Jayant Kalagnanam

Orcid: 0009-0009-5051-2606

Affiliations:
  • Thomas J. Watson Research Center, Yorktown Heights, USA


According to our database1, Jayant Kalagnanam authored at least 88 papers between 1988 and 2024.

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Bibliography

2024
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series.
CoRR, 2024

AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
AutoMixer for Improved Multivariate Time-Series Forecasting on BizITOps Data.
CoRR, 2023

An End-to-End Time Series Model for Simultaneous Imputation and Forecast.
CoRR, 2023

TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

Optimal Control via Linearizable Deep Learning.
Proceedings of the American Control Conference, 2023

AI Model Factory: Scaling AI for Industry 4.0 Applications.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
AI-Based Real-Time Site-Wide Optimization for Process Manufacturing.
INFORMS J. Appl. Anal., 2022

Batched Learning in Generalized Linear Contextual Bandits With General Decision Sets.
IEEE Control. Syst. Lett., 2022

Finite-sum smooth optimization with SARAH.
Comput. Optim. Appl., 2022

DSServe - Data Science using Serverless.
Proceedings of the IEEE International Conference on Big Data, 2022

Interpretable Clustering via Multi-Polytope Machines.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

AnomalyKiTS: Anomaly Detection Toolkit for Time Series.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Variational Inference Formulation for a Model-Free Simulation of a Dynamical System with Unknown Parameters by a Recurrent Neural Network.
SIAM J. Sci. Comput., 2021

Optimal decision trees for categorical data via integer programming.
J. Glob. Optim., 2021

Math Programming based Reinforcement Learning for Multi-Echelon Inventory Management.
CoRR, 2021

Asset Modeling using Serverless Computing.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

Scaling Anomaly Detection Service Using Serverless Technology.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

Regression Optimization for System-level Production Control.
Proceedings of the 2021 American Control Conference, 2021

2020
Federated Learning's Blessing: FedAvg has Linear Speedup.
CoRR, 2020

A Scalable MIP-based Method for Learning Optimal Multivariate Decision Trees.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Pruning Deep Neural Networks with $\ell_{0}$-constrained Optimization.
Proceedings of the 20th IEEE International Conference on Data Mining, 2020

Doctor for Machines: A Failure Pattern Analysis Solution for Industry 4.0.
Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

FLOps: On Learning Important Time Series Features for Real-Valued Prediction.
Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

Smart-ML: A System for Machine Learning Model Exploration using Pipeline Graph.
Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

Delay-Adaptive Distributed Stochastic Optimization.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Optimal Finite-Sum Smooth Non-Convex Optimization with SARAH.
CoRR, 2019

ThunderML: A Toolkit for Enabling AI/ML Models on Cloud for Industry 4.0.
Proceedings of the Web Services - ICWS 2019, 2019

A Prediction-Optimization Framework for Site-Wide Process Optimization.
Proceedings of the 2019 IEEE International Congress on Internet of Things, 2019

Providing Cooperative Data Analytics for Real Applications Using Machine Learning.
Proceedings of the 39th IEEE International Conference on Distributed Computing Systems, 2019

DQA: Scalable, Automated and Interactive Data Quality Advisor.
Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018
When Does Stochastic Gradient Algorithm Work Well?
CoRR, 2018

Development of a spectral source inverse model by using generalized polynomial chaos.
CoRR, 2018

ChieF: A Change Pattern based Interpretable Failure Analyzer.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017
A Novel l0-Constrained Gaussian Graphical Model for Anomaly Localization.
Proceedings of the 2017 IEEE International Conference on Data Mining Workshops, 2017

Multi-task Multi-modal Models for Collective Anomaly Detection.
Proceedings of the 2017 IEEE International Conference on Data Mining, 2017

2016
Optimal Generalized Decision Trees via Integer Programming.
CoRR, 2016

Change Detection Using Directional Statistics.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Sparse Gaussian Markov Random Field Mixtures for Anomaly Detection.
Proceedings of the IEEE 16th International Conference on Data Mining, 2016

2014
InfoSuggest: A System for Automated Information Gathering: With a Real-World Case Study.
Proceedings of the 2014 Annual SRII Global Conference, 2014

Monitoring Food Safety Violation Reports from Internet Forums.
Proceedings of the e-Health - For Continuity of Care - Proceedings of MIE2014, the 25th European Medical Informatics Conference, Istanbul, Turkey, August 31, 2014

FoodSIS: a text mining system to improve the state of food safety in singapore.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

2013
A Comparison of Decision Analysis and Expert Rules for Sequential Diagnosis
CoRR, 2013

2012
Managing Data Quality Risk in Accounting Information Systems.
Inf. Syst. Res., 2012

Distributed methods for solving the security-constrained optimal power flow problem.
Proceedings of the IEEE PES Innovative Smart Grid Technologies Conference, 2012

2011
Analytics-driven asset management.
IBM J. Res. Dev., 2011

Modeling and simulation of building energy performance for portfolios of public buildings.
Proceedings of the Winter Simulation Conference 2011, 2011

Phase identification in smart grids.
Proceedings of the IEEE Second International Conference on Smart Grid Communications, 2011

2010
Foundations for Smarter Cities.
IBM J. Res. Dev., 2010

2009
Learning dynamic temporal graphs for oil-production equipment monitoring system.
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

2007
Production design for plate products in the steel industry.
IBM J. Res. Dev., 2007

An Application of Constraint Programming to Generating Detailed Operations Schedules for Steel Manufacturing.
Proceedings of the Principles and Practice of Constraint Programming, 2007

2006
A non-parametric estimator for setting reservation prices in procurement auctions.
Inf. Technol. Manag., 2006

A Column-Generation Approach to the Multiple Knapsack Problem with Color Constraints.
INFORMS J. Comput., 2006

Software frameworks for advanced procurement auction markets.
Commun. ACM, 2006

Improved Bounds for Computing Kemeny Rankings.
Proceedings of the Proceedings, 2006

Data Quality Management using Business Process Modeling.
Proceedings of the 2006 IEEE International Conference on Services Computing (SCC 2006), 2006

2005
Models for Iterative Multiattribute Procurement Auctions.
Manag. Sci., 2005

Bid Evaluation in Procurement Auctions with Piecewise Linear Supply Curves.
J. Heuristics, 2005

Configurable offers and winner determination in multi-attribute auctions.
Eur. J. Oper. Res., 2005

Automated cleansing for spend analytics.
Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management, Bremen, Germany, October 31, 2005

2004
QoS-Aware Middleware for Web Services Composition.
IEEE Trans. Software Eng., 2004

The Slab-Design Problem in the Steel Industry.
Interfaces, 2004

A system for automated mapping of bill-of-materials part numbers.
Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

A Computational Study of the Kemeny Rule for Preference Aggregation.
Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004

2003
Special Issue: 2002 Franz Edelman Award for Achievement in Operations Research and the Management Sciences: Combinatorial and Quantity-Discount Procurement Auctions Benefit Mars, Incorporated and Its Suppliers.
Interfaces, 2003

Quality driven web services composition.
Proceedings of the Twelfth International World Wide Web Conference, 2003

Reliable Execution Planning and Exception Handling for Business Process.
Proceedings of the Technologies for E-Services, 4th International Workshop, 2003

Polyhedral sampling for multiattribute preference elicitation.
Proceedings of the Proceedings 4th ACM Conference on Electronic Commerce (EC-2003), 2003

A nonoparametric estimator for setting: reserve prices in procurement auctions.
Proceedings of the Proceedings 4th ACM Conference on Electronic Commerce (EC-2003), 2003

2002
Applications of flexible pricing in business-to-business electronic commerce.
IBM Syst. J., 2002

Cooperative Strategies for Solving the Bicriteria Sparse Multiple Knapsack Problem.
J. Heuristics, 2002

Winner Determination Algorithms for Electronic Auctions: A Framework Design.
Proceedings of the E-Commerce and Web Technologies, Third International Conference, 2002

2001
Variable Sized Bin Packing With Color Constraints.
Electron. Notes Discret. Math., 2001

Computational Aspects of Clearing Continuous Call Double Auctions with Assignment Constraints and Indivisible Demand.
Electron. Commer. Res., 2001

Achieving Budget-Balance with Vickrey-Based Payment Schemes in Exchanges.
Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence, 2001

2000
Approximation Algorithms for the Multiple Knapsack Problem with Assignment Restrictions.
J. Comb. Optim., 2000

The Surplus Inventory Matching Problem in the Process Industry.
Oper. Res., 2000

1999
Cooperative strategies for solving the bicriteria sparse multiple knapsack problem.
Proceedings of the 1999 Congress on Evolutionary Computation, 1999

Using Neural Networks in Agent Teams to Speed Up Solution Discovery for Hard Multi-Criteria Problems.
Proceedings of the Sixteenth National Conference on Artificial Intelligence and Eleventh Conference on Innovative Applications of Artificial Intelligence, 1999

1994
The Scope of Dimensional Analysis in Qualitative Reasoning.
Comput. Intell., 1994

An optimization approach to order of magnitude reasoning.
Artif. Intell. Eng. Des. Anal. Manuf., 1994

1993
An application of qualitative analysis of ordinary differential equations to azeotropic batch distillation.
Artif. Intell. Eng., 1993

1992
Directions for Qualitative Reasoning.
Comput. Intell., 1992

1991
The Mathematical Bases for Qualitative Reasoning.
IEEE Expert, 1991

1989
Learning to Diagnose by Doing.
Proceedings of the 11th International Joint Conference on Artificial Intelligence. Detroit, 1989

1988
A comparison of decision alaysis and expert rules for sequential diagnosis.
Proceedings of the UAI '88: Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence, 1988


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