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Simon Fothergill, Ph.D. student Digital Technology Group, Computer Laboratory, University of Cambridge. “Am I doing it better?” Conveying the message to athletes. DTG Monday Meeting, 21 st February 2010, FW26. Baking a cake is a complex process…. NaHCO 3 + H + → Na + + H 2 O + CO 2
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Simon Fothergill, Ph.D. student Digital Technology Group, Computer Laboratory, University of Cambridge “Am I doing it better?”Conveying the message to athletes DTG Monday Meeting, 21st February 2010, FW26
Baking a cake is a complex process… NaHCO3 + H+ → Na+ + H2O + CO2 CO2 fills gluten structure Proteins uncurl to re-enforce structure egg
Useful simplification of feedback Coaches vocabulary Coaching session with basic feedback Rowing community survey • Importance of aspects • Events • Importance of aspects • Events • Similarity • Raw kinetics • Similarity
Coaching continues to develop • Feedback – efficient and safe training and performance • Self assessment – requires expertise, bias • Automation – fidelity, quantity, reliability, objectivity, availability • Coaches teach machines the human touch
Judgement of similarity • Applications • Quality ~ distance from target • Consistency ~ quality, fatigue • Takes various forms • Continuous • Inter-athlete • Intra-athlete • Overall Performance • Individual aspect (handle trajectory) • Handle trajectories from athletes with different levels expertise
Evaluation of well-known similarity metrics Performance 0 d1 d2 Performance 1 Performance 2 Metric d1 < d2 Metric score += ? Expert coaches
Accuracy approaches some expert coach Inter-athlete Overall performance Individual aspect Intra-athlete
Summary of results Overall Performance Inter-athlete: Duration >= 61.0% of some coach Intra-athlete: Euclidean distance >= 71.1% of some coach Individual Aspect Inter-athlete: DTW >= 54.0% of some coach Intra-athlete: Duration >= 43.8% of some coach Algorithms are more useful for coarser judgements
Acknowledgements • GB Rowing • CUWBC • Jesus College Boatclub • Jesus College BoatClub Trust • Cantabs Boatclub • ISEA Andy Hopper George Coulouris Rob Harle Andrei Bejan Alan Blackwell Sean Holden Brian Jones Marcelo Pias Joe Newman Andy Rice Salman Taherian Richard Gibbens Andrew Lewis DTG Computer Laboratory SeSAME Jesus College Rainbow group