Mark A. Novotny

Publication Activity (10 Years)

Years Active: 1998-2022
Publications (10 Years): 11

Top Topics

Probabilistic Graphical Models

Network Intrusion Detection

Markov Chain Monte Carlo

Restricted Boltzmann Machine

Top Venues

IEEE Trans. Emerg. Top. Comput. Intell.

IEEE J. Sel. Areas Inf. Theory

Publications

Vivek Dixit, Raja Selvarajan, Tamer Aldwairi, Yaroslav Koshka, Mark A. Novotny, Travis S. Humble, Muhammad Ashraful Alam, Sabre Kais
Training a Quantum Annealing Based Restricted Boltzmann Machine on Cybersecurity Data. IEEE Trans. Emerg. Top. Comput. Intell. 6 (3) (2022)
Bhavika Bhalgamiya, Dilina Perera, Mark A. Novotny
Quantum Annealing Error Mitigation Using Mirror Symmetries on Different Generations of Quantum Annealers. QCE (2022)
Yaroslav Koshka, Mark A. Novotny
Comparison of Use of a 2000 Qubit D-Wave Quantum Annealer and MCMC for Sampling, Image Reconstruction, and Classification. IEEE Trans. Emerg. Top. Comput. Intell. 5 (1) (2021)
Yaroslav Koshka, Mark A. Novotny
Toward sampling from undirected probabilistic graphical models using a D-Wave quantum annealer. Quantum Inf. Process. 19 (9) (2020)
Yaroslav Koshka, Mark A. Novotny
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination. IEEE J. Sel. Areas Inf. Theory 1 (2) (2020)
Yaroslav Koshka, Mark A. Novotny
Towards Sampling from Nondirected Probabilistic Graphical models using a D-Wave Quantum Annealer. CoRR (2019)
Yaroslav Koshka, Mark A. Novotny
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination. CoRR (2019)
Tamer Aldwairi, Dilina Perera, Mark A. Novotny
An evaluation of the performance of Restricted Boltzmann Machines as a model for anomaly network intrusion detection. Comput. Networks 144 (2018)
Yaroslav Koshka, Mark A. Novotny
2000 Qubit D-Wave Quantum Computer Replacing MCMC for RBM Image Reconstruction and Classification. IJCNN (2018)
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny
Determination of the Lowest-Energy States for the Model Distribution of Trained Restricted Boltzmann Machines Using a 1000 Qubit D-Wave 2X Quantum Computer. Neural Comput. 29 (7) (2017)
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny
Empirical investigation of the low temperature energy function of the Restricted Boltzmann Machine using a 1000 qubit D-Wave 2X. IJCNN (2016)
Lev N. Shchur, Mark A. Novotny
On the Evolution of Time Horizons in Parallel and Grid Simulations CoRR (2004)
A. K. Kolakowska, Mark A. Novotny, P. S. Verma
Dynamics of desynchronization in a conservative parallel-update protocol CoRR (2004)
A. K. Kolakowska, Mark A. Novotny
Desynchronization and Speedup in an Asynchronous Conservative Parallel Update Protocol CoRR (2004)
György Korniss, Mark A. Novotny, Hasan Guclu, Zoltán Toroczkai, Per Arne Rikvold
Suppressing Roughness of Virtual Times in Parallel Discrete-Event Simulations CoRR (2003)
A. K. Kolakowska, Mark A. Novotny, Per Arne Rikvold
Update statistics in conservative parallel discrete event simulations of asynchronous systems CoRR (2003)
A. K. Kolakowska, Mark A. Novotny, György Korniss
Algorithmic scalability in globally constrained conservative parallel discrete event simulations of asynchronous systems CoRR (2002)
György Korniss, Mark A. Novotny, A. K. Kolakowska, Hasan Guclu
Statistical properties of the simulated time horizon in conservative parallel discrete-event simulations. SAC (2002)
György Korniss, Mark A. Novotny, Per Arne Rikvold, Hasan Guclu, Zoltán Toroczkai
Going through Rough Times: from Non-Equilibrium Surface Growth to Algorithmic Scalability CoRR (2001)
György Korniss, Mark A. Novotny, Zoltán Toroczkai, Per Arne Rikvold
Non-equilibrium Surface Growth and Scalability of Parallel Algorithms for Large Asynchronous Systems CoRR (2000)
György Korniss, Zoltán Toroczkai, Mark A. Novotny, Per Arne Rikvold
From Massively Parallel Algorithms and Fluctuating Time Horizons to Non-equilibrium Surface Growth CoRR (1999)
György Korniss, Mark A. Novotny, Per Arne Rikvold
Parallelization of a Dynamic Monte Carlo Algorithm: a Partially Rejection-Free Conservative Approach CoRR (1998)