activity
20132024
most citedModeling Epistemological Principles for Bias Mitigation in AI Systems: An Illustration in Hiring Decisions

35 citations · 42 across the 13 of their papers we have counts for

collaborators

14 papers

math.OC2024

Coach Reservation for Groups Requests

Carlos H. Cardonha, Arvind U. Raghunathan

Passenger transportation is a core aspect of a railway company's business, with ticket sales playing a central role in generating revenue. Profitable operations in this context rel…

physics.soc-ph2024

The Sensitivity of the U.S. Presidential Election to Coordinated Voter Relocation

Carlos Cardonha, David Bergman, Andre Cire +2

U.S. presidential elections are decided by the Electoral College, established in 1789, and designed to mitigate potential risks arising from the collusion of large groups of citize…

cs.DS2024

The Madness of Multiple Entries in March Madness

Jeff Decary, David Bergman, Carlos Cardonha +2

This paper explores multi-entry strategies for betting pools related to single-elimination tournaments. In such betting pools, participants select winners of games, and their respe…

cs.DS2023

Cardinality-Constrained Continuous Knapsack Problem with Concave Piecewise-Linear Utilities

Miao Bai, Carlos Cardonha

We study an extension of the cardinality-constrained knapsack problem wherein each item has a concave piecewise linear utility structure (CCKP), which is motivated by applications…

math.OC2022

Recursive McCormick Linearization of Multilinear Programs

Arvind U Raghunathan, Carlos Cardonha, David Bergman +1

Linear programming (LP) relaxations are widely employed in exact solution methods for multilinear programs (MLP). One example is the family of Recursive McCormick Linearization (RM…

math.OC2021

Optimizing the expected maximum of two linear functions defined on a multivariate Gaussian distribution

David Bergman, Carlos Cardonha, Jason Imbrogno +1

We study stochastic optimization problems with objective function given by the expectation of the maximum of two linear functions defined on the component random variables of a mul…

cs.DS2021

On Approximate Sequencing Policies for Linear Storage Devices

Carlos H. Cardonha, Andre A. Cire, Lucas C. Villa Real

This paper investigates sequencing policies for file reading requests in linear storage devices, such as magnetic tapes. Tapes are the technology of choice for long-term storage in…

cs.LG2021

Optimizing over an ensemble of neural networks

Keliang Wang, Leonardo Lozano, Carlos Cardonha +1

We study optimization problems where the objective function is modeled through feedforward neural networks with rectified linear unit (ReLU) activation. Recent literature has explo…

cs.DS2018

Binary Decision Diagrams for Bin Packing with Minimum Color Fragmentation

David Bergman, Carlos Cardonha, Saharnaz Mehrani

Bin Packing with Minimum Color Fragmentation (BPMCF) is an extension of the Bin Packing Problem in which each item has a size and a color and the goal is to minimize the sum of the…

cs.DS2018★ 1 cited

Theoretical and Practical Aspects of the Linear Tape Scheduling Problem

Carlos Cardonha, Lucas C. Villa Real

Magnetic tapes have been playing a key role as means for storage of digital data for decades, and their unsurpassed cost-effectiveness still make them the technology of choice in s…

math.OC2018

Network Models for Multiobjective Discrete Optimization

David Bergman, Merve Bodur, Carlos Cardonha +1

This paper provides a novel framework for solving multiobjective discrete optimization problems with an arbitrary number of objectives. Our framework formulates these problems as n…

cs.AI2017★ 35 cited

Modeling Epistemological Principles for Bias Mitigation in AI Systems: An Illustration in Hiring Decisions

Marisa Vasconcelos, Carlos Cardonha, Bernardo Gonçalves

Artificial Intelligence (AI) has been used extensively in automatic decision making in a broad variety of scenarios, ranging from credit ratings for loans to recommendations of mov…

cs.DS2016★ 6 cited

On the Minimum Chordal Completion Polytope

David Bergman, Carlos H. Cardonha, Andre A. Cire +1

A graph is chordal if every cycle of length at least four contains a chord, that is, an edge connecting two nonconsecutive vertices of the cycle. Several classical applications in…

cs.DC2013

Patience-aware Scheduling for Cloud Services: Freeing Users from the Chains of Boredom

Carlos Cardonha, Marcos D. Assunção, Marco A. S. Netto +2

Scheduling of service requests in Cloud computing has traditionally focused on the reduction of pre-service wait, generally termed as waiting time. Under certain conditions such as…