Krishnakumar Balasubramanian

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Escaping Saddle-Points Faster under Interpolation-like Conditions pdf

Abhishek Roy, Krishnakumar Balasubramanian, Saeed Ghadimi, 2020, ArXiv.

System Integration Using Model-Driven Engineering

Douglas C. Schmidt, Krishnakumar Balasubramanian, Zoltán Molnár, 2009 .

A Platform-Independent Component Modeling Language for Distributed Real-Time and Embedded Systems

Aniruddha S. Gokhale, Douglas C. Schmidt, Jeff Parsons, 2005, IEEE Real-Time and Embedded Technology and Applications Symposium.

Component-Based System Integration via (Meta)Model Composition

Douglas C. Schmidt, Krishnakumar Balasubramanian, Ákos Lédeczi, 2007, 14th Annual IEEE International Conference and Workshops on the Engineering of Computer-Based Systems (ECBS'07).

Zeroth-Order Algorithms for Nonconvex Minimax Problems with Improved Complexities pdf

Shiqian Ma, Krishnakumar Balasubramanian, Meisam Razaviyayn, 2020, ArXiv.

An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias pdf

Krishnakumar Balasubramanian, Murat A. Erdogdu, Lu Yu, 2020, NeurIPS.

Ultrahigh Dimensional Feature Screening via RKHS Embeddings

Krishnakumar Balasubramanian, Guy Lebanon, Bharath K. Sriperumbudur, 2013, AISTATS.

Unsupervised Supervised Learning II: Margin-Based Classification without Labels

Krishnakumar Balasubramanian, Guy Lebanon, Pinar Donmez, 2011, AISTATS.

Model Driven Middleware: A New Paradigm for Developing and Provisioning Distributed Real-time and Embedded Applications ?

Douglas C. Schmidt, Krishnakumar Balasubramanian, George Edwards, 2003 .

High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning pdf

Krishnakumar Balasubramanian, Tong Zhang, Kai Yu, 2013, UAI.

Multi-Point Bandit Algorithms for Nonstationary Online Nonconvex Optimization pdf

Krishnakumar Balasubramanian, Saeed Ghadimi, Prasant Mohapatra, 2019, ArXiv.

Zeroth-Order Nonconvex Stochastic Optimization: Handling Constraints, High Dimensionality, and Saddle Points

Krishnakumar Balasubramanian, Saeed Ghadimi, Saeed Ghadimi, 2018, Foundations of Computational Mathematics.

Smooth sparse coding via marginal regression for learning sparse representations pdf

Krishnakumar Balasubramanian, Kai Yu, Guy Lebanon, 2012, Artif. Intell..

Zeroth-order Optimization on Riemannian Manifolds pdf

Krishnakumar Balasubramanian, Jiaxiang Li, Shiqian Ma, 2020, ArXiv.

Asymptotic Analysis of Generative Semi-Supervised Learning pdf

Krishnakumar Balasubramanian, Guy Lebanon, Joshua V. Dillon, 2010, ICML.

On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method pdf

Krishnakumar Balasubramanian, Murat A. Erdogdu, Ye He, 2020, NeurIPS.

Physical Assembly Mapper: A Model-Driven Optimization Tool for QoS-Enabled Component Middleware

Douglas C. Schmidt, Krishnakumar Balasubramanian, 2008, 2008 IEEE Real-Time and Embedded Technology and Applications Symposium.

Dimensionality Reduction for Text using Domain Knowledge

Krishnakumar Balasubramanian, Yi Mao, Guy Lebanon, 2010, COLING.

Stochastic Zeroth-order Riemannian Derivative Estimation and Optimization

Krishnakumar Balasubramanian, Jiaxiang Li, Shiqian Ma, 2020 .

The Landmark Selection Method for Multiple Output Prediction

Krishnakumar Balasubramanian, Guy Lebanon, G. Lebanon, 2012, ICML.

Model-driven Engineering of Component Systems

Krishnakumar Balasubramanian, K. Balasubramanian, 2006 .

Estimating High-dimensional Non-Gaussian Multiple Index Models via Stein's Lemma

Krishnakumar Balasubramanian, Zhuoran Yang, Zhaoran Wang, 2017, NIPS.

Towards composable distributed real-time and embedded software

Douglas C. Schmidt, Krishnakumar Balasubramanian, Nanbor Wang, 2003, Proceedings of the Eighth International Workshop on Object-Oriented Real-Time Dependable Systems, 2003. (WORDS 2003)..

Weaving Deployment Aspects into Domain-specific Models

Aniruddha S. Gokhale, Jeffrey G. Gray, Krishnakumar Balasubramanian, 2006, Int. J. Softw. Eng. Knowl. Eng..

Collaborative research: Development of effective gene selection algorithms

Krishnakumar Balasubramanian, Haesun Park, Wooyoung Kim, 2011 .

Applying model-driven development to distributed real-time and embedded avionics systems

Aniruddha S. Gokhale, Douglas C. Schmidt, Jeff Parsons, 2006, Int. J. Embed. Syst..

QUICKER: A Model-Driven QoS Mapping Tool for QoS-Enabled Component Middleware

Aniruddha S. Gokhale, Douglas C. Schmidt, Krishnakumar Balasubramanian, 2007, 10th IEEE International Symposium on Object and Component-Oriented Real-Time Distributed Computing (ISORC'07).

High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation

Krishnakumar Balasubramanian, Zhuoran Yang, Han Liu, 2017, ICML.

Stochastic Multi-level Composition Optimization Algorithms with Level-Independent Convergence Rates pdf

Krishnakumar Balasubramanian, Saeed Ghadimi, Anthony Nguyen, 2020, ArXiv.

Developing applications using model-driven design environments

Aniruddha S. Gokhale, Gabor Karsai, Krishnakumar Balasubramanian, 2006, Computer.

Model driven middleware: A new paradigm for developing distributed real-time and embedded systems

Aniruddha S. Gokhale, Douglas C. Schmidt, Jeff Parsons, 2008, Sci. Comput. Program..

Linguistic Geometries for Unsupervised Dimensionality Reduction pdf

Krishnakumar Balasubramanian, Yi Mao, Guy Lebanon, 2010, ArXiv.

Online and Bandit Algorithms for Nonstationary Stochastic Saddle-Point Optimization pdf

Abhishek Roy, Krishnakumar Balasubramanian, Prasant Mohapatra, 2019, ArXiv.