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Assessing team strategy using spatiotemporal data

Patrick Lucey, Dean Oliver, Peter Carr, Joe Roth, Iain Matthews
2013 Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '13  
We show that home advantage in soccer is partly due to the conservative strategy of the away team.  ...  By way of example, we present an approach which uses an entire season of ball tracking data from the English Premier League (2010-2011 season) to reinforce the common held belief that teams should aim  ...  The emerging field of sports spatiotemporal analytics uses spatiotemporal data such as ball and player tracking data to drive automatic team behavior/strategy analysis which would be extremely useful in  ... 
doi:10.1145/2487575.2488191 dblp:conf/kdd/LuceyOCRM13 fatcat:evol4xgkgzegff5lby57hyswym

Halting NDM-producing enterobacteriaceae spread with the reactive infection control strategy: a real-world experience analyzed using a novel spatiotemporal epidemiologic risk measure (Epi-score) and whole-genome sequencing (WGS)

K Marimuthu, O Ng, W Khong, E Xia, W Xu, Y Teo, E Tan, RT Ong, D Lye, A Chow, P Krishnan, B Ang
2015 Antimicrobial Resistance and Infection Control  
Objectives We assessed the effectiveness of this strategy in controlling the spread of NDM-EB using Epi-score and wholegenome sequencing (WGS).  ...  : a real-world experience analyzed using a novel spatiotemporal epidemiologic risk measure (Epi-score) and whole-genome sequencing (WGS).  ... 
doi:10.1186/2047-2994-4-s1-o41 pmcid:PMC4474789 fatcat:zy7wensdijfr3ajz6jen46nkwa

Characterising initial sprint acceleration strategies using a whole-body kinematics approach

James J Wild, Ian N Bezodis, Jamie S North, Neil E Bezodis
2021 Journal of Sports Sciences  
Using hierarchical agglomerative cluster analysis, four clear participant groups were identified according to their normalised spatiotemporal variables.  ...  the observed technique strategies.  ...  flight ratios as a whole-body kinematic measure, represented by a single data point on a quadrant, provides a way for practitioners to assess changes in acceleration whole-body kinematic strategies over  ... 
doi:10.1080/02640414.2021.1985759 pmid:34612166 fatcat:6b5dlzfatfhd7k7hntz6k7se6y

The tactics of successful attacks in professional association football: large-scale spatiotemporal analysis of dynamic subgroups using position tracking data

Floris R. Goes, Michel S. Brink, Marije T. Elferink-Gemser, Matthias Kempe, Koen A.P.M. Lemmink
2020 Journal of Sports Sciences  
We then compared the subgroup centroids to assess the intra- and inter-team spatiotemporal synchronisation during successful and non-successful attacks, using circular statistics.  ...  Using unsupervised machine learning, we automatically identified dynamic formations based on position tracking data, and identified dynamic subgroups for every timeframe in a match.  ...  X 10D ], using position tracking data of the first half.  ... 
doi:10.1080/02640414.2020.1834689 pmid:33106106 fatcat:jitzeajhhzfmzg7fi2xhztbtda

Guidelines for Assessment of Gait and Reference Values for Spatiotemporal Gait Parameters in Older Adults: The Biomathics and Canadian Gait Consortiums Initiative

Olivier Beauchet, Gilles Allali, Harmehr Sekhon, Joe Verghese, Sylvie Guilain, Jean-Paul Steinmetz, Reto W. Kressig, John M. Barden, Tony Szturm, Cyrille P. Launay, Sébastien Grenier, Louis Bherer (+10 others)
2017 Frontiers in Human Neuroscience  
Two complementary sets of items were distinguished: a minimal data set and a full data set.  ...  Age, sex, body mass index, mean values, and coefficients of variation (CoV) of gait parameters were used for the analyses.  ...  They are assessed at baseline and at follow-up after 1, 3, and 5 years. For this analysis, we used the data collected at baseline.  ... 
doi:10.3389/fnhum.2017.00353 pmid:28824393 pmcid:PMC5540886 fatcat:xuk3pue745dctje4oxprhaphqm

Towards Understanding the Analysis, Models, and Future Directions of Sports Social Networks

Zhongbo Bai, Xiaomei Bai, Hang-Hyun Jo
2022 Complexity  
Sports social network data contains rich entity information about athletes, coaches, sports teams, football, basketball, and other sports.  ...  Thirdly, we present and compare different sports social network models that have been used for sports social network analysis, modeling, and prediction.  ...  A spatiotemporal bilinear basis model is used to form a compact spatiotemporal representation to find the behavior patterns of a team associated with the match events [56] .  ... 
doi:10.1155/2022/5743825 fatcat:vad6yfyzwfd5dklyo74ecsamqe

Comparison of Spatiotemporal Adaptive Indicators in Isolated and Confined Teams during the Concordia Stay, Tara Drift and Mars-500 Experiment

Carole Tafforin
2015 Human Performance in Extreme Environments  
We used ethological method based on observations of the adaptive strategies in daily life activities through temporal indicators and spatial indicators.  ...  Behavioral monitoring consisted of localizing and identifying team members at tables and of measuring teams' meal durations.  ...  These spatiotemporal indicators are objective events that may be used to anticipate changes in well-being or team spirit over time.  ... 
doi:10.7771/2327-2937.1062 fatcat:ffpuosc5zba3lmx6h5gmh7eoyy

Distance, Speed and High Intensity Characteristics of 0 to 24-Goal, Mixed and Women's Polo

Russ Best, Regan Standing
2019 Data  
This dataset presents information pertaining to the spatiotemporal characteristics of Polo play from a 0 to 24-goal level.  ...  Data were collected by player worn GPS units, across a New Zealand Polo season.  ...  Acknowledgments: We would like to thank Adrian Pooley, and the team at VX Sport for their technical support and enthusiasm throughout this project.  ... 
doi:10.3390/data4030095 fatcat:m7i3npxntvbd7g5534l5jplney

Am I a Baller? Basketball Performance Assessment from First-Person Videos [article]

Gedas Bertasius, Hyun Soo Park, Stella X. Yu, Jianbo Shi
2017 arXiv   pre-print
The detected atomic events are then passed through the Gaussian mixtures to construct a highly non-linear visual spatiotemporal basketball assessment feature.  ...  The spatiotemporal visual semantics provided by a first-person view allows us to reason about the camera wearer's actions while he/she is participating in an unscripted basketball game.  ...  We also note that performance assessment is an important problem in many different areas not just basketball.  ... 
arXiv:1611.05365v4 fatcat:vrzqhahqrfa27bsvt3ublajvym

An Open-Source Workflow for Spatiotemporal Studies with COVID-19 as an Example

Anusha Srirenganathan Malarvizhi, Qian Liu, Dexuan Sha, Hai Lan, Chaowei Yang
2021 ISPRS International Journal of Geo-Information  
In addition to the application development, we shared the spatiotemporal data, source code, and research findings through the GitHub repository.  ...  The highlights of the open-source workflow include sharing data, analytical tools, spatiotemporal applications, and results and formalizing open-source software development.  ...  After spatiotemporal data modeling, the next step is to extract useful patterns from spatiotemporal data.  ... 
doi:10.3390/ijgi11010013 fatcat:djob5jb4ezgpxplc6jmnzfb6uq

Spatio - temporal modelling assessing the burden of malaria in affected low and middle-income countries: a scoping review

Julius Nyerere Odhiambo, Benn Sartorius
2018 BMJ Open  
study selection Preliminary eligibility criterion has been developed to select studies that used spatiotemporal approaches for assessing the burden of malaria (table 3) .  ...  See: http:// creativecommons. org/ licenses/ by-nc/ 4. 0/. rEfErEnCEs Table 4 Quality appraisal of individual studies Quality appraisal was assessed using a 10-point scoring system quality assessment  ... 
doi:10.1136/bmjopen-2018-023071 pmid:30185578 pmcid:PMC6129102 fatcat:jsw73pzvkra3pcbfhok37enkye

From recording discrete actions to studying continuous goal-directed behaviours in team sports

Vanda Correia, Duarte Araújo, Luís Vilar, Keith Davids
2013 Journal of Sports Sciences  
Data from this study were interpreted as a consequence of differences in skill levels of individual teams instead of specific team strategies adopted.  ...  Whilst a large number of descriptive studies have created awareness among athletes and coaches of how individual players can influence team patterns, research using these data has tended to neglect the  ... 
doi:10.1080/02640414.2012.738926 pmid:23140581 fatcat:qli3jh6ecnhzhf6e2r3cqzdt7a

The Spatiotemporal Characteristics of 0–24-Goal Polo

Russ Best, Regan Standing
2019 Animals  
Data were divided into chukkas and five equine-based speed zones, grouped per cumulative player handicap and assessed using standardized mean differences.  ...  This study aims to describe the spatiotemporal demands of Polo across 0–24 goal levels. A player-worn GPS unit was used to quantify distance, speed and high-intensity activities performed.  ...  Data was divided into chukkas and five equine-based speed zones, grouped per 25 cumulative player handicap and assessed using standardised mean differences.  ... 
doi:10.3390/ani9070446 pmid:31315210 pmcid:PMC6680633 fatcat:fcdtcg3ekfgw7dvxspzostqd4y

Soft soled footwear has limited impact on toddler gait

Cylie Williams, Jessica Kolic, Wen Wu, Kade Paterson, Riccardo Di Giminiani
2021 PLoS ONE  
A quasi-experimental pre-post study design was used to assess whether spatiotemporal parameters of gait, and in-shoe foot and lower limb kinematics, differed when walking barefoot and in soft-soled footwear  ...  Walking patterns can differ widely amongst toddlers, and are characterised by unique biomechanical strategies.  ...  A minimum number of three full passes over the mat was set by the research team to provide a minimum of required steps for data capture.  ... 
doi:10.1371/journal.pone.0251175 pmid:33970926 pmcid:PMC8109762 fatcat:55bfogmo3zaytd75d5rsk5ylf4

Focused Observations for Expanded Comprehension: Advancing Tropical Pacific Coupled Modeling and Process Understanding

Charlotte A. DeMott, Aneesh Subramanian, Shuyi Chen, Kyla Drushka, Yosuke Fujii, Adrienne Sutton, Janet Sprintall, Dongxiao Zhang
2022 Bulletin of The American Meteorological Society - (BAMS)  
to fill spatiotemporal gaps in the TPOS.  ...  , and current and emerging ocean and atmosphere observing strategies.  ...  Finally, the Task Team should include international members, or their US liaisons, to facilitate coordination with multinational process study Figure. 1 . 1 Figure. 1.  ... 
doi:10.1175/bams-d-22-0041.1 fatcat:fn7pmqb5cvczvctkdspp6p43ye
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