论文信息 - Large-Scale Interactive Visualizations of Nearly 12, 000 Games

Large-Scale Interactive Visualizations of Nearly 12, 000 Games

We present three large-scale interactive visualizations of nearly 12,000 digital games. These were built using techniques from natural language processing and machine learning, namely latent semantic analysis, clustering analysis, and multidimensional scaling. In this paper, we briefly describe these visualizations and some of the insights that they offer. All three are hosted online as interactive web apps.

[1] Michael C. Hout,et al. Multidimensional Scaling , 2003, Encyclopedic Dictionary of Archaeology.

[2] Michael Mateas,et al. What We Talk About When We Talk About Games: Bottom-Up Game Studies Using Natural Language Processing , 2015 .

[3] Peter Wiemer-Hastings,et al. Latent semantic analysis , 2004, Annu. Rev. Inf. Sci. Technol..

[4] George Karypis,et al. A Comparison of Document Clustering Techniques , 2000 .