The Power of Bounds: Answering Approximate Earth Mover's Distance with Parametric Bounds
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2019.2931969
Abstract: The Earth Mover's Distance (EMD) is a robust similarity measure between two histograms (e.g., probability distributions). It has been extensively used in a wide range of applications, e.g., multimedia, data mining, computer vision, etc. As… read more here.
Keywords: earth mover; emd; mover distance;
Matching Distributions Algorithms Based on the Earth Mover's Distance for Ordinal Quantification.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3179355
Abstract: The goal of quantization learning is to induce models capable of accurately predicting the class distribution for new bags of unseen examples. These models only return the prevalence of each class in the bag because… read more here.
Keywords: quantification; mover distance; earth mover; matching distributions ... See more keywords
Formation Control Algorithm of Agents Based on Earth Mover’s Distance
Sign Up to like & getrecommendations! Published in 2020 at "Mathematical Problems in Engineering"
DOI: 10.1155/2020/4383915
Abstract: Massive sport, such as unmanned aerial vehicle performance, often needs fast and efficient calculation of formation morphing and individual path planning. This paper introduces a novel fast formation control method of a crowd. First, we… read more here.
Keywords: earth mover; formation control; algorithm; mover distance ... See more keywords