Visual Analysis of Spatial Variability and Global Correlations in Ensembles of Iso-Contours
For an ensemble of iso‐contours in multi‐dimensional scalar fields, we present new methods to a) visualize their dominant spatial patterns of variability, and b) to compute the conditional probability of the occurrence of a contour at one location given the occurrence at some other location. We firs...
Uloženo v:
| Vydáno v: | Computer graphics forum Ročník 35; číslo 3; s. 221 - 230 |
|---|---|
| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Oxford
Blackwell Publishing Ltd
01.06.2016
|
| Témata: | |
| ISSN: | 0167-7055, 1467-8659 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | For an ensemble of iso‐contours in multi‐dimensional scalar fields, we present new methods to a) visualize their dominant spatial patterns of variability, and b) to compute the conditional probability of the occurrence of a contour at one location given the occurrence at some other location. We first show how to derive a statistical model describing the contour variability, by representing the contours implicitly via signed distance functions and clustering similar functions in a reduced order space. We show that the spatial patterns of the ensemble can then be derived by analytically transforming the boundaries of a confidence interval computed from each cluster into the spatial domain. Furthermore, we introduce a mathematical basis for computing correlations between the occurrences of iso‐contours at different locations. We show that the computation of these correlations can be posed in the reduced order space as an integration problem over a region bounded by four hyper‐planes. To visualize the derived statistical properties we employ a variant of variability plots for streamlines, now including the color coding of probabilities of joint contour occurrences. We demonstrate the use of the proposed techniques for ensemble exploration in a number of 2D and 3D examples, using artificial and meteorological data sets. |
|---|---|
| AbstractList | For an ensemble of iso-contours in multi-dimensional scalar fields, we present new methods to a) visualize their dominant spatial patterns of variability, and b) to compute the conditional probability of the occurrence of a contour at one location given the occurrence at some other location. We first show how to derive a statistical model describing the contour variability, by representing the contours implicitly via signed distance functions and clustering similar functions in a reduced order space. We show that the spatial patterns of the ensemble can then be derived by analytically transforming the boundaries of a confidence interval computed from each cluster into the spatial domain. Furthermore, we introduce a mathematical basis for computing correlations between the occurrences of iso-contours at different locations. We show that the computation of these correlations can be posed in the reduced order space as an integration problem over a region bounded by four hyper-planes. To visualize the derived statistical properties we employ a variant of variability plots for streamlines, now including the color coding of probabilities of joint contour occurrences. We demonstrate the use of the proposed techniques for ensemble exploration in a number of 2D and 3D examples, using artificial and meteorological data sets. |
| Author | Rautenhaus, M. Ferstl, F. Kanzler, M. Westermann, R. |
| Author_xml | – sequence: 1 givenname: F. surname: Ferstl fullname: Ferstl, F. organization: Computer Graphics and Visualization Group, Technische Universität München, Germany – sequence: 2 givenname: M. surname: Kanzler fullname: Kanzler, M. organization: Computer Graphics and Visualization Group, Technische Universität München, Germany – sequence: 3 givenname: M. surname: Rautenhaus fullname: Rautenhaus, M. organization: Computer Graphics and Visualization Group, Technische Universität München, Germany – sequence: 4 givenname: R. surname: Westermann fullname: Westermann, R. organization: Computer Graphics and Visualization Group, Technische Universität München, Germany |
| BookMark | eNp1kD1PwzAQhi0EEqUw8A8iscAQaidx7IwoogEJAeJzYLBc54IMrl3sVNB_j9sCAwIvZ52e53T37qBN6ywgtE_wMYlvpJ67Y5Lxim-gASlKlvKSVptogEn8M0zpNtoJ4QVjXLCSDtDTgw5zaZITK80i6JC4LrmdyV7H3oP0Wk600f0ikbZNGuMmsV0778FExNmQaJuc2gDTiYGVex5cWjvbu7kPu2irkybA3lcdovvx6V19ll5cNef1yUWq8pLzVLG2jSt3GTDFJ4oRqniHyyJngNsqkwxnvGhBtR3LFOBKVbilJeQFVQUD3uVDdLieO_PubQ6hF1MdFBgjLbh5EIRnlOacx5FDdPALfYmbxtuXFCYFqwjBkRqtKeVdCB46oXS_Orj3UhtBsFiGLWLYYhV2NI5-GTOvp9Iv_mS_pr9rA4v_QVE3428jXRs69PDxY0j_KkqWMyoeLxtxc9aQ_O66EY_5J8pPn0k |
| CitedBy_id | crossref_primary_10_1109_TVCG_2021_3140153 crossref_primary_10_1111_cgf_15083 crossref_primary_10_1109_TVCG_2018_2864432 crossref_primary_10_1109_TVCG_2016_2598868 crossref_primary_10_1109_TVCG_2021_3061925 crossref_primary_10_1109_TVCG_2018_2879866 crossref_primary_10_1109_TVCG_2017_2779501 crossref_primary_10_1111_cgf_13422 crossref_primary_10_1016_j_cag_2022_01_007 crossref_primary_10_1109_TVCG_2018_2864815 crossref_primary_10_1109_TVCG_2020_3030466 crossref_primary_10_1109_TVCG_2022_3209356 crossref_primary_10_1007_s12650_024_00976_0 crossref_primary_10_1111_cgf_13806 crossref_primary_10_1111_cgf_13828 crossref_primary_10_1109_TVCG_2023_3330262 crossref_primary_10_1109_TVCG_2024_3350076 crossref_primary_10_1016_j_vibspec_2024_103689 crossref_primary_10_1109_TVCG_2025_3542898 crossref_primary_10_1016_j_visinf_2025_02_001 crossref_primary_10_1109_TVCG_2023_3334755 crossref_primary_10_1111_cgf_13191 crossref_primary_10_1111_cgf_13397 crossref_primary_10_1109_TVCG_2023_3326855 crossref_primary_10_1111_cgf_13731 crossref_primary_10_1109_TVCG_2018_2853721 crossref_primary_10_1109_TVCG_2024_3456393 crossref_primary_10_1109_TVCG_2021_3114839 crossref_primary_10_1109_TVCG_2020_3030377 crossref_primary_10_1109_TVCG_2019_2934256 crossref_primary_10_1109_TVCG_2024_3456338 crossref_primary_10_1007_s12650_021_00755_1 crossref_primary_10_3390_e20070540 crossref_primary_10_1109_TVCG_2022_3215001 crossref_primary_10_1109_TVCG_2018_2864825 crossref_primary_10_1109_TVCG_2020_3025072 crossref_primary_10_1109_TVCG_2017_2745178 |
| Cites_doi | 10.1109/TVCG.2004.30 10.1109/TVCG.2013.141 10.1145/988834.988849 10.1023/B:STCO.0000035304.20635.31 10.1007/s003710050111 10.1016/j.jcp.2007.02.014 10.1111/j.1467-8659.2011.01944.x 10.1109/CVPR.2000.855835 10.1109/TVCG.2014.2346332 10.1109/MCG.2014.52 10.1109/ICPR.2006.392 10.1111/j.1467-8659.2012.03095.x 10.1109/TVCG.2006.168 10.1109/TVCG.2006.165 10.1109/TVCG.2010.181 10.1109/TVCG.2015.2467204 10.1109/ICDMW.2009.55 10.1109/TVCG.2015.2467754 10.5194/gmd-8-2329-2015 10.1007/978-1-4471-6497-5_1 10.1109/MCG.2003.1231171 10.1117/12.641417 10.1111/j.1467-8659.2011.01942.x 10.1023/B:MACH.0000033116.57574.95 10.1109/TVCG.2012.150 10.1111/j.1467-8659.2009.01689.x 10.1109/TVCG.2013.143 10.1109/TVCG.2015.2498554 10.1109/TVCG.2013.2297914 10.1016/B978-0-12-385022-5.00008-7 10.1109/TVCG.2014.2346455 |
| ContentType | Journal Article |
| Copyright | 2016 The Author(s) Computer Graphics Forum © 2016 The Eurographics Association and John Wiley & Sons Ltd. Published by John Wiley & Sons Ltd. 2016 The Eurographics Association and John Wiley & Sons Ltd. |
| Copyright_xml | – notice: 2016 The Author(s) Computer Graphics Forum © 2016 The Eurographics Association and John Wiley & Sons Ltd. Published by John Wiley & Sons Ltd. – notice: 2016 The Eurographics Association and John Wiley & Sons Ltd. |
| DBID | BSCLL AAYXX CITATION 7SC 8FD JQ2 L7M L~C L~D F28 FR3 |
| DOI | 10.1111/cgf.12898 |
| DatabaseName | Istex CrossRef Computer and Information Systems Abstracts Technology Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional ANTE: Abstracts in New Technology & Engineering Engineering Research Database |
| DatabaseTitle | CrossRef Computer and Information Systems Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Advanced Technologies Database with Aerospace ProQuest Computer Science Collection Computer and Information Systems Abstracts Professional Engineering Research Database ANTE: Abstracts in New Technology & Engineering |
| DatabaseTitleList | Technology Research Database CrossRef Computer and Information Systems Abstracts |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1467-8659 |
| EndPage | 230 |
| ExternalDocumentID | 4107220081 10_1111_cgf_12898 CGF12898 ark_67375_WNG_RHG13TPG_W |
| Genre | article Feature |
| GroupedDBID | .3N .4S .DC .GA .Y3 05W 0R~ 10A 15B 1OB 1OC 29F 31~ 33P 3SF 4.4 50Y 50Z 51W 51X 52M 52N 52O 52P 52S 52T 52U 52W 52X 5GY 5HH 5LA 5VS 66C 6J9 702 7PT 8-0 8-1 8-3 8-4 8-5 8UM 8VB 930 A03 AAESR AAEVG AAHQN AAMMB AAMNL AANHP AANLZ AAONW AASGY AAXRX AAYCA AAZKR ABCQN ABCUV ABDBF ABDPE ABEML ABPVW ACAHQ ACBWZ ACCZN ACFBH ACGFS ACPOU ACRPL ACSCC ACUHS ACXBN ACXQS ACYXJ ADBBV ADEOM ADIZJ ADKYN ADMGS ADMLS ADNMO ADOZA ADXAS ADZMN AEFGJ AEGXH AEIGN AEIMD AEMOZ AENEX AEUYR AEYWJ AFBPY AFEBI AFFNX AFFPM AFGKR AFWVQ AFZJQ AGHNM AGQPQ AGXDD AGYGG AHBTC AHEFC AHQJS AIDQK AIDYY AIQQE AITYG AIURR AJXKR AKVCP ALAGY ALMA_UNASSIGNED_HOLDINGS ALVPJ AMBMR AMYDB ARCSS ASPBG ATUGU AUFTA AVWKF AZBYB AZFZN AZVAB BAFTC BDRZF BFHJK BHBCM BMNLL BMXJE BNHUX BROTX BRXPI BSCLL BY8 CAG COF CS3 CWDTD D-E D-F DCZOG DPXWK DR2 DRFUL DRSTM DU5 EAD EAP EBA EBO EBR EBS EBU EDO EJD EMK EST ESX F00 F01 F04 F5P FEDTE FZ0 G-S G.N GODZA H.T H.X HF~ HGLYW HVGLF HZI HZ~ I-F IHE IX1 J0M K1G K48 LATKE LC2 LC3 LEEKS LH4 LITHE LOXES LP6 LP7 LUTES LW6 LYRES MEWTI MK4 MRFUL MRSTM MSFUL MSSTM MXFUL MXSTM N04 N05 N9A NF~ O66 O9- OIG P2W P2X P4D PALCI PQQKQ Q.N Q11 QB0 QWB R.K RDJ RIWAO RJQFR ROL RX1 SAMSI SUPJJ TH9 TN5 TUS UB1 V8K W8V W99 WBKPD WIH WIK WOHZO WQJ WXSBR WYISQ WZISG XG1 ZL0 ZZTAW ~IA ~IF ~WT ALUQN AAYXX CITATION O8X 7SC 8FD JQ2 L7M L~C L~D F28 FR3 |
| ID | FETCH-LOGICAL-c3688-c7dd128f2e7c8bc715c8f06437e0d92a70284decdf72ce09c90d56e345c47e8f3 |
| IEDL.DBID | DRFUL |
| ISICitedReferencesCount | 41 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000379912300025&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0167-7055 |
| IngestDate | Thu Aug 07 15:27:22 EDT 2025 Fri Jul 25 23:46:32 EDT 2025 Sat Nov 29 07:48:23 EST 2025 Tue Nov 18 21:16:30 EST 2025 Sun Sep 21 06:19:21 EDT 2025 Tue Nov 11 03:33:12 EST 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c3688-c7dd128f2e7c8bc715c8f06437e0d92a70284decdf72ce09c90d56e345c47e8f3 |
| Notes | ark:/67375/WNG-RHG13TPG-W Supporting InformationSupporting Information ArticleID:CGF12898 istex:E25783FBF2FA352E1A0BFA24AD243D0427C16A5A SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-1 ObjectType-Feature-2 content type line 23 |
| PQID | 1801479110 |
| PQPubID | 30877 |
| PageCount | 10 |
| ParticipantIDs | proquest_miscellaneous_1825538864 proquest_journals_1801479110 crossref_citationtrail_10_1111_cgf_12898 crossref_primary_10_1111_cgf_12898 wiley_primary_10_1111_cgf_12898_CGF12898 istex_primary_ark_67375_WNG_RHG13TPG_W |
| PublicationCentury | 2000 |
| PublicationDate | 2016-06 June 2016 2016-06-00 20160601 |
| PublicationDateYYYYMMDD | 2016-06-01 |
| PublicationDate_xml | – month: 06 year: 2016 text: 2016-06 |
| PublicationDecade | 2010 |
| PublicationPlace | Oxford |
| PublicationPlace_xml | – name: Oxford |
| PublicationTitle | Computer graphics forum |
| PublicationTitleAlternate | Computer Graphics Forum |
| PublicationYear | 2016 |
| Publisher | Blackwell Publishing Ltd |
| Publisher_xml | – name: Blackwell Publishing Ltd |
| References | Rautenhaus M., Kern M., Schäfler A., Westermann R.: Three-dimensional visualization of ensemble weather forecasts - Part 1: The visualization tool Met.3D (version 1.0). Geoscientific Model Development 8, 7 (2015), 2329-2353. 7, 8 GAFFNEY S.: Probabilistic Curve-Aligned Clustering and Prediction with Mixture Models. Ph.d. dissertation, University of California, Irvine, 2004. 2 Pöthkow K., Hege H.: Positional uncertainty of isocontours: Condition analysis and probabilistic measures. IEEE Transactions on Visualization and Computer Graphics, 99 (2010), 1-1. 2 Genz A.: Numerical computation of rectangular bivariate and trivariate normal and t probabilities. Statistics and Computing 14, 3 (2004), 251-260. 6, 7 Rathi Y., Dambreville S., Tannenbaum A.: Statistical shape analysis using kernel PCA. Proc. SPIE 6064 (2006), 60641B. 3 Kindlmann G., Weinstein D., Lee A., Toga A., Thompson P.: Visualization of anatomic covariance tensor fields. In Proc. IEEE Eng. in Medicine and Biology Society, 2004, pp. 1842-1845. 2 Bansal N., Blum A., Chawla S.: Correlation clustering. Machine Learning 56, 1 (2004), 89-113. 2 Johnson C., Sanderson A.: A next step: Visualizing errors and uncertainty. IEEE Comp. Graph. and Appl. 23, 5 (2003), 6-10. 2 Sanyal J., Zhang S., Dyer J., Mercer A., Amburn P., Moorhead R.J.: Noodles: A tool for visualization of numerical weather model ensemble uncertainty. IEEE Transactions on Visualization and Computer Graphics 16 (2010), 1421-1430. 2 Wilks D.S.: Statistical Methods in the Atmospheric Sciences. Academic Press, 2011. 2, 8 Mirzargar M., Whitaker R., Kirby R.M.: Curve boxplot: Generalization of boxplot for ensembles of curves. IEEE Trans. on Visualization and Computer Graphics 20, 12 (2014), 2654-2663. 2 Pang A.T., Wittenbrink C.M., Lodha S.K.: Approaches to uncertainty visualization. The Visual Computer 13, 8 (1997), 370-390. 2 Carr H., Brian D., Brian D.: On histograms and isosurface statistics. IEEE Transactions on Visualization and Computer Graphics 12, 5 (2006), 1259-1266. 3 Pöthkow K., Weber B., Hege H.-C.: Probabilistic marching cubes. Computer Graphics Forum 30 (2011), 931-940. 2 Obermaier H., Joy K.: Future challenges for ensemble visualization. IEEE Comp. Graphics and Applications 34 (2014), 8-11. 2 Ferstl F., Bürger K., Westermann R.: Streamline variability plots for characterizing the uncertainty in vector field ensembles. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2016), 767-776. 2, 3, 4, 7 Jen D., Parente P., Robbins J., Weigle C., Taylor R., Burette A., Weinberg R.: Imagesurfer: A tool for visualizing correlations between two volume scalar fields. In IEEE Visualization, 2004, pp. 529-536. 2 Leutbecher M., Palmer T.: Ensemble forecasting. Journal of Computational Physics 227, 7 (2008), 3515-3539. 7 Ahrens C.D.: Meteorology Today, 9 ed. Brooks Cole, 2008. 8 Sethian J.A.: Level set methods and fast marching methods: evolving interfaces in computational geometry, fluid mechanics, computer vision, and materials science. Cambridge Univ. Press, 1999. 7 Bruckner S., Möller T.: Isosurface similarity maps. Computer Graphics Forum 29, 3 (2010), 773-782. 2, 3 Grigoryan G., Rheingans P.: Point-based probabilistic surfaces to show surface uncertainty. IEEE Transactions on Visualization and Computer Graphics 10, 5 (2004), 564-573. 2 Pfaffelmoser T., Westermann R.: Visualization of global correlation structures in uncertain 2D scalar fields. Computer Graphics Forum 31 (2012), 1025-1034. 2 Quinan P.S., Meyer M.: Visually comparing weather features in forecasts. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2016), 389-398. 2 Pfaffelmoser T., Reitinger M., Westermann R.: Visualizing the positional and geometrical variability of isosurfaces in uncertain scalar fields. In Computer Graphics Forum (2011), vol. 30, pp. 951-960. 2 Sauber N., Theisel H., Seidel H.: Multifield-graphs: An approach to visualizing correlations in multifield scalar data. IEEE Trans. on Visualization and Comp. Graphics 12, 5 (2006), 917-924. 2 Thomas D., Natarajan V.: Multiscale symmetry detection in scalar fields by clustering contours. IEEE Transactions on Visualization and Computer Graphics 20, 12 (2014), 2427-2436. 2, 3 Whitaker R.T., Mirzargar M., Kirby R.M.: Contour boxplots: A method for characterizing uncertainty in feature sets from simulation ensembles. IEEE Transactions on Visualization and Computer Graphics 19, 12 (2013), 2713-2722. 2 McLoughlin T., Jones M.W., Laramee R.S., Malki R., Masters I., Hansen C.D.: Similarity measures for enhancing interactive streamline seeding. IEEE Transactions on Visualization and Computer Graphics 19, 8 (2013), 1342-1353. 3 Hummel M., Obermaier H., Garth C., Joy K.: Comparative visual analysis of Lagrangian transport in CFD ensembles. IEEE Trans. on Visualization and Comp. Graph. 19, 12 (2013), 2743-2752. 2 2010; 99 2010; 16 2006; 12 2011 2009 2008 2011; 30 2008; 227 2006 2004 2015; 8 2012; 31 2014; 20 1999 2004; 10 2013; 19 2000 2010; 29 2004; 14 2004; 56 1997; 13 2015 2014 2014; 34 2006; 6064 2016; 22 2003; 23 e_1_2_10_22_2 e_1_2_10_20_2 e_1_2_10_21_2 Ahrens C.D. (e_1_2_10_2_2) 2008 Sethian J.A. (e_1_2_10_33_2) 1999 Bonneau G.‐P. (e_1_2_10_4_2) 2014 Pöthkow K. (e_1_2_10_23_2) 2010; 99 e_1_2_10_19_2 e_1_2_10_3_2 e_1_2_10_17_2 Kindlmann G. (e_1_2_10_16_2); 2004 e_1_2_10_18_2 e_1_2_10_39_2 e_1_2_10_5_2 e_1_2_10_15_2 e_1_2_10_38_2 e_1_2_10_37_2 e_1_2_10_7_2 e_1_2_10_13_2 e_1_2_10_36_2 e_1_2_10_6_2 e_1_2_10_35_2 e_1_2_10_9_2 e_1_2_10_11_2 e_1_2_10_34_2 e_1_2_10_8_2 e_1_2_10_12_2 e_1_2_10_32_2 e_1_2_10_31_2 e_1_2_10_30_2 GAFFNEY S. (e_1_2_10_10_2) 2004 Jen D. (e_1_2_10_14_2); 2004 e_1_2_10_28_2 e_1_2_10_29_2 e_1_2_10_26_2 e_1_2_10_27_2 e_1_2_10_24_2 e_1_2_10_25_2 |
| References_xml | – reference: GAFFNEY S.: Probabilistic Curve-Aligned Clustering and Prediction with Mixture Models. Ph.d. dissertation, University of California, Irvine, 2004. 2 – reference: McLoughlin T., Jones M.W., Laramee R.S., Malki R., Masters I., Hansen C.D.: Similarity measures for enhancing interactive streamline seeding. IEEE Transactions on Visualization and Computer Graphics 19, 8 (2013), 1342-1353. 3 – reference: Thomas D., Natarajan V.: Multiscale symmetry detection in scalar fields by clustering contours. IEEE Transactions on Visualization and Computer Graphics 20, 12 (2014), 2427-2436. 2, 3 – reference: Obermaier H., Joy K.: Future challenges for ensemble visualization. IEEE Comp. Graphics and Applications 34 (2014), 8-11. 2 – reference: Grigoryan G., Rheingans P.: Point-based probabilistic surfaces to show surface uncertainty. IEEE Transactions on Visualization and Computer Graphics 10, 5 (2004), 564-573. 2 – reference: Sanyal J., Zhang S., Dyer J., Mercer A., Amburn P., Moorhead R.J.: Noodles: A tool for visualization of numerical weather model ensemble uncertainty. IEEE Transactions on Visualization and Computer Graphics 16 (2010), 1421-1430. 2 – reference: Ferstl F., Bürger K., Westermann R.: Streamline variability plots for characterizing the uncertainty in vector field ensembles. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2016), 767-776. 2, 3, 4, 7 – reference: Pang A.T., Wittenbrink C.M., Lodha S.K.: Approaches to uncertainty visualization. The Visual Computer 13, 8 (1997), 370-390. 2 – reference: Sauber N., Theisel H., Seidel H.: Multifield-graphs: An approach to visualizing correlations in multifield scalar data. IEEE Trans. on Visualization and Comp. Graphics 12, 5 (2006), 917-924. 2 – reference: Pfaffelmoser T., Westermann R.: Visualization of global correlation structures in uncertain 2D scalar fields. Computer Graphics Forum 31 (2012), 1025-1034. 2 – reference: Genz A.: Numerical computation of rectangular bivariate and trivariate normal and t probabilities. Statistics and Computing 14, 3 (2004), 251-260. 6, 7 – reference: Pöthkow K., Weber B., Hege H.-C.: Probabilistic marching cubes. Computer Graphics Forum 30 (2011), 931-940. 2 – reference: Johnson C., Sanderson A.: A next step: Visualizing errors and uncertainty. IEEE Comp. Graph. and Appl. 23, 5 (2003), 6-10. 2 – reference: Whitaker R.T., Mirzargar M., Kirby R.M.: Contour boxplots: A method for characterizing uncertainty in feature sets from simulation ensembles. IEEE Transactions on Visualization and Computer Graphics 19, 12 (2013), 2713-2722. 2 – reference: Leutbecher M., Palmer T.: Ensemble forecasting. Journal of Computational Physics 227, 7 (2008), 3515-3539. 7 – reference: Mirzargar M., Whitaker R., Kirby R.M.: Curve boxplot: Generalization of boxplot for ensembles of curves. IEEE Trans. on Visualization and Computer Graphics 20, 12 (2014), 2654-2663. 2 – reference: Pöthkow K., Hege H.: Positional uncertainty of isocontours: Condition analysis and probabilistic measures. IEEE Transactions on Visualization and Computer Graphics, 99 (2010), 1-1. 2 – reference: Rautenhaus M., Kern M., Schäfler A., Westermann R.: Three-dimensional visualization of ensemble weather forecasts - Part 1: The visualization tool Met.3D (version 1.0). Geoscientific Model Development 8, 7 (2015), 2329-2353. 7, 8 – reference: Carr H., Brian D., Brian D.: On histograms and isosurface statistics. IEEE Transactions on Visualization and Computer Graphics 12, 5 (2006), 1259-1266. 3 – reference: Rathi Y., Dambreville S., Tannenbaum A.: Statistical shape analysis using kernel PCA. Proc. SPIE 6064 (2006), 60641B. 3 – reference: Quinan P.S., Meyer M.: Visually comparing weather features in forecasts. IEEE Transactions on Visualization and Computer Graphics 22, 1 (2016), 389-398. 2 – reference: Pfaffelmoser T., Reitinger M., Westermann R.: Visualizing the positional and geometrical variability of isosurfaces in uncertain scalar fields. In Computer Graphics Forum (2011), vol. 30, pp. 951-960. 2 – reference: Hummel M., Obermaier H., Garth C., Joy K.: Comparative visual analysis of Lagrangian transport in CFD ensembles. IEEE Trans. on Visualization and Comp. Graph. 19, 12 (2013), 2743-2752. 2 – reference: Wilks D.S.: Statistical Methods in the Atmospheric Sciences. Academic Press, 2011. 2, 8 – reference: Kindlmann G., Weinstein D., Lee A., Toga A., Thompson P.: Visualization of anatomic covariance tensor fields. In Proc. IEEE Eng. in Medicine and Biology Society, 2004, pp. 1842-1845. 2 – reference: Bruckner S., Möller T.: Isosurface similarity maps. Computer Graphics Forum 29, 3 (2010), 773-782. 2, 3 – reference: Jen D., Parente P., Robbins J., Weigle C., Taylor R., Burette A., Weinberg R.: Imagesurfer: A tool for visualizing correlations between two volume scalar fields. In IEEE Visualization, 2004, pp. 529-536. 2 – reference: Bansal N., Blum A., Chawla S.: Correlation clustering. Machine Learning 56, 1 (2004), 89-113. 2 – reference: Sethian J.A.: Level set methods and fast marching methods: evolving interfaces in computational geometry, fluid mechanics, computer vision, and materials science. Cambridge Univ. Press, 1999. 7 – reference: Ahrens C.D.: Meteorology Today, 9 ed. Brooks Cole, 2008. 8 – volume: 23 start-page: 6 issue: 5 year: 2003 end-page: 10 article-title: A next step: Visualizing errors and uncertainty publication-title: IEEE Comp. Graph. and Appl. – volume: 22 start-page: 389 issue: 1 year: 2016 end-page: 398 article-title: Visually comparing weather features in forecasts publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2011 – start-page: 1135 year: 2006 end-page: 1138 – volume: 8 start-page: 2329 issue: 7 year: 2015 end-page: 2353 article-title: Three‐dimensional visualization of ensemble weather forecasts ‐ Part 1: The visualization tool Met.3D (version 1.0) publication-title: Geoscientific Model Development – volume: 227 start-page: 3515 issue: 7 year: 2008 end-page: 3539 article-title: Ensemble forecasting publication-title: Journal of Computational Physics – volume: 56 start-page: 89 issue: 1 year: 2004 end-page: 113 article-title: Correlation clustering publication-title: Machine Learning – start-page: 3 year: 2014 end-page: 27 – start-page: 84 year: 2004 end-page: 89 – volume: 10 start-page: 564 issue: 5 year: 2004 end-page: 573 article-title: Point‐based probabilistic surfaces to show surface uncertainty publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 6064 start-page: 60641B year: 2006 article-title: Statistical shape analysis using kernel PCA publication-title: Proc. SPIE – volume: 20 start-page: 2427 issue: 12 year: 2014 end-page: 2436 article-title: Multiscale symmetry detection in scalar fields by clustering contours publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 13 start-page: 370 issue: 8 year: 1997 end-page: 390 article-title: Approaches to uncertainty visualization publication-title: The Visual Computer – start-page: 233 year: 2009 end-page: 240 – volume: 16 start-page: 1421 year: 2010 end-page: 1430 article-title: Noodles: A tool for visualization of numerical weather model ensemble uncertainty publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 12 start-page: 1259 issue: 5 year: 2006 end-page: 1266 article-title: On histograms and isosurface statistics publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 686 year: 2014 end-page: 701 – volume: 30 start-page: 931 year: 2011 end-page: 940 article-title: Probabilistic marching cubes publication-title: Computer Graphics Forum – volume: 30 start-page: 951 year: 2011 end-page: 960 article-title: Visualizing the positional and geometrical variability of isosurfaces in uncertain scalar fields publication-title: Computer Graphics Forum – volume: 2004 start-page: 529 end-page: 536 article-title: Imagesurfer: A tool for visualizing correlations between two volume scalar fields publication-title: IEEE Visualization – volume: 19 start-page: 1342 issue: 8 year: 2013 end-page: 1353 article-title: Similarity measures for enhancing interactive streamline seeding publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 31 start-page: 1025 year: 2012 end-page: 1034 article-title: Visualization of global correlation structures in uncertain 2D scalar fields publication-title: Computer Graphics Forum – volume: 2004 start-page: 1842 end-page: 1845 article-title: Visualization of anatomic covariance tensor fields publication-title: Proc. IEEE Eng. in Medicine and Biology Society – volume: 99 start-page: 1 year: 2010 end-page: 1 article-title: Positional uncertainty of isocontours: Condition analysis and probabilistic measures publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 34 start-page: 8 year: 2014 end-page: 11 article-title: Future challenges for ensemble visualization publication-title: IEEE Comp. Graphics and Applications – year: 2008 – volume: 19 start-page: 2743 issue: 12 year: 2013 end-page: 2752 article-title: Comparative visual analysis of Lagrangian transport in CFD ensembles publication-title: IEEE Trans. on Visualization and Comp. Graph. – start-page: 316 year: 2000 end-page: 323 – year: 2004 – volume: 12 start-page: 917 issue: 5 year: 2006 end-page: 924 article-title: Multifield‐graphs: An approach to visualizing correlations in multifield scalar data publication-title: IEEE Trans. on Visualization and Comp. Graphics – volume: 29 start-page: 773 issue: 3 year: 2010 end-page: 782 article-title: Isosurface similarity maps publication-title: Computer Graphics Forum – start-page: 576 year: 2004 end-page: 584 – volume: 22 start-page: 767 issue: 1 year: 2016 end-page: 776 article-title: Streamline variability plots for characterizing the uncertainty in vector field ensembles publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 14 start-page: 251 issue: 3 year: 2004 end-page: 260 article-title: Numerical computation of rectangular bivariate and trivariate normal and t probabilities publication-title: Statistics and Computing – volume: 20 start-page: 2654 issue: 12 year: 2014 end-page: 2663 article-title: Curve boxplot: Generalization of boxplot for ensembles of curves publication-title: IEEE Trans. on Visualization and Computer Graphics – volume: 19 start-page: 2713 issue: 12 year: 2013 end-page: 2722 article-title: Contour boxplots: A method for characterizing uncertainty in feature sets from simulation ensembles publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2015 – year: 1999 – ident: e_1_2_10_12_2 doi: 10.1109/TVCG.2004.30 – ident: e_1_2_10_13_2 doi: 10.1109/TVCG.2013.141 – ident: e_1_2_10_6_2 doi: 10.1145/988834.988849 – volume-title: Probabilistic Curve‐Aligned Clustering and Prediction with Mixture Models year: 2004 ident: e_1_2_10_10_2 – ident: e_1_2_10_11_2 doi: 10.1023/B:STCO.0000035304.20635.31 – ident: e_1_2_10_28_2 doi: 10.1007/s003710050111 – ident: e_1_2_10_18_2 doi: 10.1016/j.jcp.2007.02.014 – volume: 2004 start-page: 1842 ident: e_1_2_10_16_2 article-title: Visualization of anatomic covariance tensor fields publication-title: Proc. IEEE Eng. in Medicine and Biology Society – ident: e_1_2_10_24_2 doi: 10.1111/j.1467-8659.2011.01944.x – ident: e_1_2_10_17_2 doi: 10.1109/CVPR.2000.855835 – ident: e_1_2_10_36_2 doi: 10.1109/TVCG.2014.2346332 – ident: e_1_2_10_21_2 doi: 10.1109/MCG.2014.52 – ident: e_1_2_10_39_2 doi: 10.1109/ICPR.2006.392 – ident: e_1_2_10_25_2 doi: 10.1111/j.1467-8659.2012.03095.x – ident: e_1_2_10_7_2 doi: 10.1109/TVCG.2006.168 – ident: e_1_2_10_34_2 doi: 10.1109/TVCG.2006.165 – volume: 2004 start-page: 529 ident: e_1_2_10_14_2 article-title: Imagesurfer: A tool for visualizing correlations between two volume scalar fields publication-title: IEEE Visualization – ident: e_1_2_10_35_2 doi: 10.1109/TVCG.2010.181 – ident: e_1_2_10_8_2 doi: 10.1109/TVCG.2015.2467204 – ident: e_1_2_10_26_2 doi: 10.1109/ICDMW.2009.55 – ident: e_1_2_10_29_2 doi: 10.1109/TVCG.2015.2467754 – ident: e_1_2_10_31_2 doi: 10.5194/gmd-8-2329-2015 – start-page: 3 volume-title: Scientific Visualization. year: 2014 ident: e_1_2_10_4_2 doi: 10.1007/978-1-4471-6497-5_1 – ident: e_1_2_10_15_2 doi: 10.1109/MCG.2003.1231171 – ident: e_1_2_10_30_2 doi: 10.1117/12.641417 – volume-title: Meteorology Today year: 2008 ident: e_1_2_10_2_2 – ident: e_1_2_10_27_2 doi: 10.1111/j.1467-8659.2011.01942.x – ident: e_1_2_10_3_2 doi: 10.1023/B:MACH.0000033116.57574.95 – ident: e_1_2_10_19_2 doi: 10.1109/TVCG.2012.150 – ident: e_1_2_10_32_2 – volume-title: Level set methods and fast marching methods: evolving interfaces in computational geometry, fluid mechanics, computer vision, and materials science year: 1999 ident: e_1_2_10_33_2 – volume: 99 start-page: 1 year: 2010 ident: e_1_2_10_23_2 article-title: Positional uncertainty of isocontours: Condition analysis and probabilistic measures publication-title: IEEE Transactions on Visualization and Computer Graphics – ident: e_1_2_10_5_2 doi: 10.1111/j.1467-8659.2009.01689.x – ident: e_1_2_10_38_2 doi: 10.1109/TVCG.2013.143 – ident: e_1_2_10_9_2 doi: 10.1109/TVCG.2015.2498554 – ident: e_1_2_10_22_2 doi: 10.1109/TVCG.2013.2297914 – ident: e_1_2_10_37_2 doi: 10.1016/B978-0-12-385022-5.00008-7 – ident: e_1_2_10_20_2 doi: 10.1109/TVCG.2014.2346455 |
| SSID | ssj0004765 |
| Score | 2.3646271 |
| Snippet | For an ensemble of iso‐contours in multi‐dimensional scalar fields, we present new methods to a) visualize their dominant spatial patterns of variability, and... For an ensemble of iso-contours in multi-dimensional scalar fields, we present new methods to a) visualize their dominant spatial patterns of variability, and... |
| SourceID | proquest crossref wiley istex |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 221 |
| SubjectTerms | Analysis Categories and Subject Descriptors (according to ACM CCS) Color coding Computation Computer graphics Correlation Datasets I.3.3 [Computer Graphics]: Picture/Image Generation-Line and curve generation Mathematical analysis Mathematical models Reduced order Shape Studies Three dimensional Visualization |
| Title | Visual Analysis of Spatial Variability and Global Correlations in Ensembles of Iso-Contours |
| URI | https://api.istex.fr/ark:/67375/WNG-RHG13TPG-W/fulltext.pdf https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fcgf.12898 https://www.proquest.com/docview/1801479110 https://www.proquest.com/docview/1825538864 |
| Volume | 35 |
| WOSCitedRecordID | wos000379912300025&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVWIB databaseName: Wiley Online Library Full Collection 2020 customDbUrl: eissn: 1467-8659 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0004765 issn: 0167-7055 databaseCode: DRFUL dateStart: 19970101 isFulltext: true titleUrlDefault: https://onlinelibrary.wiley.com providerName: Wiley-Blackwell |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSxxBEC5010Ny0MREsj5CJ4jkMmHe3Y0nWd01EBYRX5fQzPQjLFlnZccNyS0_wd_oL7G65-EKCQS8DUw1U1TXc7r6K4BdZuLQzxLuhXmMBQoPpMd9lXhG54xpjTE8yNywCToasasrfrIE-81dmAofov3hZi3D-Wtr4FleLhi5_G4-o3PlbBm6Iept3IHu4eng_OvjtUiaJg20twWNqYGFbCNPu_hJOOpayf56kmsuZqwu5AzWnsXsK1itM01yUKnGa1jSxTq8XMAffAPfLsbl3NLUyCRkaoidUYw6SS6wiK4wvH-TrFCkGg5A-naaR90_R8YFOSpKfZ1PtFv7pZze_7mzgFf48fItnA-OzvrHXj1vwZNRigYjqVLIpAk1lSyXNEgkM-5kT_uKhxnFXCRWWipDQ6l9Lu2upjqKExlTzUy0AZ1iWuh3QDiGgFxTE0ZKoVdgmWKpCqVJ89Sg0fMefGrELmQNRm5nYkxEU5SgxISTWA8-tqQ3FQLH34j23N61FNnsh21Zo4m4HA3F6fEwiM5OhuKyB9vN5oraWksRWAgdim7f78GH9jXamT08yQo9nVsaLL4ixtIYeXdb_W9uRH84cA-b_0-6BS8wF0urLrRt6NzO5noHVuTP23E5e1-r9gOlAf0B |
| linkProvider | Wiley-Blackwell |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1baxNBFD7URFAfbL1htNpRRHxZ2fvMQF8kNkkxhlLSy0sZdudSQutGso3omz_B39hf4pnZS1NQKPRtYc-whzPnunPmOwDvmIlDP0u4F-YxFig8kB73VeIZnTOmNcbwIHPDJuhkwo6P-d4abDd3YSp8iPaHm7UM56-tgdsf0itWLk_NR_SunN2BboxqlHSg-3l_cDC-uhdJ06TB9raoMTWykO3kaRdfi0ddK9qf15LN1ZTVxZzB-u243YCHda5JPlXK8QjWdPEYHqwgED6Bk8NZubQ0NTYJmRtipxSjVpJDLKMrFO9fJCsUqcYDkL6d51F30JFZQXaKUn_Lz7Vbu1vOL3__sZBX-PHyKRwMdqb9kVdPXPBklKLJSKoUMmlCTSXLJQ0SyYw729O-4mFGMRuJlZbK0FBqn0u7r6mO4kTGVDMTPYNOMS_0cyAcg0CuqQkjpdAvsEyxVIXSpHlq0Ox5Dz40cheyhiO3UzHORVOWoMSEk1gP3rak3ysMjn8RvXeb11JkizPbtEYTcTQZiv3RMIime0Nx1IPNZndFba-lCCyIDkXH7_fgTfsaLc0en2SFni8tDZZfEWNpjLy7vf4_N6I_HLiHFzcn3YJ7o-nXsRjvTr68hPuYmaVVT9omdC4WS_0K7sofF7Ny8brW87_FMwEA |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1ZaxRBEC5iVsQ8eItrorYi4svInH2AL7LJbIJhWUKuF2lm-pDFOBt2skHf_An5jf4Sq3sON6Ag-DYw1UxR1XVNV38F8JrbNA6LTARxmWKBIiIViFBngTUl58ZgDI8KP2yCTSb89FRM1-B9dxemwYfof7g5y_D-2hm4Odd2xcrVZ_sOvavgN2CQZoKiWQ62D_Kj_d_3IhnNOmxvhxrTIgu5Tp5-8bV4NHCi_XYt2VxNWX3Mye_-H7f34E6ba5IPzea4D2umegAbKwiED-HT8axeOpoWm4TMLXFTinFXkmMsoxsU7--kqDRpxgOQkZvn0XbQkVlFdqrafC3PjF-7V89__rhykFf48foRHOU7h6PdoJ24EKiEoskopjUyaWPDFC8VizLFrT_bM6EWccEwG0m1UdqyWJlQKKdXapI0Uykz3CaPYb2aV-YJEIFBoDTMxonW6Bd4oTnVsbK0pBbNXgzhbSd3qVo4cjcV40x2ZQlKTHqJDeFVT3reYHD8ieiNV15PUSy-uKY1lsmTyVge7I6j5HA6lidD2Oq0K1t7rWXkQHQYOv5wCC_712hp7vikqMx86Wiw_Eo4pyny7nX9d27kaJz7h6f_TvoCbk23c7m_N_m4CbcxMaNNS9oWrF8sluYZ3FSXF7N68bzd5r8AT4cAew |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Visual+Analysis+of+Spatial+Variability+and+Global+Correlations+in+Ensembles+of+Iso-Contours&rft.jtitle=Computer+graphics+forum&rft.au=Ferstl%2C+F.&rft.au=Kanzler%2C+M.&rft.au=Rautenhaus%2C+M.&rft.au=Westermann%2C+R.&rft.date=2016-06-01&rft.pub=Blackwell+Publishing+Ltd&rft.issn=0167-7055&rft.eissn=1467-8659&rft.volume=35&rft.issue=3&rft.spage=221&rft.epage=230&rft_id=info:doi/10.1111%2Fcgf.12898&rft.externalDBID=n%2Fa&rft.externalDocID=ark_67375_WNG_RHG13TPG_W |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0167-7055&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0167-7055&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0167-7055&client=summon |