By Xuke, Lei Ding, Jianga Shang, Hongchao Fan, Tessio Novack, Alexey Noskov, Alexander
This paper addresses the problem of determining the most salient landmark from several candidates at decision points in landmark-based way-finding. Our method significantly outperforms existing methods and achieves around 76% precision. This accuracy rate is considerably higher than the ones achieved by conventional linear models. To learn more, please refer to our paper(https://www.tandfonline.com/doi/full/10.1080/17538947.2019.1701109)
Our code is under "code/" folder. The code is implemented by Matlab R2018a. The algorithm is based on GPTIPS Symbolic Machine Learning Platform for MATLAB (https://sites.google.com/site/gptips4matlab/home)
Our data is under "data/" folder. Lists of "data/scencePic" folder are navigation scence images. The sheet of "featuresAttributes" in landmarkDataSets.xlsx file is landmarks attributes value, and the sheet of "questionnairesResult" is questionnaire results from volunteers.
The main function is Main_fold_5cross_validation.m, you could run the main function.
Comments, queries and bug reports are appreciated. Email: mylovedinglei@gmail.com