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Cartographic visualization of density: exploring the opportunities and constraints of Heat Maps Cover

Cartographic visualization of density: exploring the opportunities and constraints of Heat Maps

Open Access
|Sep 2021

References

  1. Anderson, T. K. (2009). Kernel density estimation and K-means clustering to profile road accident hot-spots. Accident Analysis & Prevention, 41(3), 359–364. https://doi.org/10.1016/j.aap.2008.12.01410.1016/j.aap.2008.12.01419393780
  2. Antoszkiewicz, M. (2018). Analiza porównawcza wybranych polskojęzycznych serwisów mapowych. University of Warsaw.
  3. Babicki, S., Arndt, D., Marcu, A., Liang, Y., Grant, J. R., Maciejewski, A., & Wishart, D. S. (2016). Heatmapper: Web-enabled heat mapping for all. Nucleic Acids Research, 44(W1), W147–W153. https://doi.org/10.1093/nar/gkw41910.1093/nar/gkw419498794827190236
  4. Barter, R. L., & Yu, B. (2018). Superheat: An R Package for Creating Beautiful and Extendable Heatmaps for Visualizing Complex Data. Journal of Computational and Graphical Statistics, 27(4), 910–922. https://doi.org/10.1080/10618600.2018.147378010.1080/10618600.2018.1473780643023730911216
  5. Board, C. (1978). Map Reading Tasks Appropriate In Experimental Studies In Cartographic Communication. Cartographica: The International Journal for Geographic Information and Geovisualization, 15(1), 1–12. https://doi.org/10.3138/AG15-V252-3726-W34610.3138/AG15-V252-3726-W346
  6. Bornn, L., Cervone, D., & Fernandez, J. (2018). Soccer analytics: Unravelling the complexity of “the beautiful game”. Significance, 15(3), 26–29. https://doi.org/10.1111/j.1740-9713.2018.01146.x10.1111/j.1740-9713.2018.01146.x
  7. Borzuchowska, J. (2007). Poszukiwanie nowych metod kartograficznych dla mapowania problemów społecznych. In W. Żyszkowska & W. Spallek (Eds.), Główne problemy współczesnej kartografii. Kartograficzne programy komputerowe. Konfrontacja teorii z praktyką (pp. 135–144). Uniwersytet Wrocławski.
  8. Chainey, S., Tompson, L., & Uhlig, S. (2008). The Utility of Hotspot Mapping for Predicting Spatial Patterns of Crime. Security Journal, 21(1–2), 4–28. https://doi.org/10.1057/palgrave.sj.835006610.1057/palgrave.sj.8350066
  9. Chen, K., Haller, J. L., Kanade, T., & Georghiades, A. S. (2018). Heat map of vehicle damage. https://patents.google.com/patent/US9886771B1/en
  10. DeBoer, M. (2015). Understanding the Heat Map. Cartographic Perspectives, 80, 39–43. https://doi.org/10.14714/CP80.131410.14714/CP80.1314
  11. Dempsey, C. (2012). Heat Maps in GIS. https://www.gislounge.com/heat-maps-in-gis/
  12. Dukaczewski, D. (2007). Wojewódzkie portale informacji przestrzennej. Roczniki Geomatyki, V(3), 37–56.
  13. ESRI. (2020). Can a heat map be created in ArcMap? https://support.esri.com/en/technical-article/000012211
  14. Faby, H., & Koch, A. (2010). From maps to neo-cartography. In T. Bandrova & M. Konecny (Eds.), Proceedings of the 3rd Interational Conference on Cartography & GIS (p. 6).
  15. Goldsberry, K. (2012). CourtVision: New Visual and Spatial Analytics for the NBA. MIT Sloan Sports Analytics Conference. https://www.semanticscholar.org/paper/CourtVision-%3A-New-Visual-and-Spatial-Analytics-for-Goldsberry/46e4a7271de62e9118625dec935c4aef1bc0ea74
  16. Gołebiowska, I., & Coltekin, A. (2020). Rainbow Dash: Intuitiveness, interpretability and memorability of the rainbow colour scheme in visualization. IEEE Transactions on Visualization and Computer Graphics, 1. https://doi.org/10.1109/TVCG.2020.303582310.1109/TVCG.2020.303582333151882
  17. Golub, S. (n.d.). Heatmap.py. Retrieved 24 April 2021, from http://www.sethoscope.net/heatmap/
  18. Google Fusion Tables. (2019). https://en.wikipedia.org/wiki/Google_Fusion_Tables
  19. Google Maps Platform. Maps JavaScript API. Heatmap Layer. (n.d.). Retrieved 26 April 2021, from https://developers.google.com/maps/documentation/javascript/heatmaplayer
  20. Gotlib, D. (2008). Nowe oblicza kartografii – Internet a kartografia. Polski Przegląd Kartograficzny, 40(3), 237–246.
  21. Gove, R., Gramsky, N., Kirby, R., Sefer, E., Sopan, A., Dunne, C., Shneiderman, B., & Taieb-Maimon, M. (n.d.). NetVisia: Heat Map & Matrix Visualization of Dynamic Social Network Statistics & Content. 19–26. https://doi.org/10.1109/PASSAT/SocialCom.2011.21610.1109/PASSAT/SocialCom.2011.216
  22. Grzeszczyk, M. (2014). Porównanie funkcjonalności internetowych aplikacji mapowych do prezentacji metod oznaczania obiektów punktowych i liniowych [Bachelor thesis]. University of Warsaw.
  23. Guo, H., Zhang, W., Ni, C., Cai, Z., Chen, S., & Huang, X. (2020). Heat map visualization for electrocardiogram data analysis. BMC Cardiovascular Disorders, 20(1). https://doi.org/10.1186/s12872-020-01560-810.1186/s12872-020-01560-8728195232513239
  24. Heatmapper. (n.d.). Retrieved 24 April 2021, from http://www.heatmapper.ca/
  25. HeatmapTool.com. (n.d.). Retrieved 24 April 2021, from HeatmapTool.com
  26. Hotjar. (n.d.). Retrieved 24 April 2021, from https://www.hotjar.com/
  27. How to Smart Map: Heat Maps. A simple guide to using density within ArcGIS Online. (n.d.). Retrieved 26 April 2021, from https://www.arcgis.com/apps/Cascade/index.html?appid=ca7e12f6e8c0474bb4269889bda8ce41
  28. Kukułka, M., & Gotlib, D. (2014). Wpływ zjawiska neokartografii na rozwój serwisów internetowych udostępniających informacje przestrzenne. Polski Przegląd Kartograficzny, 46(1), 34–46.
  29. Lucky Orange. (n.d.). Retrieved 24 April 2021, from https://www.luckyorange.com/heat-maps.php
  30. McHale, I. G., & Relton, S. D. (2018). Identifying key players in soccer teams using network analysis and pass difficulty. European Journal of Operational Research, 268(1), 339–347. https://doi.org/10.1016/j.ejor.2018.01.01810.1016/j.ejor.2018.01.018
  31. Microsoft Excel Heatmap. (n.d.). Retrieved 24 April 2021, from https://www.excel-easy.com/examples/heat-map.html
  32. Monmonier, M. S. (2018). How to lie with maps. (Third edition). The University of Chicago Press.
  33. Moon, J.-Y., Jung, H.-J., Moon, M. H., Chung, B. C., & Choi, M. H. (2009). Heat-map visualization of gas chromatography-mass spectrometry based quantitative signatures on steroid metabolism. Journal of the American Society for Mass Spectrometry, 20(9), 1626–1637. https://doi.org/10.1016/j.jasms.2009.04.02010.1016/j.jasms.2009.04.02019497759
  34. Nelson, J. K., & MacEachren, A. M. (n.d.). User-centered Design and Evaluation of a Geovisualization Application Leveraging Aggregated Quantified-Self Data. Cartographic Perspectives, 96, 7–31. https://doi.org/10.14714/CP96.163110.14714/CP96.1631
  35. Netek, R., Pour, T., & Slezakova, R. (2018). Implementation of Heat Maps in Geographical Information System – Exploratory Study on Traffic Accident Data. Open Geosciences, 10(1), 367–384. https://doi.org/10.1515/geo-2018-002910.1515/geo-2018-0029
  36. Netek, R., Tomecka, O., & Brus, J. (2019). Performance Testing on Marker Clustering and Heatmap Visualization Techniques: A Comparative Study on JavaScript Mapping Libraries. ISPRS International Journal of Geo-Information, 8(8), 348. https://doi.org/10.3390/ijgi808034810.3390/ijgi8080348
  37. Opach, T., & Nossum, A. (2011). Evaluating the Usability of Cartographic Animations With Eye--Movement Analysis. Proceedings of the 25th International Cartography Conference ICC, 11. https://icaci.org/files/documents/ICC_proceedings/ICC2011/Oral%20Presentations%20PDF/A3-Visualisation%20efficiency/CO-005.pdf
  38. Open Layers Documentation. (n.d.). Retrieved 26 April 2021, from https://openlayers.org/en/latest/apidoc/module-ol_layer_Heatmap-Heatmap.html
  39. Pánek, J., & Benediktsson, K. (2017). Emotional mapping and its participatory potential: Opinions about cycling conditions in Reykjavík, Iceland. Cities, 61, 65–73. https://doi.org/10.1016/j.cities.2016.11.00510.1016/j.cities.2016.11.005
  40. Perin, C., Vuillemot, R., & Fekete, J.-D. (2013). SoccerStories: A Kick-off for Visual Soccer Analysis. IEEE Transactions on Visualization and Computer Graphics, 19(12), 2506–2515. https://doi.org/10.1109/TVCG.2013.19210.1109/TVCG.2013.19224051817
  41. Pettit, C., Widjaja, I., Russo, P., Sinnott, R., Stimson, R., & Tomko, M. (2012). Visualisation support for exploring urban space and place. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, I–2, 153–158. https://doi.org/10.5194/ISPRSANNALS-I-2-153-201210.5194/isprsannals-I-2-153-2012
  42. Pleil, J. D., Stiegel, M. A., Madden, M. C., & Sobus, J. R. (2011). Heat map visualization of complex environmental and biomarker measurements. Chemo-sphere, 84(5), 716–723. https://doi.org/10.1016/j.chemosphere.2011.03.01710.1016/j.chemosphere.2011.03.01721492901
  43. Plug, C., Xia, J., & Caulfield, C. (2011). Spatial and temporal visualisation techniques for crash analysis. Accident Analysis & Prevention, 43(6), 1937–1946. https://doi.org/10.1016/j.aap.2011.05.00710.1016/j.aap.2011.05.00721819821
  44. Polczynski, M., & Polczynski, M. (2014). A Microsoft VBA Application for Generating Heat Maps. Transactions in GIS, 18(5), 783–791. https://doi.org/10.1111/tgis.1208210.1111/tgis.12082
  45. QGIS Documentation 2.10. (n.d.). Retrieved 24 April 2021, from https://docs.qgis.org/3.10/en/docs/index.html
  46. Rosenbaum, L., Hinselmann, G., Jahn, A., & Zell, A. (2011). Interpreting linear support vector machine models with heat map molecule colouring. Journal of Cheminformatics, 3(1). https://doi.org/10.1186/1758-2946-3-1110.1186/1758-2946-3-11307624421439031
  47. Sainio, J., Westerholm, J., & Oksanen, J. (2015). Generating Heat Maps of Popular Routes Online from Massive Mobile Sports Tracking Application Data in Milliseconds While Respecting Privacy. ISPRS International Journal of Geo-Information, 4(4), 1813–1826. https://doi.org/10.3390/ijgi404181310.3390/ijgi4041813
  48. Scott, N., Green, C., & Fairley, S. (2016). Investigation of the use of eye tracking to examine tourism advertising effectiveness. Current Issues in Tourism, 19(7), 634–642. https://doi.org/10.1080/13683500.2014.100379710.1080/13683500.2014.1003797
  49. Siejka, M., & Ślusarski, M. (2014). Ocena geoportali internetowych powiatów, na wybranych przykładach oraz według ustalonych kryteriów. Infrastruktura i Ekologia Terenów Wiejskich, 2(2), 545–555.
  50. Silva, A. T., Ribone, P. A., Chan, R. L., Ligterink, W., & Hilhorst, H. W. M. (2016). A Predictive Coexpression Network Identifies Novel Genes Controlling the Seed-to-Seedling Phase Transition in Arabidopsis thaliana. Plant Physiology, 170(4), 2218–2231. https://doi.org/10.1104/pp.15.0170410.1104/pp.15.01704482514126888061
  51. Silverman, B. W. (1986). Density Estimation for Statistics and Data Analysis. Chapman and Hall.
  52. Smartlook. (n.d.). Retrieved 24 April 2021, from https://www.smartlook.com/
  53. Špakov, O., & Miniotas, D. (2007). Visualization of Eye Gaze Data using Heat Maps. Elektronika Ir Elektrotechnika, 74(2), 55–58.
  54. Strava. (n.d.). https://www.strava.com/heatmap#5.30/8.83889/51.91208/hot/all
  55. Vosskühler, A., Nordmeier, V., Kuchinke, L., & Jacobs, A. M. (2008). OGAMA (Open Gaze and Mouse Analyzer): Open-source software designed to analyze eye and mouse movements in slideshow study designs. Behavior Research Methods, 40(4), 1150–1162. https://doi.org/10.3758/BRM.40.4.115010.3758/BRM.40.4.115019001407
  56. Wilkinson, L., & Friendly, M. (2009). The History of the Cluster Heat Map. The American Statistician, 63(2), 179–184. https://doi.org/10.1198/tas.2009.003310.1198/tas.2009.0033
  57. Yeap, E., & Uy, I. (2014). Marker Clustering and Heat-maps: New features in the Google Maps Android API Utility Library. https://mapsplatform.googleblog.com/2014/02/marker-clustering-and-heatmaps-new.html
  58. Zhan, Z., Zhang, L., Mei, H., & Fong, P. (2016). Online Learners’ Reading Ability Detection Based on Eye--Tracking Sensors. Sensors, 16(9), 1457. https://doi.org/10.3390/s1609145710.3390/s16091457503873527626418
DOI: https://doi.org/10.2478/pcr-2021-0003 | Journal eISSN: 2450-6966 | Journal ISSN: 0324-8321
Language: English
Page range: 21 - 36
Submitted on: Jul 15, 2021
Accepted on: Aug 1, 2021
Published on: Sep 4, 2021
Published by: Polish Geographical Society
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2021 Wojciech Pokojski, Tomasz Panecki, Katarzyna Słomska-Przech, published by Polish Geographical Society
This work is licensed under the Creative Commons Attribution 4.0 License.