55 citations · 152 across the 23 of their papers we have counts for
3 papers · 1 filter
Predictive Approaches For Gaussian Process Classifier Model Selection
Sundararajan Sellamanickam, Sathiya Keerthi Selvaraj
In this paper we consider the problem of Gaussian process classifier (GPC) model selection with different Leave-One-Out (LOO) Cross Validation (CV) based optimization criteria and…
Transductive Classification Methods for Mixed Graphs
Sundararajan Sellamanickam, Sathiya Keerthi Selvaraj
In this paper we provide a principled approach to solve a transductive classification problem involving a similar graph (edges tend to connect nodes with same labels) and a dissimi…
Graph Based Classification Methods Using Inaccurate External Classifier Information
Sundararajan Sellamanickam, Sathiya Keerthi Selvaraj
In this paper we consider the problem of collectively classifying entities where relational information is available across the entities. In practice inaccurate class distribution…