov 2015	11	8	0	19
Dec 2015	4	7	1	12
Jan 2016	9	4	0	13
Feb 2016	8	4	2	14
Mar 2016	26	3	15	44
Apr 2016	11	6	0	17
May 2016	4	2	0	6
Jun 2016	4	4	0	8
Jul 2016	5	1	1	7
Aug 2016	2	3	0	5
Sep 2016	6	1	1	8
Oct 2016	4	1	6	11
Nov 2016	2	1	6	9
Dec 2016	4	2	0	6
Jan 2017	2	1	0	3
Feb 2017	4	1	2	7
Mar 2017	11	5	2	18
Apr 2017	7	4	1	12
May 2017	13	5	2	20
Jun 2017	14	5	2	21
Jul 2017	9	2	0	11
Aug 2017	3	9	0	12
Sep 2017	5	7	0	12
Oct 2017	2	0	2
Nov 2017	2	3	0	5
Dec 2017	1	5	1	7
Jan 2018	1	4	0	5
Feb 2018	3	3	0	6
Mar 2018	5	4	0	9
Apr 2018	3	4	0	7
May 2018	4	5	0	9
Jun 2018	1	1	0	2
Jul 2018	2	2	0	4
Aug 2018	5	4	0	9
Sep 2018	6	6	0	12
Oct 2018	6	6	0	12
Nov 2018	6	4	0	10
Dec 2018	1	5	0	6
Jan 2019	4	4	0	8
Feb 2019	2	4	0	6
Mar 2019	1	2	0	3
Apr 2019	4	1	0	5
May 2019	4	3	0	7
Jun 2019	3	5	0	8
Jul 2019	5	4	1	10
Aug 2019	1	1	0	2
Sep 2019	1	4	0	5
Oct 2019	6	3	1	10
Nov 2019	4	3	0	7
Dec 2019	4	6	1	11
Jan 2020	10	6	1	17
Feb 2020	5	2	0	7
Mar 2020	2	6	0	8
Apr 2020	4	7	0	11
May 2020	5	0	5
Jun 2020	4	3	0	7
Jul 2020	13	14	0	27
Aug 2020	4	5	4	13
Sep 2020	9	5	1	15
Oct 2020	4	2	0	6
Nov 2020	4	4	0	8
Dec 2020	6	3	0	9
Jan 2021	17	4	0	21
Feb 2021	6	3	0	9
Mar 2021	5	3	0	8
Apr 2021	2	5	0	7
May 2021	9	9	0	18
Jun 2021	3	5	0	8
Jul 2021	4	7	0	11
Aug 2021	3	5	0	8
Sep 2021	15	7	0	22
Oct 2021	5	14	0	19
Nov 2021	12	16	1	29
Dec 2021	4	6	2	12
Jan 2022	12	9	0	21
Feb 2022	8	2	2	12
Mar 2022	6	7	0	13
Apr 2022	6	3	0	9
May 2022	9	5	1	15
Jun 2022	6	3	0	9
Jul 2022	9	1	0	10
Aug 2022	11	6	0	17
Sep 2022	10	5	0	15
Oct 2022	15	6	1	22
Nov 2022	13	6	1	20
Dec 2022	16	11	0	27
Jan 2023	24	15	4	43
Feb 2023	12	9	0	21
Mar 2023	27	10	2	39
Apr 2023	10	4	0	14
May 2023	4	8	1	13
Jun 2023	4	17	0	21
Jul 2023	4	2	1	7
Aug 2023	7	7	2	16
Sep 2023	5	5	0	10
Oct 2023	27	8	0	35
Nov 2023	9	3	0	12
Dec 2023	7	4	0	11
Jan 2024	11	7	2	20
Feb 2024	10	3	2	15
Mar 2024	8	3	1	12
Apr 2024	13	8	0	21
May 2024	13	15	7	35
Jun 2024	12	11	1	24
Jul 2024	11	7	5	23
Aug 2024	28	0	28
Sep 2024	9	5	0	14
Oct 2024	11	3	0	14
Nov 2024	12	5	0	17
Dec 2024	14	3	0	17
Jan 2025	21	8	3	32
Feb 2025	24	4	2	30
Mar 2025	17	1	1	19
Apr 2025	8	7	0	15
May 2025	15	2	0	17
Jun 2025	34	10	1	45
Jul 2025	11	9	0	20
Aug 2025	13	4	1	18
Sep 2025	13	6	2	21
Oct 2025	20	12	1	33
Nov 2025	24	21	2	47
Dec 2025	23	15	5	43
Jan 2026	33	17	5	55
Feb 2026	23	14	1	38
Mar 2026	11	4	0	15

Cumulative views and downloads (calculated since 01 Feb 2013)

Month	HTML	PDF	XML	Total
Feb 2013	6	21	3	30
Mar 2013	2	15	0	17
Apr 2013	5	21	0	26
May 2013	5	385	0	390
Jun 2013	7	17	0	24
Jul 2013	7	17	0	24
Aug 2013	9	19	0	28
Sep 2013	7	17	0	24
Oct 2013	11	12	0	23
Nov 2013	13	15	0	28
Dec 2013	13	25	2	40
Jan 2014	4	27	1	32
Feb 2014	10	28	4	42
Mar 2014	11	12	2	25
Apr 2014	3	11	2	16
May 2014	14	30	2	46
Jun 2014	2	6	0	8
Jul 2014	3	22	0	25
Aug 2014	4	21	1	26
Sep 2014	4	11	0	15
Oct 2014	2	20	0	22
Nov 2014	11	18	1	30
Dec 2014	6	23	3	32
Jan 2015	6	0	6
Feb 2015	2	3	0	5
Mar 2015	12	1	0	13
Apr 2015	17	3	0	20
May 2015	3	0	3
Jun 2015	21	1	0	22
Jul 2015	12	2	1	15
Aug 2015	5	7	0	12
Sep 2015	2	7	9	18
Oct 2015	9	5	17	31
Nov 2015	11	8	0	19
Dec 2015	4	7	1	12
Jan 2016	9	4	0	13
Feb 2016	8	4	2	14
Mar 2016	26	3	15	44
Apr 2016	11	6	0	17
May 2016	4	2	0	6
Jun 2016	4	4	0	8
Jul 2016	5	1	1	7
Aug 2016	2	3	0	5
Sep 2016	6	1	1	8
Oct 2016	4	1	6	11
Nov 2016	2	1	6	9
Dec 2016	4	2	0	6
Jan 2017	2	1	0	3
Feb 2017	4	1	2	7
Mar 2017	11	5	2	18
Apr 2017	7	4	1	12
May 2017	13	5	2	20
Jun 2017	14	5	2	21
Jul 2017	9	2	0	11
Aug 2017	3	9	0	12
Sep 2017	5	7	0	12
Oct 2017	2	0	2
Nov 2017	2	3	0	5
Dec 2017	1	5	1	7
Jan 2018	1	4	0	5
Feb 2018	3	3	0	6
Mar 2018	5	4	0	9
Apr 2018	3	4	0	7
May 2018	4	5	0	9
Jun 2018	1	1	0	2
Jul 2018	2	2	0	4
Aug 2018	5	4	0	9
Sep 2018	6	6	0	12
Oct 2018	6	6	0	12
Nov 2018	6	4	0	10
Dec 2018	1	5	0	6
Jan 2019	4	4	0	8
Feb 2019	2	4	0	6
Mar 2019	1	2	0	3
Apr 2019	4	1	0	5
May 2019	4	3	0	7
Jun 2019	3	5	0	8
Jul 2019	5	4	1	10
Aug 2019	1	1	0	2
Sep 2019	1	4	0	5
Oct 2019	6	3	1	10
Nov 2019	4	3	0	7
Dec 2019	4	6	1	11
Jan 2020	10	6	1	17
Feb 2020	5	2	0	7
Mar 2020	2	6	0	8
Apr 2020	4	7	0	11
May 2020	5	0	5
Jun 2020	4	3	0	7
Jul 2020	13	14	0	27
Aug 2020	4	5	4	13
Sep 2020	9	5	1	15
Oct 2020	4	2	0	6
Nov 2020	4	4	0	8
Dec 2020	6	3	0	9
Jan 2021	17	4	0	21
Feb 2021	6	3	0	9
Mar 2021	5	3	0	8
Apr 2021	2	5	0	7
May 2021	9	9	0	18
Jun 2021	3	5	0	8
Jul 2021	4	7	0	11
Aug 2021	3	5	0	8
Sep 2021	15	7	0	22
Oct 2021	5	14	0	19
Nov 2021	12	16	1	29
Dec 2021	4	6	2	12
Jan 2022	12	9	0	21
Feb 2022	8	2	2	12
Mar 2022	6	7	0	13
Apr 2022	6	3	0	9
May 2022	9	5	1	15
Jun 2022	6	3	0	9
Jul 2022	9	1	0	10
Aug 2022	11	6	0	17
Sep 2022	10	5	0	15
Oct 2022	15	6	1	22
Nov 2022	13	6	1	20
Dec 2022	16	11	0	27
Jan 2023	24	15	4	43
Feb 2023	12	9	0	21
Mar 2023	27	10	2	39
Apr 2023	10	4	0	14
May 2023	4	8	1	13
Jun 2023	4	17	0	21
Jul 2023	4	2	1	7
Aug 2023	7	7	2	16
Sep 2023	5	5	0	10
Oct 2023	27	8	0	35
Nov 2023	9	3	0	12
Dec 2023	7	4	0	11
Jan 2024	11	7	2	20
Feb 2024	10	3	2	15
Mar 2024	8	3	1	12
Apr 2024	13	8	0	21
May 2024	13	15	7	35
Jun 2024	12	11	1	24
Jul 2024	11	7	5	23
Aug 2024	28	0	28
Sep 2024	9	5	0	14
Oct 2024	11	3	0	14
Nov 2024	12	5	0	17
Dec 2024	14	3	0	17
Jan 2025	21	8	3	32
Feb 2025	24	4	2	30
Mar 2025	17	1	1	19
Apr 2025	8	7	0	15
May 2025	15	2	0	17
Jun 2025	34	10	1	45
Jul 2025	11	9	0	20
Aug 2025	13	4	1	18
Sep 2025	13	6	2	21
Oct 2025	20	12	1	33
Nov 2025	24	21	2	47
Dec 2025	23	15	5	43
Jan 2026	33	17	5	55
Feb 2026	23	14	1	38
Mar 2026	11	4	0	15

Latest update: 13 Mar 2026