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[Keyword] average distance(3hit)

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  • Simple Proof of the Lower Bound on the Average Distance from the Fermat-Weber Center of a Convex Body Open Access

    Xuehou TAN  

     
    PAPER-Numerical Analysis and Optimization

      Pubricized:
    2021/11/15
      Vol:
    E105-A No:5
      Page(s):
    853-857

    We show that for any convex body Q in the plane, the average distance from the Fermat-Weber center of Q to the points in Q is at least Δ(Q)/6, where Δ(Q) denotes the diameter of Q. Our proof is simple and straightforward, since it needs only elementary calculations. This simplifies a previously known proof that is based on Steiner symmetrizations.

  • Study of a Reasonable Initial Center Selection Method Applied to a K-Means Clustering

    WonHee LEE  Samuel Sangkon LEE  Dong-Un AN  

     
    PAPER-Artificial Intelligence, Data Mining

      Vol:
    E96-D No:8
      Page(s):
    1727-1733

    Clustering methods are divided into hierarchical clustering, partitioning clustering, and more. K-Means is a method of partitioning clustering. We improve the performance of a K-Means, selecting the initial centers of a cluster through a calculation rather than using random selecting. This method maximizes the distance among the initial centers of clusters. Subsequently, the centers are distributed evenly and the results are more accurate than for initial cluster centers selected at random. This is time-consuming, but it can reduce the total clustering time by minimizing allocation and recalculation. Compared with the standard algorithm, F-Measure is more accurate by 5.1%.

  • Mesh Spiral and Mesh Random Networks

    Kazuhiko IWASAKI  Akinori FURUTA  

     
    PAPER-Interconnection Networks

      Vol:
    E79-D No:8
      Page(s):
    1093-1098

    A mesh spiral network (MSnet) and a mesh random (MRnet) are proposed. The MSnet consists of the 2-D torus and bypass links that keep the degree at six. The MRnet consists of the 2-D torus and random bypass links that keep the degree at six. The diameter and the average distance are calculated by using a computer program. The cost of the MSnet is slightly higher than that of the de Bruijn graph, and is about the same as the Star graph. The cost of the MRnet is better than that of the de Bruijn graph. The MSnet is proven to be maximally fault-tolerant. The upper bound of the MRnet size is also discussed.