Machine Learning Research

Volume 8, Issue 1, June 2023

  • Traditional Machine Learning Models for Building Energy Performance Prediction: A Comparative Research

    Zeyu Wu, Hongyang He

    Issue: Volume 8, Issue 1, June 2023
    Pages: 1-8
    Received: 29 April 2023
    Accepted: 18 May 2023
    Published: 29 May 2023
    Abstract: A large proportion of total energy consumption is caused by buildings. Accurately predicting the heating and cooling demand of a building is crucial in the initial design phase in order to determine the most efficient solution from various designs. In this paper, in order to explore the effectiveness of basic machine learning algorithms to solve th... Show More
  • Research Article

    Hybridizing Slime Mould Algorithm with Simulated Annealing for Solving Metric Dimension Problem

    Basma Mohamed, Mohamed Amin

    Issue: Volume 8, Issue 1, June 2023
    Pages: 9-16
    Received: 13 September 2023
    Accepted: 8 October 2023
    Published: 28 October 2023
    Abstract: In this paper, we consider the NP-hard problem of finding the metric dimension of graphs. A set of vertices B of a connected graph G = (V, E) resolves G if every vertex of G is uniquely identified by its vector of distances to the vertices in B. The cardinality of the smallest resolving set of G is the metric dimension of G. The metric dimension pr... Show More