Search Results for author: Mustafa Abdallah

Found 7 papers, 0 papers with code

Automatic Forecasting via Meta-Learning

no code implementations29 Sep 2021 Mustafa Abdallah, Ryan Rossi, Kanak Mahadik, Sungchul Kim, Handong Zhao, Haoliang Wang, Saurabh Bagchi

In this work, we develop techniques for fast automatic selection of the best forecasting model for a new unseen time-series dataset, without having to first train (or evaluate) all the models on the new time-series data to select the best one.

Meta-Learning Time Series +1

The Effect of Behavioral Probability Weighting in a Simultaneous Multi-Target Attacker-Defender Game

no code implementations5 Mar 2021 Mustafa Abdallah, Timothy Cason, Saurabh Bagchi, Shreyas Sundaram

Each node has a certain value to the attacker and the defender, along with a probability of being successfully compromised, which is a function of the investments in that node by both players.

Decision Making

Anomaly Detection through Transfer Learning in Agriculture and Manufacturing IoT Systems

no code implementations11 Feb 2021 Mustafa Abdallah, Wo Jae Lee, Nithin Raghunathan, Charilaos Mousoulis, John W. Sutherland, Saurabh Bagchi

While there is a rich literature on anomaly detection in many IoT-based systems, there is no existing work that documents the use of ML models for anomaly detection in digital agriculture and in smart manufacturing systems.

Anomaly Detection Time Series Analysis +1

Morshed: Guiding Behavioral Decision-Makers towards Better Security Investment in Interdependent Systems

no code implementations12 Nov 2020 Mustafa Abdallah, Daniel Woods, Parinaz Naghizadeh, Issa Khalil, Timothy Cason, Shreyas Sundaram, Saurabh Bagchi

We model the behavioral biases of human decision-making in securing interdependent systems and show that such behavioral decision-making leads to a suboptimal pattern of resource allocation compared to non-behavioral (rational) decision-making.

Decision Making

BASCPS: How does behavioral decision making impact the security of cyber-physical systems?

no code implementations4 Apr 2020 Mustafa Abdallah, Daniel Woods, Parinaz Naghizadeh, Issa Khalil, Timothy Cason, Shreyas Sundaram, Saurabh Bagchi

We model the security investment decisions made by the defenders as a security game.

Cryptography and Security Computer Science and Game Theory

ATHENA: Automated Tuning of Genomic Error Correction Algorithms using Language Models

no code implementations30 Dec 2018 Mustafa Abdallah, Ashraf Mahgoub, Saurabh Bagchi, Somali Chaterji

The performance of most error-correction algorithms that operate on genomic sequencer reads is dependent on the proper choice of its configuration parameters, such as the value of k in k-mer based techniques.

Language Modelling

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