Alert button
Picture for Renuka Sindhgatta

Renuka Sindhgatta

Alert button

AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data

Nov 02, 2023
Santosh Palaskar, Vijay Ekambaram, Arindam Jati, Neelamadhav Gantayat, Avirup Saha, Seema Nagar, Nam H. Nguyen, Pankaj Dayama, Renuka Sindhgatta, Prateeti Mohapatra, Harshit Kumar, Jayant Kalagnanam, Nandyala Hemachandra, Narayan Rangaraj

Viaarxiv icon

Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning

May 06, 2022
Prerna Agarwal, Avani Gupta, Renuka Sindhgatta, Sampath Dechu

Figure 1 for Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning
Figure 2 for Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning
Figure 3 for Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning
Figure 4 for Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning
Viaarxiv icon

Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms

Sep 03, 2021
Bemali Wickramanayake, Zhipeng He, Chun Ouyang, Catarina Moreira, Yue Xu, Renuka Sindhgatta

Figure 1 for Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms
Figure 2 for Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms
Figure 3 for Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms
Figure 4 for Building Interpretable Models for Business Process Prediction using Shared and Specialised Attention Mechanisms
Viaarxiv icon

Explainable AI Enabled Inspection of Business Process Prediction Models

Jul 16, 2021
Chun Ouyang, Renuka Sindhgatta, Catarina Moreira

Figure 1 for Explainable AI Enabled Inspection of Business Process Prediction Models
Figure 2 for Explainable AI Enabled Inspection of Business Process Prediction Models
Figure 3 for Explainable AI Enabled Inspection of Business Process Prediction Models
Figure 4 for Explainable AI Enabled Inspection of Business Process Prediction Models
Viaarxiv icon

Developing a Fidelity Evaluation Approach for Interpretable Machine Learning

Jun 16, 2021
Mythreyi Velmurugan, Chun Ouyang, Catarina Moreira, Renuka Sindhgatta

Figure 1 for Developing a Fidelity Evaluation Approach for Interpretable Machine Learning
Figure 2 for Developing a Fidelity Evaluation Approach for Interpretable Machine Learning
Figure 3 for Developing a Fidelity Evaluation Approach for Interpretable Machine Learning
Figure 4 for Developing a Fidelity Evaluation Approach for Interpretable Machine Learning
Viaarxiv icon

Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach

Dec 08, 2020
Mythreyi Velmurugan, Chun Ouyang, Catarina Moreira, Renuka Sindhgatta

Figure 1 for Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach
Figure 2 for Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach
Figure 3 for Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach
Figure 4 for Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach
Viaarxiv icon

An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models

Jul 21, 2020
Catarina Moreira, Yu-Liang Chou, Mythreyi Velmurugan, Chun Ouyang, Renuka Sindhgatta, Peter Bruza

Figure 1 for An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models
Figure 2 for An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models
Figure 3 for An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models
Figure 4 for An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models
Viaarxiv icon

An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics

Feb 21, 2020
Catarina Moreira, Renuka Sindhgatta, Chun Ouyang, Peter Bruza, Andreas Wichert

Figure 1 for An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics
Figure 2 for An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics
Figure 3 for An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics
Figure 4 for An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics
Viaarxiv icon

Interpreting Predictive Process Monitoring Benchmarks

Dec 22, 2019
Renuka Sindhgatta, Chun Ouyang, Catarina Moreira, Yi Liao

Figure 1 for Interpreting Predictive Process Monitoring Benchmarks
Figure 2 for Interpreting Predictive Process Monitoring Benchmarks
Figure 3 for Interpreting Predictive Process Monitoring Benchmarks
Figure 4 for Interpreting Predictive Process Monitoring Benchmarks
Viaarxiv icon

Targeted Example Generation for Compilation Errors

Sep 02, 2019
Umair Z. Ahmed, Renuka Sindhgatta, Nisheeth Srivastava, Amey Karkare

Figure 1 for Targeted Example Generation for Compilation Errors
Figure 2 for Targeted Example Generation for Compilation Errors
Figure 3 for Targeted Example Generation for Compilation Errors
Figure 4 for Targeted Example Generation for Compilation Errors
Viaarxiv icon