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Nearest Neighbour Classification for Trajectory Data
2010Trajectory data mining is an emerging area of research, having a large variety of applications. This paper proposes a nearest neighbour based trajectory data as two-step process. Extensive experiments were conducted using real datasets of moving vehicles in Milan (Italy).
Lokesh Kumar Sharma +3 more
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Classification of trajectories—Extracting invariants with a neural network
Neural Networks, 1993A neural classifier of planar trajectories is presented. There already exist a large variety of classifiers that are specialized in particular invariants contained in a trajectory classification task such as position-invariance, rotation-invariance, and size-invariance.
Margit Kinder, Wilfried Brauer
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Transformer Networks for Trajectory Classification
2022 IEEE International Conference on Big Data and Smart Computing (BigComp), 2022Keywoong Bae, Suan Lee, Wookey Lee
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Locality-Constrained Sparse Reconstruction for Trajectory Classification
2014 22nd International Conference on Pattern Recognition, 2014Trajectory classification has been extensively investigated in recent years, however, problems remain when processing incomplete trajectories of noises and local variations. In this paper, we propose a Locality-constrained Sparse Reconstruction (LSR) approach that explores both sparsity and local adaptability for robust trajectory classification.
Ce Li 0005 +5 more
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Stop consonant classification by dynamic formant trajectory
Interspeech 2004, 2004LPC analysis is one of the most powerful techniques in speech analysis. Spectral zeros during consonant or consonant-vowel transition regions introduce difficulties in estimating LPC parameters. In this paper, we propose to estimate formant frequencies from LPC model by MUSIC (Multiple Signal Classification) and ESPRIT (Estimation of Signal Parameters ...
Yanli Zheng +2 more
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Optimal Trajectories for Cooperative Classification
2003A projected role for autonomous uninhabited air vehicles is to classify and subsequently attack time critical targets, as well as perform battle damage assessment after an attack. Thus, the problem of determining optimal look angles for automatic target recognition/classification is addressed first. Next, minimum time trajectories for this mission, for
Meir Pachter, Jeffrey Hebert
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Weightless neuro-symbolic GPS trajectory classification
Neurocomputing, 2018Abstract This paper presents a framework for dealing with the problem of GPS trajectory classification in the context of the Rio de Janeiro’s public transit system (with hundreds or more classes). Such framework combines the versatile WiSARD classifier with a set of rules defined a priori, resulting in a neuro-symbolic learning system with very ...
Raul Barbosa +3 more
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Hyperparameters of Gaussian process as features for trajectory classification
2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence), 2008In this paper, we address the trajectory classification problem in Gaussian process framework without using Gaussian process based classification directly. Properties of the function corresponding to a trajectory are captured into the hyperparameters of a Gaussian process.
G. Haranadh, C. Chandra Sekhar
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TrajFormer: Efficient Trajectory Classification with Transformers
Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022Yuxuan Liang 0002 +7 more
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Probabilistic Semantic Classification of Trajectories
2010The approaches described in previous chapters are able to classify static observations using a mobile robot. However, mobile robots are dynamic agents that move along different trajectories. When operating in indoor environments, robots usually have a moderate velocity and a relatively continuous movement.
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