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2017 | OriginalPaper | Chapter

MVSC-Bench: A Tool to Benchmark Classification Methods for Multivariate Spatiotemporal Data

Authors : Siddhant Kulkarni, Farnoush Banaei-Kashani

Published in: Advances in Spatial and Temporal Databases

Publisher: Springer International Publishing

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Abstract

Applications focusing on analysis of multivariate spatiotemporal series (MVS) have proliferated over the past decade. Researchers in a wide array of domains ranging from action recognition to sports analytics have come forward with novel methods to classify this type of data, but well-defined benchmarks for comparative evaluation of the MVS classification methods are non-existent. We present MVSC-Bench, to target this gap.

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Literature
1.
go back to reference Raheja, J.L., Minhas, M., Prashanth, D., Shah, T., Chaudhary, A.: Robust gesture recognition using Kinect: a comparison between DTW and HMM. Optik Int. J. Light Electron Optics 126(11–12), 1098–1104 (2015)CrossRef Raheja, J.L., Minhas, M., Prashanth, D., Shah, T., Chaudhary, A.: Robust gesture recognition using Kinect: a comparison between DTW and HMM. Optik Int. J. Light Electron Optics 126(11–12), 1098–1104 (2015)CrossRef
2.
go back to reference Kashani, F.B., Medioni, G., Nguyen, K., Nocera, L., Shahabi, C., Wang, R., Blanco, C.E., Chen, Y.-A., Chung, Y.-C., Fisher, B., Mulroy, S., Requejo, P., Winstein, C.: Monitoring mobility disorders at home using 3D visual sensors and mobile sensors. In: Proceedings of the 4th Conference on Wireless Health (WH 2013). ACM, New York (2013) Kashani, F.B., Medioni, G., Nguyen, K., Nocera, L., Shahabi, C., Wang, R., Blanco, C.E., Chen, Y.-A., Chung, Y.-C., Fisher, B., Mulroy, S., Requejo, P., Winstein, C.: Monitoring mobility disorders at home using 3D visual sensors and mobile sensors. In: Proceedings of the 4th Conference on Wireless Health (WH 2013). ACM, New York (2013)
3.
go back to reference Gianaria, E., Grangetto, M., Lucenteforte, M., Balossino, N.: Human classification using gait features. In: Cantoni, V., Dimov, D., Tistarelli, M. (eds.) Biometric Authentication, BIOMET 2014, vol. 8897. Springer, Cham (2014) Gianaria, E., Grangetto, M., Lucenteforte, M., Balossino, N.: Human classification using gait features. In: Cantoni, V., Dimov, D., Tistarelli, M. (eds.) Biometric Authentication, BIOMET 2014, vol. 8897. Springer, Cham (2014)
4.
go back to reference Sinha, A., Chakravarty, K.: Pose based person identification using kinect. In: 2013 IEEE International Conference on Systems, Man, and Cybernetics, Manchester, pp. 497–503 (2013) Sinha, A., Chakravarty, K.: Pose based person identification using kinect. In: 2013 IEEE International Conference on Systems, Man, and Cybernetics, Manchester, pp. 497–503 (2013)
5.
go back to reference Araujo, R.M., Graña, G., Andersson, V.: Towards skeleton biometric identification using the microsoft kinect sensor. In: Proceedings of the 28th Annual ACM Symposium on Applied Computing (SAC 2013). ACM, New York, pp. 21–26 (2013) Araujo, R.M., Graña, G., Andersson, V.: Towards skeleton biometric identification using the microsoft kinect sensor. In: Proceedings of the 28th Annual ACM Symposium on Applied Computing (SAC 2013). ACM, New York, pp. 21–26 (2013)
6.
go back to reference Andersson, V.O., Araujo, R.M.: Person identification using anthropometric and gait data from kinect sensor. In: Proceedings of the 29th AAAI Conference (2015) Andersson, V.O., Araujo, R.M.: Person identification using anthropometric and gait data from kinect sensor. In: Proceedings of the 29th AAAI Conference (2015)
7.
go back to reference Ramos, J.: Using TF-IDF to Determine Word Relevance in Document Queries (1999) Ramos, J.: Using TF-IDF to Determine Word Relevance in Document Queries (1999)
8.
go back to reference Pettersen, S.A., Johansen, D., Johansen, H., Berg-Johansen, V., Gaddam, V.R., Mortensen, A., Langseth, R., Griwodz, C., Stensland, H.K., Halvorsen, P.: Soccer video and player position dataset. In: Proceedings of the 5th ACM Multimedia Systems Conference (MMSys 2014). ACM, New York, pp. 18–23 (2014) Pettersen, S.A., Johansen, D., Johansen, H., Berg-Johansen, V., Gaddam, V.R., Mortensen, A., Langseth, R., Griwodz, C., Stensland, H.K., Halvorsen, P.: Soccer video and player position dataset. In: Proceedings of the 5th ACM Multimedia Systems Conference (MMSys 2014). ACM, New York, pp. 18–23 (2014)
9.
go back to reference Yu, S., Tan, T., Huang, K., Jia, K., Wu, X.: A study on gait-based gender classification. IEEE Trans. Image Process. 18(8), 1905–1910 (2009)MathSciNetCrossRef Yu, S., Tan, T., Huang, K., Jia, K., Wu, X.: A study on gait-based gender classification. IEEE Trans. Image Process. 18(8), 1905–1910 (2009)MathSciNetCrossRef
10.
go back to reference Morse, M.D., Patel, J.M.: An efficient and accurate method for evaluating time series similarity. In: Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data (SIGMOD 2007). ACM, New York, pp. 569–580 (2007) Morse, M.D., Patel, J.M.: An efficient and accurate method for evaluating time series similarity. In: Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data (SIGMOD 2007). ACM, New York, pp. 569–580 (2007)
11.
go back to reference Han, J., Dong, G., Yin, Y.: Efficient mining of partial periodic patterns in time series database. In: Proceedings 15th International Conference on Data Engineering (Cat. No. 99CB36337), Sydney, NSW, pp. 106–115 (1999) Han, J., Dong, G., Yin, Y.: Efficient mining of partial periodic patterns in time series database. In: Proceedings 15th International Conference on Data Engineering (Cat. No. 99CB36337), Sydney, NSW, pp. 106–115 (1999)
Metadata
Title
MVSC-Bench: A Tool to Benchmark Classification Methods for Multivariate Spatiotemporal Data
Authors
Siddhant Kulkarni
Farnoush Banaei-Kashani
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-64367-0_32

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