Mark S. Squillante

Orcid: 0000-0002-5195-8441

According to our database1, Mark S. Squillante authored at least 165 papers between 1988 and 2024.

Collaborative distances:

Awards

ACM Fellow

ACM Fellow 2008, "For contributions to the theory and practice of stochastic modeling.".

IEEE Fellow

IEEE Fellow 2002, "For contributions to analysis, modeling and optimization of computer systems.".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024
Multi-Function Multi-Way Analog Technology for Sustainable Machine Intelligence Computation.
CoRR, 2024

2023
Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2023).
SIGMETRICS Perform. Evaluation Rev., September, 2023

Markov Decision Process Framework for Control-Based Reinforcement Learning.
SIGMETRICS Perform. Evaluation Rev., September, 2023

Obtaining Explainable Classification Models using Distributionally Robust Optimization.
CoRR, 2023

Stable iterative refinement algorithms for solving linear systems.
CoRR, 2023

Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes.
CoRR, 2023

Towards a Unification of Logic and Information Theory.
CoRR, 2023

On the control of density-dependent stochastic population processes with time-varying behavior.
Autom., 2023

Solving Sparse Linear Systems via Flexible GMRES with In-Memory Analog Preconditioning.
Proceedings of the IEEE High Performance Extreme Computing Conference, 2023

2022
Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2022).
SIGMETRICS Perform. Evaluation Rev., August, 2022

On Quantum Algorithms for Random Walks in the Nonnegative Quarter Plane.
SIGMETRICS Perform. Evaluation Rev., August, 2022

On Heavy-Traffic Optimal Scaling of c-Weighted MaxWeight Scheduling in Input-Queued Switches.
IEEE Trans. Autom. Control., 2022

Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2021).
SIGMETRICS Perform. Evaluation Rev., 2022

Unbiased Gradient Estimation for Robust Optimization.
SIGMETRICS Perform. Evaluation Rev., 2022

On the quantum entanglement of random walks and queueing systems.
Queueing Syst. Theory Appl., 2022

Towards Quantum Advantage on Noisy Quantum Computers.
CoRR, 2022

Distributionally Robust Optimization for Input Model Uncertainty in Simulation-Based Decision Making.
Proceedings of the Winter Simulation Conference, 2022

A Stochastic Linearized Augmented Lagrangian Method for Decentralized Bilevel Optimization.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Decentralized Bilevel Optimization for Personalized Client Learning.
Proceedings of the IEEE International Conference on Acoustics, 2022

A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021
Quantum Topological Data Analysis with Linear Depth and Exponential Speedup.
CoRR, 2021

Solving sparse linear systems with approximate inverse preconditioners on analog devices.
CoRR, 2021

On Solving Distributionally Robust Optimization Formulations Efficiently.
Proceedings of the Winter Simulation Conference, 2021

Efficient Generalization with Distributionally Robust Learning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Solving sparse linear systems with approximate inverse preconditioners on analog devices.
Proceedings of the 2021 IEEE High Performance Extreme Computing Conference, 2021

2020
Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2020).
SIGMETRICS Perform. Evaluation Rev., 2020

Optimal Control in Fluid Models of nxn Input-Queued Switches under Linear Fluid-Flow Costs.
SIGMETRICS Perform. Evaluation Rev., 2020

Optimal Delay-Cost Scheduling Control in Fluid Models of General nxn Input-Queued Switches.
SIGMETRICS Perform. Evaluation Rev., 2020

Unbiased Gradient Estimation for Distributionally Robust Learning.
CoRR, 2020

Quantifying the Empirical Wasserstein Distance to a Set of Measures: Beating the Curse of Dimensionality.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019
Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2019).
SIGMETRICS Perform. Evaluation Rev., 2019

Revisiting Stochastic Loss Networks: Structures and Approximations.
Math. Oper. Res., 2019

A Control-Model-Based Approach for Reinforcement Learning.
CoRR, 2019

Optimisation of stochastic networks with blocking: a functional-form approach.
CoRR, 2019

A Family of Robust Stochastic Operators for Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach.
Proceedings of the 36th International Conference on Machine Learning, 2019

2018
Special Issue on The Workshop on MAthematical performance Modeling and Analysis (MAMA 2018).
SIGMETRICS Perform. Evaluation Rev., 2018

On Min-Max Optimization Over Large Data Sets.
SIGMETRICS Perform. Evaluation Rev., 2018

Max-weight scheduling across multiple timescales.
Oper. Res. Lett., 2018

PROVEN: Certifying Robustness of Neural Networks with a Probabilistic Approach.
CoRR, 2018

Efficient Stochastic Gradient Descent for Distributionally Robust Learning.
CoRR, 2018

A General Family of Robust Stochastic Operators for Reinforcement Learning.
CoRR, 2018

Control of Time-Varying Epidemic-Like Stochastic Processes and Their Mean-Field Limits.
Proceedings of the 2018 Annual American Control Conference, 2018

Optimal Dynamic Control for Input-Queued Switches in Heavy Traffic.
Proceedings of the 2018 Annual American Control Conference, 2018

2017
Epidemic-Like Stochastic Processes with Time-Varying Behavior: Structural Properties and Asymptotic Limits.
SIGMETRICS Perform. Evaluation Rev., 2017

Nearly Completely Decomposable Epidemic-Like Stochastic Processes with Time-Varying Behavior.
SIGMETRICS Perform. Evaluation Rev., 2017

Optimal Energy Procurement for Geo-distributed Data Centers in Multi-timescale Electricity Markets.
SIGMETRICS Perform. Evaluation Rev., 2017

Optimal Resource Capacity Management for Stochastic Networks.
Oper. Res., 2017

On optimal portfolios of dynamic resource allocations.
Proceedings of the 2017 American Control Conference, 2017

2016
Risk-Based Dynamic Allocation of Computing Resources.
SIGMETRICS Perform. Evaluation Rev., 2016

Delay-Optimal Scheduling for Some Input-Queued Switches.
SIGMETRICS Perform. Evaluation Rev., 2016

Asymptotic Optimality of Constant-Order Policies for Lost Sales Inventory Models with Large Lead Times.
Math. Oper. Res., 2016

Bi-level stochastic approximation for joint optimization of hydroelectric dispatch and spot-market operations.
Proceedings of the Winter Simulation Conference, 2016

Accelerating splitting algorithms for power grid reliability estimation.
Proceedings of the Winter Simulation Conference, 2016

2015
On the Control of Epidemic-Like Stochastic Processes with Time-Varying Behavior?
SIGMETRICS Perform. Evaluation Rev., 2015

Special Issue on Performance and Resource Management in Big Data Applications.
SIGMETRICS Perform. Evaluation Rev., 2015

Efficient Content Delivery in the Presence of Impatient Jobs.
Proceedings of the 27th International Teletraffic Congress, 2015

2014
Improving the scalability of search in networks through multiple random walks.
SIGMETRICS Perform. Evaluation Rev., 2014

Asymptotic optimality of constant capacity allocation policies for dynamic resource planning.
SIGMETRICS Perform. Evaluation Rev., 2014

Optimal capacity management and planning in services delivery centers.
Perform. Evaluation, 2014

Workforce management: Risk-based financial planning and capacity provisioning.
IBM J. Res. Dev., 2014

2013
A Hierarchical Approach for the Resource Management of Very Large Cloud Platforms.
IEEE Trans. Dependable Secur. Comput., 2013

Asymptotics of a class of resource planning problems.
SIGMETRICS Perform. Evaluation Rev., 2013

Rewards, costs and flexibility in dynamic resource allocation: a stochastic optimal control approach.
SIGMETRICS Perform. Evaluation Rev., 2013

Stochastic optimal control for a general class of dynamic resource allocation problems.
SIGMETRICS Perform. Evaluation Rev., 2013

Trends and outlook for the massive-scale analytics stack.
IBM J. Res. Dev., 2013

A two-phase approach for stochastic optimization of complex business processes.
Proceedings of the Winter Simulations Conference: Simulation Making Decisions in a Complex World, 2013

Prescriptive Analytics for Allocating Sales Teams to Opportunities.
Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

2012
Editorial introduction.
Queueing Syst. Theory Appl., 2012

Exact-Order Asymptotic Analysis for Closed Queueing Networks.
J. Appl. Probab., 2012

Sales-force performance analytics and optimization.
IBM J. Res. Dev., 2012

2011
Affinity Scheduling.
Proceedings of the Encyclopedia of Parallel Computing, 2011

Massive-Scale Analytics.
Proceedings of the Encyclopedia of Parallel Computing, 2011

Linear loss networks.
Queueing Syst. Theory Appl., 2011

OnTheMark: Integrated Stochastic Resource Planning of Human Capital Supply Chains.
Interfaces, 2011

2010
On approximations for multiple multidimensional stochastic knapsacks.
SIGMETRICS Perform. Evaluation Rev., 2010

Performance management of IT services delivery.
SIGMETRICS Perform. Evaluation Rev., 2010

2009
Improved Approximations for Stochastic Loss Networks.
SIGMETRICS Perform. Evaluation Rev., 2009

Improved approximations for the Erlang loss model.
Queueing Syst. Theory Appl., 2009

A framework for combined bayesian analysis and optimization for services delivery.
Proceedings of the 2009 IEEE/INFORMS International Conference on Service Operations, 2009

2008
On throughput in stochastic linear loss networks.
SIGMETRICS Perform. Evaluation Rev., 2008

Capacity optimization in feedforward Brownian networks.
SIGMETRICS Perform. Evaluation Rev., 2008

Generalized parallel-server fork-join queues with dynamic task scheduling.
Ann. Oper. Res., 2008

Revisiting stochastic loss networks: structures and algorithms.
Proceedings of the 2008 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2008

On throughput in linear wireless networks.
Proceedings of the 9th ACM Interational Symposium on Mobile Ad Hoc Networking and Computing, 2008

2007
Scalability of wireless networks.
IEEE/ACM Trans. Netw., 2007

Stochastic analysis of multiserver systems.
SIGMETRICS Perform. Evaluation Rev., 2007

Optimal capacity planning in stochastic loss networks.
SIGMETRICS Perform. Evaluation Rev., 2007

Optimal capacity planning in stochastic loss networks with time-varying workloads.
Proceedings of the 2007 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2007

2006
Foreword.
SIGMETRICS Perform. Evaluation Rev., 2006

Optimal scheduling in a multiserver stochastic network.
SIGMETRICS Perform. Evaluation Rev., 2006

Buffer Scalability of Wireless Networks.
Proceedings of the INFOCOM 2006. 25th IEEE International Conference on Computer Communications, 2006

2005
Special issue on the workshop on MAthematical performance Modeling And Analysis (MAMA 2005): guest editor's foreword.
SIGMETRICS Perform. Evaluation Rev., 2005

Dynamic scheduling to optimize utility functions of sojourn time moments in queueing systems.
SIGMETRICS Perform. Evaluation Rev., 2005

Web traffic modeling at finer time scales and performance implications.
Perform. Evaluation, 2005

Fundamentals of Dynamic Decentralized Optimization in Autonomic Computing Systems.
Proceedings of the Self-star Properties in Complex Information Systems, 2005

2004
Efficiently serving dynamic data at highly accessed web sites.
IEEE/ACM Trans. Netw., 2004

Guest editor's foreword.
SIGMETRICS Perform. Evaluation Rev., 2004

Optimal probabilistic routing in distributed parallel queues.
SIGMETRICS Perform. Evaluation Rev., 2004

Analysis and control of correlated web server queues.
Comput. Commun., 2004

Performance Implications of Failures in Large-Scale Cluster Scheduling.
Proceedings of the Job Scheduling Strategies for Parallel Processing, 2004

Failure Data Analysis of a Large-Scale Heterogeneous Server Environment.
Proceedings of the 2004 International Conference on Dependable Systems and Networks (DSN 2004), 28 June, 2004

2003
Revisiting correlations and scheduling in Web servers.
SIGMETRICS Perform. Evaluation Rev., 2003

Cycle stealing under immediate dispatch task assignment.
Proceedings of the SPAA 2003: Proceedings of the Fifteenth Annual ACM Symposium on Parallelism in Algorithms and Architectures, 2003

Analysis of Task Assignment with Cycle Stealing under Central Queue.
Proceedings of the 23rd International Conference on Distributed Computing Systems (ICDCS 2003), 2003

Optimal dynamic scheduling in a multiclass fluid model of Internet servers with transient overload.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003

2002
Models of Parallel Applications with Large Computation and I/O Requirements.
IEEE Trans. Software Eng., 2002

Traffic modeling and performance analysis of commercial web sites.
SIGMETRICS Perform. Evaluation Rev., 2002

Special issue on the workshop on mathematical performance modeling and analysis (MAMA 2002).
SIGMETRICS Perform. Evaluation Rev., 2002

Optimal scheduling in queuing network models of high-volume commercial web sites.
Perform. Evaluation, 2002

Optimal crawling strategies for web search engines.
Proceedings of the Eleventh International World Wide Web Conference, 2002

Modeling and analysis of dynamic coscheduling in parallel and distributed environments.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2002

Workload Service Requirements Analysis: A Queueing Network Optimization Approach.
Proceedings of the 10th International Workshop on Modeling, 2002

Analysis of measurement data from sporting event Web sites.
Proceedings of the Global Telecommunications Conference, 2002

Optimal control of resource allocation in e-business environments with strict quality-of-service performance guarantees.
Proceedings of the 41st IEEE Conference on Decision and Control, 2002

Analysis of Caching Mechanisms from Sporting Event Web Sites.
Proceedings of the Advances in Computing Science, 2002

2001
Scheduling Algorithms for the Broadcast Delivery of Digital Products.
IEEE Trans. Knowl. Data Eng., 2001

Optimal scheduling in queueing network models of high-volume commercial web sites.
SIGMETRICS Perform. Evaluation Rev., 2001

Analysis of queues under correlated arrivals with applications to web server performance.
SIGMETRICS Perform. Evaluation Rev., 2001

Special issue on the workshop on MAthematical performance Modeling and Analysis (MAMA 2000).
SIGMETRICS Perform. Evaluation Rev., 2001

Special issue on the workshop on MAthematical performance Modeling and Analysis (MAMA 2001).
SIGMETRICS Perform. Evaluation Rev., 2001

On maximizing service-level-agreement profits.
SIGMETRICS Perform. Evaluation Rev., 2001

High-Volume Web Servers: Traffic Patterns, Performance Implications and Resource Management.
Proceedings of the 9th International Workshop on Modeling, 2001

Threshold-based priority policies for parallel-server systems with affinity scheduling.
Proceedings of the American Control Conference, 2001

2000
Analysis of Large-Scale Distributed Information Systems.
Proceedings of the MASCOTS 2000, Proceedings of the 8th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, 29 August, 2000

Performance Evaluation in Industry: A Personal Perspective.
Proceedings of the Performance Evaluation: Origins and Directions, 2000

1999
Analysis and Characterization of Large-Scale Web Server Access Patterns and Performance.
World Wide Web, 1999

The impact of job arrival patterns on parallel scheduling.
SIGMETRICS Perform. Evaluation Rev., 1999

Web traffic modeling and Web server performance analysis.
SIGMETRICS Perform. Evaluation Rev., 1999

Special issue on the workshop on Mathematical performance modeling and analysis (MAMA '99).
SIGMETRICS Perform. Evaluation Rev., 1999

The impact of job memory requirements on gang-scheduling performance.
SIGMETRICS Perform. Evaluation Rev., 1999

Analysis of Job Arrival Patterns and Parallel Scheduling Performance.
Perform. Evaluation, 1999

Optimal Scheduling of Multiclass Parallel Machines.
Proceedings of the Tenth Annual ACM-SIAM Symposium on Discrete Algorithms, 1999

Optimal Stochastic Scheduling in Multiclass Parallel Queues.
Proceedings of the 1999 ACM SIGMETRICS international conference on Measurement and modeling of computer systems, 1999

Optimizing Profits in the Broadcast Delivery of Multimedia Products.
Proceedings of the MIS '99, 1999

1998
The Impact of I/O on Program Behavior and Parallel Scheduling.
Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems, 1998

A General Methodology for Characterizing Access Patterns and Analyzing Web Server Performance.
Proceedings of the MASCOTS 1998, 1998

1997
Processor Allocation in Multiprogrammed Distributed-Memory Parallel Computer Systems.
J. Parallel Distributed Comput., 1997

Optimal Scheduling of Coarse-Grained Parallel Scientific Applications.
Proceedings of the Eighth SIAM Conference on Parallel Processing for Scientific Computing, 1997

Extensible Resource Scheduling for Parallel Scientific Applications.
Proceedings of the Eighth SIAM Conference on Parallel Processing for Scientific Computing, 1997

Analytic Models of Workload Behavior and Pipeline Performance.
Proceedings of the MASCOTS 1997, 1997

Performance Evaluation of Gang Scheduling for Parallel and Distributed Multiprogramming.
Proceedings of the Job Scheduling Strategies for Parallel Processing, 1997

Evaluation of Multithreaded Processors and Thread-Switch Policies.
Proceedings of the High Performance Computing, International Symposium, 1997

Extensible Resource Management for Cluster Computing.
Proceedings of the 17th International Conference on Distributed Computing Systems, 1997

1996
Stochastic Analysis of Gang Scheduling in Parallel and Distributed Systems.
Perform. Evaluation, 1996

An Analysis of Gang Scheduling for Multiprogrammed Parallel Computing Environments.
Proceedings of the 8th Annual ACM Symposium on Parallel Algorithms and Architectures, 1996

Modeling and Analysis of Task Migration in Shared-Memory Computer Systems.
Proceedings of the MASCOTS '96, 1996

A Gang Scheduling Design for Multiprogrammed Parallel Computing Environments.
Proceedings of the Job Scheduling Strategies for Parallel Processing, 1996

Dynamic Partitioning in Different Distributed-Memory Environments.
Proceedings of the Job Scheduling Strategies for Parallel Processing, 1996

Evaluation of Multithreaded Uniprocessors for Commercial Application Environments.
Proceedings of the 23rd Annual International Symposium on Computer Architecture, 1996

1995
Time-Function Scheduling: A General Approach To Controllable Resource Management.
Proceedings of the Fifteenth ACM Symposium on Operating System Principles, 1995

Analysis of Cache Effects and Resource Scheduling in Distributed Parallel Processing Systems.
Proceedings of the Seventh SIAM Conference on Parallel Processing for Scientific Computing, 1995

PET: A Parallel Performance Estimation Tool.
Proceedings of the Seventh SIAM Conference on Parallel Processing for Scientific Computing, 1995

Analytic Performance Modeling for a Spectrum of Multithreaded Processor Architectures.
Proceedings of the MASCOTS '95, 1995

On the Benefits and Limitations of Dynamic Partitioning in Parallel Computer Systems.
Proceedings of the Job Scheduling Strategies for Parallel Processing, 1995

1994
Analysis of Processor Allocation in Multiprogrammed, Distributed-Memory Parallel Processing Systems.
IEEE Trans. Parallel Distributed Syst., 1994

Analysis of the Impact of Memory in Distributed Parallel Processing Systems.
Proceedings of the 1994 ACM SIGMETRICS conference on Measurement and modeling of computer systems, 1994

1993
Using Processor-Cache Affinity Information in Shared-Memory Multiprocessor Scheduling.
IEEE Trans. Parallel Distributed Syst., 1993

Processor Scheduling on Multiprogrammed, Distributed Memory Parallel Computers.
Proceedings of the 1993 ACM SIGMETRICS conference on Measurement and modeling of computer systems, 1993

Performance analysis of job scheduling policies in parallel supercomputing environments.
Proceedings of the Proceedings Supercomputing '93, 1993

Scheduling of Large Scientific Applications on Distributed Memory Multiprocessor Systems.
Proceedings of the Sixth SIAM Conference on Parallel Processing for Scientific Computing, 1993

1991
Analysis of Task Migration in Shared-Memory Multiprocessor Scheduling.
Proceedings of the 1991 ACM SIGMETRICS conference on Measurement and modeling of computer systems, 1991

1990
Analysis of Contention in Multiprocessor Scheduling.
Proceedings of the Performance '90, 1990

1989
Integrating Heterogeneous Local Mail Systems.
IEEE Softw., 1989

1988
An RPC/LWP System for Interconnecting Heterogeneous Systems.
Proceedings of the USENIX Winter Conference. Dallas, Texas, USA, January 1988, 1988


  Loading...