Karthikeyan Natesan Ramamurthy

Mikhail Yurochkin

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

2021

Estimating Shape Parameters of Piecewise Linear-Quadratic Problems.

[BibT_eX]

[DOI]

Peng Zheng

Open J. Math. Optim., 2021

Optimized Score Transformation for Consistent Fair Classification.

[BibT_eX]

[DOI]

Flávio P. Calmon

J. Mach. Learn. Res., 2021

Ground-Truth, Whose Truth? - Examining the Challenges with Annotating Toxic Text Datasets.

[BibT_eX]

[DOI]

Kofi Arhin

CoRR, 2021

Data-Centric AI Requires Rethinking Data Notion.

[BibT_eX]

[DOI]

Mustafa Hajij

Ghada Zamzmi

Aldo Guzmán-Sáenz

CoRR, 2021

Your fairness may vary: Group fairness of pretrained language models in toxic text classification.

[BibT_eX]

[DOI]

Mikhail Yurochkin

CoRR, 2021

Uncertainty Quantification 360: A Holistic Toolkit for Quantifying and Communicating the Uncertainty of AI.

[BibT_eX]

[DOI]

Soumya Ghosh

Q. Vera Liao

CoRR, 2021

Conditionally independent data generation.

[BibT_eX]

[DOI]

Kartik Ahuja

Karthikeyan Shanmugam

Murat Kocaoglu

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

2020

Characterizing the Latent Space of Molecular Deep Generative Models with Persistent Homology Metrics.

[BibT_eX]

[DOI]

Yair Schiff

Vijil Chenthamarakshan

Payel Das

CoRR, 2020

Model Agnostic Multilevel Explanations.

[BibT_eX]

[DOI]

Bhanukiran Vinzamuri

Yunfeng Zhang

Amit Dhurandhar

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Finding the Homology of Decision Boundaries with Active Learning.

[BibT_eX]

[DOI]

Weizhi Li

Gautam Dasarathy

Visar Berisha

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Model Projection: Theory and Applications to Fair Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2020

Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness.

[BibT_eX]

[DOI]

Pu Zhao

Pin-Yu Chen

Payel Das

Xue Lin

Proceedings of the 8th International Conference on Learning Representations, 2020

PI-Net: A Deep Learning Approach to Extract Topological Persistence Images.

[BibT_eX]

[DOI]

Anirudh Som

Hongjun Choi

Matthew P. Buman

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Optimized Score Transformation for Fair Classification.

[BibT_eX]

[DOI]

Flávio P. Calmon

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

Treeview and Disentangled Representations for Explaining Deep Neural Networks Decisions.

[BibT_eX]

[DOI]

Bhavya Kailkhura

Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

A Natural Language Processing System for Extracting Evidence of Drug Repurposing from Scientific Publications.

[BibT_eX]

[DOI]

Shivashankar Subramanian

Sushma Ravichandran

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Crowd Counting with Decomposed Uncertainty.

[BibT_eX]

[DOI]

Min-hwan Oh

Peder A. Olsen

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Think Your Artificial Intelligence Software Is Fair? Think Again.

[BibT_eX]

[DOI]

Seema Nagar

IEEE Softw., 2019

AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias.

[BibT_eX]

[DOI]

Seema Nagar

IBM J. Res. Dev., 2019

FactSheets: Increasing trust in AI services through supplier's declarations of conformity.

[BibT_eX]

[DOI]

Ravi Nair

IBM J. Res. Dev., 2019

Simultaneous Parameter Learning and Bi-clustering for Multi-Response Models.

[BibT_eX]

[DOI]

Ming Yu

Addie M. Thompson

Aurélie C. Lozano

Frontiers Big Data, 2019

Drug Repurposing for Cancer: An NLP Approach to Identify Low-Cost Therapies.

[BibT_eX]

[DOI]

Shivashankar Subramanian

Sushma Ravichandran

CoRR, 2019

Understanding racial bias in health using the Medical Expenditure Panel Survey data.

[BibT_eX]

[DOI]

CoRR, 2019

Teaching AI to Explain its Decisions Using Embeddings and Multi-Task Learning.

[BibT_eX]

[DOI]

Noel C. F. Codella

Michael Hind

CoRR, 2019

Counting and Segmenting Sorghum Heads.

[BibT_eX]

[DOI]

Min-hwan Oh

Peder A. Olsen

CoRR, 2019

Topological Data Analysis of Decision Boundaries with Application to Model Selection.

[BibT_eX]

[DOI]

Krishnan Mody

Proceedings of the 36th International Conference on Machine Learning, 2019

Bias Mitigation Post-processing for Individual and Group Fairness.

[BibT_eX]

[DOI]

Pranay Kr. Lohia

Proceedings of the IEEE International Conference on Acoustics, 2019

TED: Teaching AI to Explain its Decisions.

[BibT_eX]

[DOI]

Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, 2019

Fair Transfer Learning with Missing Protected Attributes.

[BibT_eX]

[DOI]

Amanda Coston

Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, 2019

2018

Distribution-preserving k-anonymity.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2018

Data Pre-Processing for Discrimination Prevention: Information-Theoretic Optimization and Analysis.

[BibT_eX]

[DOI]

Flávio du Pin Calmon

Bhanukiran Vinzamuri

IEEE J. Sel. Top. Signal Process., 2018

AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias.

[BibT_eX]

[DOI]

Seema Nagar

CoRR, 2018

Increasing Trust in AI Services through Supplier's Declarations of Conformity.

[BibT_eX]

[DOI]

Michael Hind

Sameep Mehta

Ravi Nair

Alexandra Olteanu

CoRR, 2018

Teaching Meaningful Explanations.

[BibT_eX]

[DOI]

Noel C. F. Codella

Michael Hind

CoRR, 2018

Exploring High-Dimensional Structure via Axis-Aligned Decomposition of Linear Projections.

[BibT_eX]

[DOI]

Shusen Liu

Peer-Timo Bremer

Comput. Graph. Forum, 2018

Perturbation Robust Representations of Topological Persistence Diagrams.

[BibT_eX]

[DOI]

Anirudh Som

Kowshik Thopalli

Ankita Shukla

Proceedings of the Computer Vision - ECCV 2018, 2018

Detecting and Counting Panicles in Sorghum Images.

[BibT_eX]

[DOI]

Peder A. Olsen

Proceedings of the 5th IEEE International Conference on Data Science and Advanced Analytics, 2018

2017

How to foster innovation: A data-driven approach to measuring economic competitiveness.

[BibT_eX]

[DOI]

Caitlin Kuhlman

IBM J. Res. Dev., 2017

An End-To-End Machine Learning Pipeline That Ensures Fairness Policies.

[BibT_eX]

[DOI]

CoRR, 2017

Optimized Data Pre-Processing for Discrimination Prevention.

[BibT_eX]

[DOI]

Flávio du Pin Calmon

CoRR, 2017

Optimized Pre-Processing for Discrimination Prevention.

[BibT_eX]

[DOI]

Flávio P. Calmon

Bhanukiran Vinzamuri

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Learning Robust Representations for Computer Vision.

[BibT_eX]

[DOI]

Peng Zheng

Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Distributed Bundle Adjustment.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

A deep learning approach to multiple kernel fusion.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Multiscale evolution of attractor-shape descriptors for assessing Parkinson's disease severity.

[BibT_eX]

[DOI]

Anirudh Som

Narayanan Krishnamurthi

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

Propensity modeling for employee Re-skilling.

[BibT_eX]

[DOI]

Shrihari Vasudevan

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

A configurable, big data system for on-demand healthcare cost prediction.

[BibT_eX]

[DOI]

Jingwei Yang

Kevin N. Tran

Gigi Y. Yuen-Reed

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2016

TreeView: Peeking into Deep Neural Networks Via Feature-Space Partitioning.

[BibT_eX]

[DOI]

Bhavya Kailkhura

CoRR, 2016

Measuring glomerular number from kidney MRI images.

[BibT_eX]

[DOI]

Proceedings of the Medical Imaging 2016: Image Processing, 2016

Persistent homology of attractors for action recognition.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Auto-context modeling using multiple Kernel learning.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Robust Local Scaling Using Conditional Quantiles of Graph Similarities.

[BibT_eX]

[DOI]

Bhavya Kailkhura

Proceedings of the IEEE International Conference on Data Mining Workshops, 2016

Empirically-estimable multi-class classification bounds.

[BibT_eX]

[DOI]

Alan Wisler

Visar Berisha

Karthikeyan Ramamurthy

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Consensus inference on mobile phone sensors for activity recognition.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Beyond L2-loss functions for learning sparse models.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

A Riemannian Framework for Statistical Analysis of Topological Persistence Diagrams.

[BibT_eX]

[DOI]

Rushil Anirudh

Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

2015

Learning Stable Multilevel Dictionaries for Sparse Representations.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2015

Data Challenges in Disease Response: The 2014 Ebola Outbreak and Beyond.

[BibT_eX]

[DOI]

ACM J. Data Inf. Qual., 2015

Undergraduate Signal Processing Laboratories for the Android Operating System.

[BibT_eX]

[DOI]

Suhas Ranganath

Shuang Hu

CoRR, 2015

Robust Partially-Compressed Least-Squares.

[BibT_eX]

[DOI]

Stephen Becker

Ban Kawas

Marek Petrik

CoRR, 2015

Health Insurance Market Risk Assessment: Covariate Shift and k-Anonymity.

[BibT_eX]

[DOI]

Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015

Identifying Employees for Re-skilling Using an Analytics-Based Approach.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

Toward Comprehensive Attribution of Healthcare Cost Changes.

[BibT_eX]

[DOI]

Gigi Y. Yuen-Reed

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

Removing data with noisy responses in regression analysis.

[BibT_eX]

[DOI]

Alan Wisler

Visar Berisha

Karthikeyan Ramamurthy

Julie Liss

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Persistent topology of decision boundaries.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Subspace learning using consensus on the grassmannian manifold.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

A talent management tool using propensity to leave analytics.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics, 2015

Adaptive as-natural-as-possible image stitching.

[BibT_eX]

[DOI]

Chung-Ching Lin

Sharathchandra Pankanti

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014

Image Understanding Using Sparse Representations

[BibT_eX]

[DOI]

Synthesis Lectures on Image, Video, and Multimedia Processing, Morgan & Claypool Publishers, ISBN: 978-3-031-02250-0, 2014

Multiple Kernel Sparse Representations for Supervised and Unsupervised Learning.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2014

Kernel Sparse Models for Automated Tumor Segmentation.

[BibT_eX]

[DOI]

Int. J. Artif. Intell. Tools, 2014

Recovering non-negative and combined sparse representations.

[BibT_eX]

[DOI]

Digit. Signal Process., 2014

Multiplicative regression via constrained least squares.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014

Computing persistent homology under random projection.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014

Kalman smoothing with persistent nuisance parameters.

[BibT_eX]

[DOI]

Gianluigi Pillonetto

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

Automatic image annotation using inverse maps from semantic embeddings.

[BibT_eX]

[DOI]

Peer-Timo Bremer

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Multiple kernel interpolation for inverting non-linear dimensionality reduction and dimension estimation.

[BibT_eX]

[DOI]

Peer-Timo Bremer

Proceedings of the IEEE International Conference on Acoustics, 2014

A scalable feature learning and tag prediction framework for natural environment sounds.

[BibT_eX]

[DOI]

Mohit Shah

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Consensus inference with multilayer graphs for multi-modal data.

[BibT_eX]

[DOI]

Premnishanth Kothandaraman

Rahul Sridhar

Ramanathan Nachiappan

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

New Directions in Sparse Models for Image Analysis and Restoration.

[BibT_eX]

[DOI]

PhD thesis, 2013

Mixing matrix estimation using discriminative clustering for blind source separation.

[BibT_eX]

[DOI]

Digit. Signal Process., 2013

Learning Stable Multilevel Dictionaries for Sparse Representation of Images

[BibT_eX]

[DOI]

CoRR, 2013

Ensemble Sparse Models for Image Analysis

[BibT_eX]

[DOI]

CoRR, 2013

Quantifying and Recommending Expertise When New Skills Emerge.

[BibT_eX]

[DOI]

DongPing Fang

Jun Wang

John H. Bauer

Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

Boosted dictionaries for image restoration based on sparse representations.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

A heterogeneous dictionary model for representation and recognition of human actions.

[BibT_eX]

[DOI]

Rushil Anirudh

Proceedings of the IEEE International Conference on Acoustics, 2013

Quantile regression for workforce analytics.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

Interactive tools for global sustainability and Earth systems: Sea level change and temperature.

[BibT_eX]

[DOI]

Linda Hinnov

Louis Spanias

Proceedings of the IEEE Frontiers in Education Conference, 2013

2012

Learning Multilevel Dictionaries for Compressed Sensing Using Discriminative Clustering.

[BibT_eX]

[DOI]

Panos Nasiopoulos

Proceedings of the Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2012

Supervised local sparse coding of sub-image features for image retrieval.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Work in progress: Performing signal analysis laboratories using Android devices.

[BibT_eX]

[DOI]

Suhas Ranganath

Shuang Hu

Proceedings of the IEEE Frontiers in Education Conference, 2012

Workshop: Interactive education tools for earth systems and sustainability applications.

[BibT_eX]

[DOI]

Linda Hinnov

Girish Kalyanasundaram

Proceedings of the IEEE Frontiers in Education Conference, 2012

Implementation of a fast image coding and retrieval system using a GPU.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Emerging Signal Processing Applications, 2012

Automated tumor segmentation using kernel sparse representations.

[BibT_eX]

[DOI]

Deepta Rajan

David H. Frakes

Proceedings of the 12th IEEE International Conference on Bioinformatics & Bioengineering, 2012

Learning dictionaries with graph embedding constraints.

[BibT_eX]

[DOI]

Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

2011

Optimality and stability of the K-hyperline clustering algorithm.

[BibT_eX]

[DOI]

Pattern Recognit. Lett., 2011

Transform domain features for ion-channel signal classification.

[BibT_eX]

[DOI]

Biomed. Signal Process. Control., 2011

Improved sparse coding using manifold projections.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Analyte detection using an ion-channel sensor array.

[BibT_eX]

[DOI]

Michael Goryll

Trevor Thornton

Proceedings of the 17th International Conference on Digital Signal Processing, 2011

Work in progress - Interactive signal-processing labs and simulations on iOS devices.

[BibT_eX]

[DOI]

Jinru Liu

Shuang Hu

Xue Zhang

Proceedings of the 2011 Frontiers in Education Conference, 2011

Work in progress: The J-DSP/ESE software for analyzing Earth systems signals.

[BibT_eX]

[DOI]

Linda Hinnov

Proceedings of the 2011 Frontiers in Education Conference, 2011

Optimized measurements for kernel compressive sensing.

[BibT_eX]

[DOI]

Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

2010

MATLAB Software for the Code Excited Linear Prediction Algorithm: The Federal Standard-1016

[BibT_eX]

[DOI]

Synthesis Lectures on Algorithms and Software in Engineering, Morgan & Claypool Publishers, ISBN: 978-3-031-01514-4, 2010

Dimensionality Reduction for Distance Based Video Clustering.

[BibT_eX]

[DOI]

Proceedings of the Artificial Intelligence Applications and Innovations, 2010

2009

Template Learning using Wavelet Domain Statistical Models.

[BibT_eX]

[DOI]

Proceedings of the Research and Development in Intelligent Systems XXVI, 2009

Fast image registration with non-stationary Gauss-Markov random field templates.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2009

2008

Sparse Representations for Pattern Classification using Learned Dictionaries.

[BibT_eX]

[DOI]