ProtDet-CCH – Protein Remote Homology Detection by combining Long Short-Term Memory and Ranking methods

ProtDet-CCH

:: DESCRIPTION

ProtDet-CCH is a Python package for Protein remote homology detection by combining Long Short-Term Memory and ranking methods

::DEVELOPER

Liu Lab

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Windows / Linux
  • Python

:: DOWNLOAD

ProtDet-CCH i

:: MORE INFORMATION

Citation

Liu B, Li S.
ProtDet-CCH: Protein Remote Homology Detection by Combining Long Short-Term Memory and Ranking Methods.
IEEE/ACM Trans Comput Biol Bioinform. 2019 Jul-Aug;16(4):1203-1210. doi: 10.1109/TCBB.2018.2789880. Epub 2018 Jan 5. PMID: 29993950.

jLSTM / LSTM – “Long Short-Term Memory” for Protein Classification

jLSTM / LSTM

:: DESCRIPTION

jLSTM is the recommended new JAVA-package of “Long Short-Term Memory” for Protein classification (jLSTM_protein). The implementation of the LSTM neural network is the same as in the C package and performs and behaves identically but faster. jLSTM_protein is multithreaded and therefore uses effectively multicore and -processor machines.

LSTM logistic regression / spectrum kernel is a stripped down LSTM which can be interpreted as logistic regression with the spectrum kernel for sequence classification.

::DEVELOPER

Institute of Bioinformatics, Johannes Kepler University Linz

:: SCREENSHOTS

N/A

:: REQUIREMENTS

:: DOWNLOAD

   jLSTM / LSTM

:: MORE INFORMATION

Citation

Sepp Hochreiter, Martin Heusel, and Klaus Obermayer.
“Fast Model-based Protein Homology Detection without Alignment.”
Bioinformatics (2007) 23 (14): 1728-1736..