Igor Melnyk  Igor Melnyk photo         

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Research Scientist, IBM Research AI
Thomas J. Watson Research Center, Yorktown Heights, NY USA



Estimating Information Flow in Neural Networks
Ziv Goldfeld, Ewout van den Berg, Kristjan Greenewald, Brian Kingsbury, Igor Melnyk, Nam Nguyen, Yury Polyanskiy

Improved Image Captioning with Adversarial Semantic Alignment
Igor Melnyk, Tom Sercu, Pierre L. Dognin, Jarret Ross, Youssef Mroueh

Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer
Cicero Nogueira dos Santos, Igor Melnyk, Inkit Padhi
ACL: Association for Computational Linguistics, 2018

DE-RNN: Forecasting the probability density function of nonlinear time series
Kyongmin Yeo, Igor Melnyk, Nam Nguyen


Improved Neural Text Attribute Transfer with Non-parallel Data
Igor Melnyk, Cicero Nogueira dos Santos, Kahini Wadhawan, Inkit Padhi, Abhishek Kumar
NIPS 2017 Workshop on Learning Disentangled Representations: from Perception to Control

SenGen: Sentence Generating Neural Variational Topic Model
Ramesh Nallapati, Igor Melnyk, Abhishek Kumar, Bowen Zhou
Workshop on Generating Natural Language at ICML, 2017

A Spectral Algorithm for Inference in Hidden semi-Markov Models
Igor Melnyk, Arindam Banerjee
JMLR: Journal of Machine Learning Research, 2017


Semi-Markov Switching Vector Autoregressive Model-Based Anomaly Detection in Aviation Systems
Igor Melnyk, Arindam Banerjee, Bryan Matthews, Nikunj Oza
KDD: Conference on Knowledge Discovery and Data Mining, 2016

Estimating Structured Vector Autoregressive Models
Igor Melnyk, Arindam Banerjee
ICML: International Conference on Machine Learning, 2016

Vector Autoregressive Model-based Anomaly Detection in Aviation Systems
Igor Melnyk, Bryan Matthews, Hamed Valizadegan, Arindam Banerjee, Nikunj Oza.
JAIS: Journal of Aerospace Information Systems, 2016


A Spectral Algorithm for Inference in Hidden semi-Markov Models
Igor Melnyk, Arindam Banerjee
AISTATS: Artificial Intelligence and Statistics Conference, 2015


Detection of Precursors to Aviation Safety Incidents Due to Human Factors
Igor Melnyk, Pranjul Yadav, Michael Steinbach, Jaideep Srivastava, Vipin Kumar, Arindam Banerjee
ICDM: International Conference on Data Mining, 2013


Cooperative Vision-aided Inertial Navigation using Overlapping Views
Igor Melnyk, Joel Hesch, Stergios Roumeliotis
ICRA: International Conference on Robotics and Automation, 2012