Annealing and Replica-Symmetry in Deep Boltzmann Machines
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Statistical Physics"
DOI: 10.1007/s10955-020-02495-2
Abstract: In this paper we study the properties of the quenched pressure of a multi-layer spin-glass model (a deep Boltzmann Machine in artificial intelligence jargon) whose pairwise interactions are allowed between spins lying in adjacent layers… read more here.
Keywords: annealing replica; layer; replica symmetry; quenched pressure ... See more keywords
Personalized prediction of genes with tumor-causing somatic mutations based on multi-modal deep Boltzmann machine
Sign Up to like & getrecommendations! Published in 2019 at "Neurocomputing"
DOI: 10.1016/j.neucom.2018.02.096
Abstract: Abstract When diagnosed at an advanced stage, most cancer patients suffer from treatment failure, recurrences and low survival. Taking advantage of high-throughput sequencing and deep learning techniques, we developed an early cancer monitoring method based… read more here.
Keywords: modal deep; somatic mutations; multi modal; based multi ... See more keywords
p-Adic Statistical Field Theory and Convolutional Deep Boltzmann Machines
Sign Up to like & getrecommendations! Published in 2023 at "Progress of Theoretical and Experimental Physics"
DOI: 10.1093/ptep/ptad061
Abstract: Understanding how deep learning architectures work is a central scientific problem. Recently, a correspondence between neural networks (NNs) and Euclidean quantum field theories (QFTs) has been proposed. This work investigates this correspondence in the framework… read more here.
Keywords: topology; deep boltzmann; statistical field; field theory ... See more keywords
AdS/CFT correspondence as a deep Boltzmann machine
Sign Up to like & getrecommendations! Published in 2019 at "Physical Review D"
DOI: 10.1103/physrevd.99.106017
Abstract: We provide a deep Boltzmann machine (DBM) for the AdS/CFT correspondence. Under the philosophy that the bulk spacetime is a neural network, we give a dictionary between those, and obtain a restricted DBM as a… read more here.
Keywords: boltzmann machine; deep boltzmann; cft correspondence; ads cft ... See more keywords
Purifying Deep Boltzmann Machines for Thermal Quantum States.
Sign Up to like & getrecommendations! Published in 2021 at "Physical review letters"
DOI: 10.1103/physrevlett.127.060601
Abstract: We develop two cutting-edge approaches to construct deep neural networks representing the purified finite-temperature states of quantum many-body systems. Both methods commonly aim to represent the Gibbs state by a highly expressive neural-network wave function,… read more here.
Keywords: purifying deep; deep boltzmann; machines thermal; quantum ... See more keywords
Unsupervised Feature Representation Based on Deep Boltzmann Machine for Seizure Detection
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Neural Systems and Rehabilitation Engineering"
DOI: 10.1109/tnsre.2023.3253821
Abstract: The Electroencephalogram (EEG) pattern of seizure activities is highly individual-dependent and requires experienced specialists to annotate seizure events. It is clinically time-consuming and error-prone to identify seizure activities by visually scanning EEG signals. Since EEG… read more here.
Keywords: seizure; deep boltzmann; feature; boltzmann machine ... See more keywords