Using Network Analysis to Improve Nearest Neighbor Classification of Non-network Data

DOI10.1007/978-3-319-60438-1_11zbMath1461.68194OpenAlexW2625178340MaRDI QIDQ3388210

Tadeusz Morzy, Dariusz W. Brzeziński, Mikołaj Morzy, MacIej Piernik

Publication date: 5 May 2021

Published in: Lecture Notes in Computer Science (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-319-60438-1_11

zbMATH Keywords

classificationnetwork analysisnearest neighborscentrality measuresinstance weighting

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Cites Work

• Optimal weighted nearest neighbour classifiers
• A new status index derived from sociometric analysis
• Discriminatory Analysis. Nonparametric Discrimination: Consistency Properties
• Collective dynamics of ‘small-world’ networks
• Evaluating Learning Algorithms