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In this paper we put the visibility transformation on a clear theoretical footing and show that this transform is able to embed the effect of the absolute position of the data stream into signature features in a unified and efficient way.
1908
Earlier work this paper cites.
Xie, Z., Sun, Z., Jin, L., Ni, H., and Lyons, T., Learning spatial-semantic context with fully convolutional recurrent network for online handwritten Chinese text recognition. IEEE transactions on pattern analysis and machine intelligence , 40.8 (2017): 1903-1917
1917
Earlier work this paper cites.
Chen, K.T., Integration of paths–A faithful representation of paths by noncommutative formal power series. Transactions of the American Mathematical Society , 89.2 (1958): 395-407
1958
Earlier work this paper cites.
Ree, R., Lie elements and an algebra associated with shuffles. Annals of Mathematics, (1958): 210-220
1958
Earlier work this paper cites.
Jaakkola, T. and Haussler, D., Exploiting generative models in discriminative classifiers. In Advances in neural information processing systems , (1999): 487-493
1999
Earlier work this paper cites.
Lyons, T., and Qian, Z., System control and rough paths. Oxford University Press, 2002
2002
Earlier work this paper cites.
Tsuda, K., Kawanabe, M., Rätsch, G., Sonnenburg, S. and Müller, K.R., A new discriminative kernel from probabilistic models. Advances in Neural Information Processing Systems , (2002): 977-984
2002
Earlier work this paper cites.
Williams, B.H., Toussaint, M. and Storkey, A.J., Extracting motion primitives from natural handwriting data. International Conference on Artificial Neural Networks , (2006): 634-643, Springer, Berlin, Heidelberg
2006
Earlier work this paper cites.
2006
Earlier work this paper cites.
Lyons, T.J., Caruana, M. and Lévy, T., Differential equations driven by rough paths . Springer Berlin Heidelberg, 2007
2007
Cited alongside, same era.
Williams, B.H., Toussaint, M. and Storkey, A.J., A Primitive Based Generative Model to Infer Timing Information in Unpartitioned Handwriting Data. International Joint Conferences on Artificial Intelligence , (2007): 1119-1124
2007
Cited alongside, same era.
Williams, B., Toussaint, M. and Storkey, A.J., Modelling motion primitives and their timing in biologically executed movements. Advances in neural information processing systems , (2008): 1609-1616)
2008
Cited alongside, same era.
Perina, A., Cristani, M., Castellani, U. and Murino, V., A new generative feature set based on entropy distance for discriminative classification. International Conference on Image Analysis and Processing , (2009): 199-208, Springer, Berlin, Heidelberg
2009
Cited alongside, same era.
Shahroudy, A., Liu, J., Ng, T.T. and Wang, G., Ntu rgb+ d: A large scale dataset for 3d human activity analysis. In Proceedings of the IEEE conference on computer vision and pattern recognition , (2016):1010-1019
2016
Later among the works it cites.
Liu, J., Shahroudy, A., Xu, D., Kot, A.C. and Wang, G., Skeleton-based action recognition using spatio-temporal lstm network with trust gates. IEEE transactions on pattern analysis and machine intelligence , 40.12(2017):3007-3021
2017
Later among the works it cites.
Wang, H. and Wang, L., Modeling temporal dynamics and spatial configurations of actions using two-stream recurrent neural networks. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition , 2017: 499-508
2017
Later among the works it cites.
Dua, D. and Graff, C., UCI Machine Learning Repository. [http://archive.ics.uci.edu/ml] , (2019): Irvine, CA: University of California, School of Information and Computer Science
2019
Later among the works it cites.
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Hambly, B. and Lyons, T., Uniqueness for the signature of a path of bounded variation and the reduced path group. Annals of Mathematics , 171.1 (2010):109-167
2010
Cited alongside, same era.
Iosifidis, A., Tefas, A. and Pitas, I., Multidimensional sequence classification based on fuzzy distances and discriminant analysis. IEEE Transactions on Knowledge and Data Engineering , 25.11 (2012): 2564-2575
2012
Cited alongside, same era.
Escalera, S., Gonzàlez, J., Baró, X., Reyes, M., Lopes, O., Guyon, I., Athitsos, V. and Escalante, H. Multi-modal gesture recognition challenge 2013: Dataset and results , In Proceedings of the 15th ACM on International conference on multimodal interaction, (2013): 445-452
2013
Cited alongside, same era.
Coviello, E., Chan, A.B. and Lanckriet, G.R., Clustering hidden Markov models with variational HEM. The Journal of Machine Learning Research , 15.1 (2014): 697-747
2014
Cited alongside, same era.
Grabocka, J., Wistuba, M. and Schmidt-Thieme, L., Fast classification of univariate and multivariate time series through shapelet discovery. Knowledge and information systems , 49.2 (2016): 429-454
2016
Cited alongside, same era.
Cited in the paper.
Cited in the paper.
Cited in the paper.
Li, C., Zhang, X., Liao, L., Jin, L. and Yang, W., Skeleton-based gesture recognition using several fully connected layers with path signature features and temporal transformer module. In Proceedings of the AAAI Conference on Artificial Intelligence , 33 (2019): 8585-8593
2019
Later among the works it cites.
Moore, P.J., Lyons, T.J., Gallacher, J. and Alzheimer’s Disease Neuroimaging Initiative, Using path signatures to predict a diagnosis of Alzheimer’s disease. PloS one , 14.9 (2019)
2019
Later among the works it cites.
Wang, B., Liakata, M., Ni, H., Lyons, T., Nevado-Holgado, A.J. and Saunders, K., A Path Signature Approach for Speech Emotion Recognition. Interspeech 2019 , ISCA (2019): 1661-1665
2019
Later among the works it cites.
Wang, B., Wu, Y., Taylor, N., Lyons. T., Liakata, M., Nevado-Holgado, A.J. and Saunders, K., Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews. Interspeech 2020
2020
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