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In healthcare applications, temporal variables that encode movement, health status and longitudinal patient evolution are often accompanied by rich structured information such as demographics, diagnostics and medical exam data.
The effects of specific medical conditions on the functional limitations of elders in the Framingham study
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An online algorithm for segmenting time series
E. Keogh, S. Chu, D. Hart, and M. Pazzani · 2001
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Gait analysis for human identification
A. Kale, N. Cuntoor, B. Yegnanarayana, A. Rajagopalan, and R. Chellappa · 2003
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Segmenting time series: A survey and novel approach
E. Keogh, S. Chu, D. Hart, and M. Pazzani · 2004
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The role of mechanical loading in the onset and progression of osteoarthritis
T. M. Griffin and F. Guilak · 2005
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Prevalence of four developmental disabilities among children aged 8 years: Metropolitan Atlanta Developmental Disabilities Surveillance Program, 1996 and 2000
T. K. Bhasin, S. Brocksen, R. N. Avchen, and K. V. N. Braun · 2006
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Effect of physical activity on articular knee joint structures in community-based adults
T. L. Racunica, A. J. Teichtahl, Y. Wang, A. E. Wluka, D. R. English, G. G. Giles, R. O’Sullivan, and F. M. Cicuttini · 2007
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Gait and neuromuscular pattern changes are associated with differences in knee osteoarthritis severity levels
J. L. Astephen, K. J. Deluzio, G. E. Caldwell, M. J. Dunbar, and C. L. Hubley-Kozey · 2008
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Lifetime risk of symptomatic knee osteoarthritis
L. Murphy, T. A. Schwartz, C. G. Helmick, J. B. Renner, G. Tudor, G. Koch, A. Dragomir, W. D. Kalsbeek, G. Luta, and J. M. Jordan · 2008
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Prevalence and most common causes of disability among adults—United States, 2005
CDC · 2009
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Assessing physical activity in persons with knee osteoarthritis using accelerometers: data from the osteoarthritis initiative
J. Song, P. Semanik, L. Sharma, R. W. Chang, M. C. Hochberg, W. J. Mysiw, J. M. Bathon, C. B. Eaton, R. Jackson, C. K. Kwoh, et al · 2010
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Objective physical activity measurement in the osteoarthritis initiative: are guidelines being met?
D. D. Dunlop, J. Song, P. A. Semanik, R. W. Chang, L. Sharma, J. M. Bathon, C. B. Eaton, M. C. Hochberg, R. D. Jackson, C. K. Kwoh, et al · 2011
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Support vector machines for detecting age-related changes in running kinematics
R. K. Fukuchi, B. M. Eskofier, M. Duarte, and R. Ferber · 2011
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Evaluation of conventional selection criteria for psoas lengthening for individuals with cerebral palsy: a retrospective, case-controlled study
W. H. Truong, A. Rozumalski, T. F. Novacheck, C. Beattie, and M. H. Schwartz · 2011
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Effect of physical activity on functional performance and knee pain in patients with osteoarthritis: analysis with marginal structural models
M. A. Mansournia, G. Danaei, M. H. Forouzanfar, M. Mahmoodi, M. Jamali, N. Mansournia, and K. Mohammad · 2012
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Performance evaluation of gait recognition using the largest inertial sensor-based gait database
N. T. Trung, Y. Makihara, H. Nagahara, Y. Mukaigawa, and Y. Yagi · 2012
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Application of principal component analysis in clinical gait research: identification of systematic differences between healthy and medial knee-osteoarthritic gait
Easy multiple kernel learning
F. Aiolli and M. Donini · 2014
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Relation of physical activity time to incident disability in community dwelling adults with or at risk of knee arthritis: prospective cohort study
D. D. Dunlop, J. Song, P. A. Semanik, L. Sharma, J. M. Bathon, C. B. Eaton, M. C. Hochberg, R. D. Jackson, C. K. Kwoh, W. J. Mysiw, et al · 2014
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Time series classification using multi-channels deep convolutional neural networks
Y. Zheng, Q. Liu, E. Chen, Y. Ge, and J. L. Zhao · 2014
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Sedentary behavior and physical function: objective evidence from the osteoarthritis initiative
J. Lee, R. W. Chang, L. Ehrlich-Jones, C. K. Kwoh, M. Nevitt, P. A. Semanik, L. Sharma, M.-W. Sohn, J. Song, and D. D. Dunlop · 2015
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Temporal convolutional neural networks for diagnosis from lab tests
N. Razavian and D. Sontag · 2015
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P. Federolf, K. Boyer, and T. Andriacchi · 2013
Cited alongside, same era.
Physical activity, alignment and knee osteoarthritis: data from MOST and the OAI
D. T. Felson, J. Niu, T. Yang, J. Torner, C. E. Lewis, P. Aliabadi, B. Sack, L. Sharma, A. Guermazi, J. Goggins, et al · 2013
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Speech recognition with deep recurrent neural networks
A. Graves, A.-R. Mohamed, and G. Hinton · 2013
Cited alongside, same era.
Physical activity in relation to knee cartilage T2 progression measured with 3T MRI over a period of 4 years: data from the osteoarthritis initiative
W. Lin, H. Alizai, G. Joseph, W. Srikhum, M. Nevitt, J. Lynch, C. McCulloch, and T. Link · 2013
Cited alongside, same era.
Scale invariant conditional dependence measures
S. J. Reddi and B. Póczos · 2013
Cited alongside, same era.
Predicting the outcome of intramuscular psoas lengthening in children with cerebral palsy using preoperative gait data and the random forest algorithm
M. H. Schwartz, A. Rozumalski, W. Truong, and T. F. Novacheck · 2013
Cited alongside, same era.
Pedestrian detection with unsupervised multi-stage feature learning
P. Sermanet, K. Kavukcuoglu, S. Chintala, and Y. LeCun · 2013
Cited alongside, same era.
Earliness-aware deep convolutional networks for early time series classification
W. Wang, C. Chen, W. Wang, P. Rai, and L. Carin
Cited in the paper.
Very deep convolutional networks for text classification
A. Conneau, H. Schwenk, L. Barrault, and Y. Lecun · 2016
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Multi-scale convolutional neural networks for time series classification
Z. Cui, W. Chen, and Y. Chen · 2016
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LSTM-based encoder-decoder for multi-sensor anomaly detection
P. Malhotra, A. Ramakrishnan, G. Anand, L. Vig, P. Agarwal, and G. Shroff · 2016
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Conditional time series forecasting with convolutional neural networks
A. Borovykh, S. Bohte, and C. W. Oosterlee · 2017
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Osteoarthritis initiative, a knee health study, 2017
OAI · 2017
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Multiple kernel based region importance learning for neural classification of gait states from EEG signals
Y. Zhang, S. Prasad, A. Kilicarslan, and J. L. Contreras-Vidal · 2017
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