Publications (39)
Semi-Supervised Active Clustering with Weak Oracles
Taewan Kim, Joydeep Ghosh
Phenotyping using Structured Collective Matrix Factorization of Multi--source EHR Data
Suriya Gunasekar, Joyce C. Ho, Joydeep Ghosh +5
Preference Completion from Partial Rankings
Suriya Gunasekar, Oluwasanmi Koyejo, Joydeep Ghosh
ACDC: $α$-Carving Decision Chain for Risk Stratification
Yubin Park, Joyce Ho, Joydeep Ghosh
Optimal Alarms for Vehicular Collision Detection
Michael Motro, Joydeep Ghosh, Chandra Bhat
A Constrained Matrix-Variate Gaussian Process for Transposable Data
Oluwasanmi Koyejo, Cheng Lee, Joydeep Ghosh
Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems
Shalmali Joshi, Oluwasanmi Koyejo, Warut Vijitbenjaronk +2
Learning More From Less: Towards Strengthening Weak Supervision for Ad-Hoc Retrieval
Dany Haddad, Joydeep Ghosh
Dating Texts without Explicit Temporal Cues
Abhimanu Kumar, Jason Baldridge, Matthew Lease +1
EPIC: Efficient prediction of IC manufacturing hotspots with a unified meta-classification formulation
Duo Ding, Bei Yu, Joydeep Ghosh +1
Risk Prediction of a Multiple Sclerosis Diagnosis
Joyce C. Ho, Joydeep Ghosh, KP Unnikrishnan
Robust Combining of Disparate Classifiers through Order Statistics
Kagan Tumer, Joydeep Ghosh
Interpreting Black Box Predictions using Fisher Kernels
Rajiv Khanna, Been Kim, Joydeep Ghosh +1
PIVETed-Granite: Computational Phenotypes through Constrained Tensor Factorization
Jette Henderson, Bradley A. Malin, Joyce C. Ho +1
Perturbed Gibbs Samplers for Synthetic Data Release
Yubin Park, Joydeep Ghosh
Unified View of Matrix Completion under General Structural Constraints
Suriya Gunasekar, Arindam Banerjee, Joydeep Ghosh
DPM: A State Space Model for Large-Scale Direct Marketing
Yubin Park, Rajiv Khanna, Joydeep Ghosh +1
Graphical RNN Models
Ashish Bora, Sugato Basu, Joydeep Ghosh
Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Shalmali Joshi, Suriya Gunasekar, David Sontag +1
Information Projection and Approximate Inference for Structured Sparse Variables
Rajiv Khanna, Joydeep Ghosh, Russell Poldrack +1
Probabilistic Combination of Classifier and Cluster Ensembles for Non-transductive Learning
Ayan Acharya, Eduardo R. Hruschka, Joydeep Ghosh +2
Learning to Rank With Bregman Divergences and Monotone Retargeting
Sreangsu Acharyya, Oluwasanmi Koyejo, Joydeep Ghosh
The trace norm constrained matrix-variate Gaussian process for multitask bipartite ranking
Oluwasanmi Koyejo, Cheng Lee, Joydeep Ghosh
Nonparametric Bayesian Sparse Graph Linear Dynamical Systems
Rahi Kalantari, Joydeep Ghosh, Mingyuan Zhou
Scalable Greedy Feature Selection via Weak Submodularity
Rajiv Khanna, Ethan Elenberg, Alexandros G. Dimakis +2
Monotone Retargeting for Unsupervised Rank Aggregation with Object Features
Avradeep Bhowmik, Joydeep Ghosh
Relaxed Oracles for Semi-Supervised Clustering
Taewan Kim, Joydeep Ghosh
Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices
Ayan Acharya, Joydeep Ghosh, Mingyuan Zhou
Boosting Variational Inference: an Optimization Perspective
Francesco Locatello, Rajiv Khanna, Joydeep Ghosh +1
Measurement-wise Occlusion in Multi-object Tracking
Michael Motro, Joydeep Ghosh
An Optimization Framework for Semi-Supervised and Transfer Learning using Multiple Classifiers and Clusterers
Ayan Acharya, Eduardo R. Hruschka, Joydeep Ghosh +1
Linear and Order Statistics Combiners for Pattern Classification
Kagan Tumer, Joydeep Ghosh
Scaling Data Association for Hypothesis-Oriented MHT
Michael Motro, Joydeep Ghosh
Ensembles of Radial Basis Function Networks for Spectroscopic Detection of Cervical Pre-Cancer
Kagan Tumer, Nirmala Ramanujam, Joydeep Ghosh +1
A Privacy-Aware Bayesian Approach for Combining Classifier and Cluster Ensembles
Ayan Acharya, Eduardo R. Hruschka, Joydeep Ghosh
Constrained Bayesian Inference for Low Rank Multitask Learning
Oluwasanmi Koyejo, Joydeep Ghosh
Exponential Family Matrix Completion under Structural Constraints
Suriya Gunasekar, Pradeep Ravikumar, Joydeep Ghosh
xGEMs: Generating Examplars to Explain Black-Box Models
Shalmali Joshi, Oluwasanmi Koyejo, Been Kim +1
Generalized Linear Models for Aggregated Data
Avradeep Bhowmik, Joydeep Ghosh, Oluwasanmi Koyejo