6 citations · 6 across the 2 of their papers we have counts for
4 papers
Beyond Answer Confidence: A Controlled Audit of Self-Knowledge in a Black-Box Decision Model
Sharath M Shankaranarayana, Davor Runje, Jan Jannink
Decision models return probabilities intended for routing, abstention and automated action. Calibration makes those probabilities useful on average, but does not establish whether…
Constrained Monotonic Neural Networks
Davor Runje, Sharath M. Shankaranarayana
Wider adoption of neural networks in many critical domains such as finance and healthcare is being hindered by the need to explain their predictions and to impose additional constr…
Attention Augmented Convolutional Transformer for Tabular Time-series
Sharath M Shankaranarayana, Davor Runje
Time-series classification is one of the most frequently performed tasks in industrial data science, and one of the most widely used data representation in the industrial setting i…
ALIME: Autoencoder Based Approach for Local Interpretability
Sharath M. Shankaranarayana, Davor Runje
Machine learning and especially deep learning have garneredtremendous popularity in recent years due to their increased performanceover other methods. The availability of large amo…