Search Results for author: Mohammad Lotfollahi

Found 4 papers, 3 papers with code

Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution

1 code implementation28 Apr 2022 Leon Hetzel, Simon Böhm, Niki Kilbertus, Stephan Günnemann, Mohammad Lotfollahi, Fabian Theis

Single-cell transcriptomics enabled the study of cellular heterogeneity in response to perturbations at the resolution of individual cells.

Drug Discovery Transfer Learning

Conditional out-of-sample generation for unpaired data using trVAE

1 code implementation4 Oct 2019 Mohammad Lotfollahi, Mohsen Naghipourfar, Fabian J. Theis, F. Alexander Wolf

While generative models have shown great success in generating high-dimensional samples conditional on low-dimensional descriptors (learning e. g. stroke thickness in MNIST, hair color in CelebA, or speaker identity in Wavenet), their generation out-of-sample poses fundamental problems.


Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning

5 code implementations8 Sep 2017 Mohammad Lotfollahi, Ramin Shirali Hossein Zade, Mahdi Jafari Siavoshani, Mohammdsadegh Saberian

Our proposed scheme, called "Deep Packet," can handle both \emph{traffic characterization} in which the network traffic is categorized into major classes (\eg, FTP and P2P) and application identification in which end-user applications (\eg, BitTorrent and Skype) identification is desired.

General Classification Traffic Classification

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