paper-with-me

홈 › Papers

A Fast Synchronization Clustering Algorithm

2014-07-23 · Xinquan Chen

This paper presents a Fast Synchronization Clustering algorithm (FSynC), which is an improved version of SynC algorithm. In order to decrease the time complexity of the original SynC algorithm, we combine grid cell partitioning method and Red-Black tree to construct the near neighbor point set of every point. By simulated experiments of some artificial data sets and several real data sets, we observe that FSynC algorithm can often get less time than SynC algorithm for many kinds of data sets. At last, it gives some research expectations to popularize this algorithm.

📄 PDF Abstract BibTeX arXiv:1407.7449

Code (0)

등록된 구현이 없습니다.

Tasks

Clustering

Similar Papers 제목 키워드 기반

Synchronization Clustering based on a Linearized Version of Vicsek model

2014-11-02 · Xinquan Chen

This paper presents a kind of effective synchronization clustering method based on a linearized version of Vicsek model. This method can be represented by an Effective Synchronization Clustering algorithm (ESynC), an Imp…

Clustering

Quantitative Clustering in Mean-Field Transformer Models

2025-04-20 · Shi Chen, Zhengjiang Lin, Yury Polyanskiy, Philippe Rigollet

The evolution of tokens through a deep transformer models can be modeled as an interacting particle system that has been shown to exhibit an asymptotic clustering behavior akin to the synchronization phenomenon in Kuramo…

Clustering

Business Cycle Synchronization in the EU: A Regional-Sectoral Look through Soft-Clustering and Wavelet Decomposition

2022-06-28 · Saulius Jokubaitis, Dmitrij Celov

This paper elaborates on the sectoral-regional view of the business cycle synchronization in the EU -- a necessary condition for the optimal currency area. We argue that complete and tidy clustering of the data improves …

ClusteringTime SeriesTime Series Analysis

Spike Synchronization Dynamics of Small-World Networks

2013-09-22 · Derek Harter

In this research report, we examine the effects of small-world network organization on spike synchronization dynamics in networks of Izhikevich spiking units. We interpolate network organizations from regular ring lattic…

Clustering

K-Best Transformation Synchronization

2019-10-01 · ICCV 2019 10 · Yifan Sun, Jiacheng Zhuo, Arnav Mohan, Qixing Huang

In this paper, we introduce the problem of K-best transformation synchronization for the purpose of multiple scan matching. Given noisy pair-wise transformations computed between a subset of depth scan pairs, K-best tran…

Clustering