#mobilitydatascience β Public Fediverse posts
Live and recent posts from across the Fediverse tagged #mobilitydatascience, aggregated by home.social.
-
Do I have any followers here who used scikit-mobility's human mobility metrics?
Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:
-
Do I have any followers here who used scikit-mobility's human mobility metrics?
Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:
-
RE: https://mastodon.social/@xlth/116144192667591833
Not the ideal conditions for geospatial applications of VLMs π
#GIScience #VLM #spatiotemporal #MobilityDataScience #SpatialDataScience
-
RE: https://mastodon.social/@xlth/116144192667591833
Not the ideal conditions for geospatial applications of VLMs π
#GIScience #VLM #spatiotemporal #MobilityDataScience #SpatialDataScience
-
The #MobilityDB team just announced v1.3.0-alpha featuring
New temporal types:
π tgeometry & tgeography that can represent the temporal evolution of any geometry type (polygon, multipoint, etc.)
π temporal circular buffer (tcbuffer)
π temporal pose (tpose) type, storing the evolution of a pose
(point position + orientation)and more ...
https://github.com/MobilityDB/MobilityDB/releases/tag/v1.3.0-alpha
-
The #MobilityDB team just announced v1.3.0-alpha featuring
New temporal types:
π tgeometry & tgeography that can represent the temporal evolution of any geometry type (polygon, multipoint, etc.)
π temporal circular buffer (tcbuffer)
π temporal pose (tpose) type, storing the evolution of a pose
(point position + orientation)and more ...
https://github.com/MobilityDB/MobilityDB/releases/tag/v1.3.0-alpha
-
If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning π
09:00-10:15 Session 1A: WS: Mobility Data Science & KI β Potenziale fΓΌr den ΓΆffentlichen Verkehr
-
If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning π
09:00-10:15 Session 1A: WS: Mobility Data Science & KI β Potenziale fΓΌr den ΓΆffentlichen Verkehr
-
π€© #MobilityDataAnalytics & #GIScience all around:
Attending the @emeraldseu GA today. Presented progress on #Trajectools and our #explainableAI & #activeLearning for #MobilityDataScience. While simultaneously traveling to #AGIT2025 π
-
π€© #MobilityDataAnalytics & #GIScience all around:
Attending the @emeraldseu GA today. Presented progress on #Trajectools and our #explainableAI & #activeLearning for #MobilityDataScience. While simultaneously traveling to #AGIT2025 π
-
π New @movingpandas 0.22 and #Trajectools 2.6 just landed
Over 50% runtime reduction for many #MovementDataAnalytics tasks π
-
π New @movingpandas 0.22 and #Trajectools 2.6 just landed
Over 50% runtime reduction for many #MovementDataAnalytics tasks π
-
And here's @martinfleis et al.'s new street network generalization tool:
-
And here's @martinfleis et al.'s new street network generalization tool:
-
Another interesting new paper on street network analysis, HT @gboeing
π― it's surprisingly hard to count intersections
-
Another interesting new paper on street network analysis, HT @gboeing
π― it's surprisingly hard to count intersections
-
Direct links for convenience ...
π Paper: https://www.mdpi.com/2071-1050/17/8/3634
:github: Code: https://github.com/plus-mobilitylab/netascore/tree/v0.9.0
#Walkability #HumanMobility #MobilityDataScience #GIScience #GISchat #OSM
-
Direct links for convenience ...
π Paper: https://www.mdpi.com/2071-1050/17/8/3634
:github: Code: https://github.com/plus-mobilitylab/netascore/tree/v0.9.0
#Walkability #HumanMobility #MobilityDataScience #GIScience #GISchat #OSM
-
π₯³ New versions of @movingpandas and #Trajectools have just landed:
π’ππ²π¦ #MovingPandas 0.21.3 https://github.com/movingpandas/movingpandas/releases/tag/v0.21.3
:qgis: Trajectools 2.5 https://codeberg.org/movingpandas/trajectools/releases/tag/v2.5
π Please update your MovingPandas install to get all the improvements in #QGIS Trajectools https://plugins.qgis.org/plugins/processing_trajectory/#plugin-versions
#GISChat #MovementDataAnalytics #MobilityDataScience #Python
-
π₯³ New versions of @movingpandas and #Trajectools have just landed:
π’ππ²π¦ #MovingPandas 0.21.3 https://github.com/movingpandas/movingpandas/releases/tag/v0.21.3
:qgis: Trajectools 2.5 https://codeberg.org/movingpandas/trajectools/releases/tag/v2.5
π Please update your MovingPandas install to get all the improvements in #QGIS Trajectools https://plugins.qgis.org/plugins/processing_trajectory/#plugin-versions
#GISChat #MovementDataAnalytics #MobilityDataScience #Python
-
The quest for a fair TimeGPT benchmark
At the end of yesterday's #TimeGPT for mobility post, we concluded that TimeGPT's trainingset probably included a copy of the popular BikeNYC timeseries dataset and that, therefore, we were not looking at a fair comparison ...
http://anitagraser.com/2025/03/29/the-quest-for-a-fair-timegpt-benchmark/
-
The quest for a fair TimeGPTΒ benchmark
At the end of yesterday's #TimeGPT for mobility post, we concluded that TimeGPT's trainingset probably included a copy of the popular BikeNYC timeseries dataset and that, therefore, we were not looking at a fair comparison ...
http://anitagraser.com/2025/03/29/the-quest-for-a-fair-timegpt-benchmark/
-
#TimeGPT for #mobility: Can foundation models outperform classic machine learning models for flow predictions?
tldr; Maybe. Preliminary results certainly are impressive.
#MobilityDataScience #gischat #urbanmobility #geoai #foundationmodels
-
#TimeGPT for #mobility: Can foundation models outperform classic machine learning models for flowΒ predictions?
tldr; Maybe. Preliminary results certainly are impressive.
#MobilityDataScience #gischat #urbanmobility #geoai #foundationmodels
-
Only one more week to submit to ACM TSAS special issue on Urban Mobility https://dl.acm.org/pb-assets/static_journal_pages/tsas/pdf/TSAS_Special_Issue_Urban_Mobility-1737749682787.pdf
HT https://mastodon.social/@luis_de_sousa/113946946892555809
-
Only one more week to submit to ACM TSAS special issue on Urban Mobility https://dl.acm.org/pb-assets/static_journal_pages/tsas/pdf/TSAS_Special_Issue_Urban_Mobility-1737749682787.pdf
HT https://mastodon.social/@luis_de_sousa/113946946892555809
-
Today I'm at #edbticdt2025 to present MobiML, our latest contribution to facilitate #MachineLearning from movement data, building on @movingpandas, #pymeos, and others
More details:
https://github.com/movingpandas/mobiml -
Today I'm at #edbticdt2025 to present MobiML, our latest contribution to facilitate #MachineLearning from movement data, building on @movingpandas, #pymeos, and others
More details:
https://github.com/movingpandas/mobiml -
Even more human #MovementBehavior research:
Elkin-Frankston et al. (2025). Beyond boundaries: a location-based toolkit for quantifying group dynamics in diverse contexts. Cogn. Research 10, 10 (2025).
https://doi.org/10.1186/s41235-025-00617-6"We first segmented time periods when the group was in motion by identifying break periods using the stop detection feature from the MovingPandas Python package"
#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #HumanMobility
-
Even more human #MovementBehavior research:
Elkin-Frankston et al. (2025). Beyond boundaries: a location-based toolkit for quantifying group dynamics in diverse contexts. Cogn. Research 10, 10 (2025).
https://doi.org/10.1186/s41235-025-00617-6"We first segmented time periods when the group was in motion by identifying break periods using the stop detection feature from the MovingPandas Python package"
#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #HumanMobility
-
New #IOT research using yours truely:
Koszewski et al. (2025). Utilizing IoT Sensors and Spatial Data Mining for Analysis of Urban Space Actorsβ Behavior in University Campus Space Design.
https://doi.org/10.3390/s25051393"Trajectories were processed by the MovingPandas Python library, which offers several valuable processing algorithms"
For the full list of publications we're aware of, check out:
#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience
-
New #IOT research using yours truely:
Koszewski et al. (2025). Utilizing IoT Sensors and Spatial Data Mining for Analysis of Urban Space Actorsβ Behavior in University Campus Space Design.
https://doi.org/10.3390/s25051393"Trajectories were processed by the MovingPandas Python library, which offers several valuable processing algorithms"
For the full list of publications we're aware of, check out:
#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience
-
The EMERALDS project @emeraldseu is hosting an MLOps webinar "EMERALDS Data Infrastructure and Development Frameworksβ on 21 February, at 11:30 CET, see https://emeralds-horizon.eu/events/emeralds-webinar-data-infrastructure-and-development-frameworks
The talks explore the design and implementation of a dedicated #MLOps platform built with specialised #mobility libraries and tools. This platform is tailored to support ML engineers in the development and deployment of machine learning models for real-world applications
-
The EMERALDS project @emeraldseu is hosting an MLOps webinar "EMERALDS Data Infrastructure and Development Frameworksβ on 21 February, at 11:30 CET, see https://emeralds-horizon.eu/events/emeralds-webinar-data-infrastructure-and-development-frameworks
The talks explore the design and implementation of a dedicated #MLOps platform built with specialised #mobility libraries and tools. This platform is tailored to support ML engineers in the development and deployment of machine learning models for real-world applications
-
#Moveapps is looking for a Technical Assistant (m/f/d) proficient in #RStats and/or #Python to improve their #MovementDataAnalytics plattform
-
#Moveapps is looking for a Technical Assistant (m/f/d) proficient in #RStats and/or #Python to improve their #MovementDataAnalytics plattform
-
I've had smoother releases π
But hey, #MovingPandas 0.21 is here https://github.com/movingpandas/movingpandas/releases
Make sure to update if you want to use the new #QGIS #Trajectools plugin version which will be released soon π
#MovementDataAnalytics #MobilityDataScience #Python #DataScience #GISChat
-
I've had smoother releases π
But hey, #MovingPandas 0.21 is here https://github.com/movingpandas/movingpandas/releases
Make sure to update if you want to use the new #QGIS #Trajectools plugin version which will be released soon π
#MovementDataAnalytics #MobilityDataScience #Python #DataScience #GISChat
-
New #bicycle π² research #preprint using yours truly:
SkΓ₯ntorp et al. (2024). Data-driven bicycle driving cycles via mixed-integer programming
"we utilized the #KalmanFilter from the #MovingPandas library"
http://dx.doi.org/10.13140/RG.2.2.19928.10240
For the full list of publications we're aware of, check out:
#MixedIntegerProgramming #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #cycling #ActiveMobility #TrajectoryData
-
New #bicycle π² research #preprint using yours truly:
SkΓ₯ntorp et al. (2024). Data-driven bicycle driving cycles via mixed-integer programming
"we utilized the #KalmanFilter from the #MovingPandas library"
http://dx.doi.org/10.13140/RG.2.2.19928.10240
For the full list of publications we're aware of, check out:
#MixedIntegerProgramming #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #cycling #ActiveMobility #TrajectoryData
-
Updated my collection of open source projects in the #MobilityDataScience / #MovementDataAnalytics with new findings from #SDSL2024
https://github.com/anitagraser/movement-analysis-tools
Any more suggestions welcome
-
Updated my collection of open source projects in the #MobilityDataScience / #MovementDataAnalytics with new findings from #SDSL2024
https://github.com/anitagraser/movement-analysis-tools
Any more suggestions welcome
-
Leaving Prague with tons of new ideas and impressions.
Thanks @martinfleis and team for organizing and hosting this 2nd edition of SDSL. Looking forward to many more to come
#GISChat #SpatialDataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GeoPandas #Opensource
-
Leaving Prague with tons of new ideas and impressions.
Thanks @martinfleis and team for organizing and hosting this 2nd edition of SDSL. Looking forward to many more to come
#GISChat #SpatialDataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GeoPandas #Opensource
-
Pleasure to see more and more use from students:
"we utilize the stop detection tools provided by MovingPandas"
Wicaksono, S. B. (2024). From Data Cleaning to Predictive Models: A Strategic Approach to Analyzing Bus and Ship Trajectories. Master Thesis in Data Science, Department of Mathemetics, University of Padova.
https://thesis.unipd.it/handle/20.500.12608/69505
#DataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GISChat
-
Pleasure to see more and more use from students:
"we utilize the stop detection tools provided by MovingPandas"
Wicaksono, S. B. (2024). From Data Cleaning to Predictive Models: A Strategic Approach to Analyzing Bus and Ship Trajectories. Master Thesis in Data Science, Department of Mathemetics, University of Padova.
https://thesis.unipd.it/handle/20.500.12608/69505
#DataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GISChat
-
New #MovingPandas tutorial: taking #OGC #MovingFeatures full circle with MF-JSON
Read #MFJSON to TrajectoryCollection and write it out again in the standard MovingPoint JSON encoding
#MobileDataManagement #MobilityDataScience #MovementDataAnalytics
-
New #MovingPandas tutorial: taking #OGC #MovingFeatures full circle withΒ MF-JSON
Read #MFJSON to TrajectoryCollection and write it out again in the standard MovingPoint JSON encoding
#MobileDataManagement #MobilityDataScience #MovementDataAnalytics
-
New Trajectools 2.1 and MovingPandas 0.18 releases
Today marks the 2.1 release of #Trajectools for #QGIS. This release adds multiple new algorithms and improvements. Since some improvements involve upstream #MovingPandas functionality, I recommend to also update MovingPandas while you're at it.
http://anitagraser.com/2024/05/20/new-trajectools-2-1-and-movingpandas-0-18-releases/
#MovementDataAnalytics #MobilityDataScience #MovementDataInGIS #GISChat
-
New Trajectools 2.1 and MovingPandas 0.18Β releases
Today marks the 2.1 release of #Trajectools for #QGIS. This release adds multiple new algorithms and improvements. Since some improvements involve upstream #MovingPandas functionality, I recommend to also update MovingPandas while you're at it.
http://anitagraser.com/2024/05/20/new-trajectools-2-1-and-movingpandas-0-18-releases/
#MovementDataAnalytics #MobilityDataScience #MovementDataInGIS #GISChat
-
π I should probably leave logo design to the professionals, but this will have to do for now.
At least there is a small #Trajectools page besides the github repo now:
https://anitagraser.com/trajectools/
#QGIS #GISChat #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #Python
-
π I should probably leave logo design to the professionals, but this will have to do for now.
At least there is a small #Trajectools page besides the github repo now:
https://anitagraser.com/trajectools/
#QGIS #GISChat #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #Python
-
So glad our #Dagstuhl seminar paper on #MobilityDataScience is finally published and open access π
Mobility Data Science: Perspectives and Challenges
https://doi.org/10.1145/3652158
Kudos to the leading author team for distilling all the inputs
-
So glad our #Dagstuhl seminar paper on #MobilityDataScience is finally published and open access π
Mobility Data Science: Perspectives and Challenges
https://doi.org/10.1145/3652158
Kudos to the leading author team for distilling all the inputs
-
π Our #QGIS #Trajectools demo has been accepted to the 24th #IEEE International Conference on Mobile Data Management @mdm
Looking forward to bringing #Opensource #MovementDataAnalytics to #MDM2024
-
π Our #QGIS #Trajectools demo has been accepted to the 24th #IEEE International Conference on Mobile Data Management @mdm
Looking forward to bringing #Opensource #MovementDataAnalytics to #MDM2024