Search Results for author: Jian Jiang

Found 11 papers, 6 papers with code

Machine Learning Study of the Extended Drug-target Interaction Network informed by Pain Related Voltage-Gated Sodium Channels

1 code implementation11 Jul 2023 Long Chen, Jian Jiang, Bozheng Dou, Hongsong Feng, Jie Liu, Yueying Zhu, Bengong Zhang, Tianshou Zhou, Guo-Wei Wei

Pain is a significant global health issue, and the current treatment options for pain management have limitations in terms of effectiveness, side effects, and potential for addiction.

Management

Machine-learning Repurposing of DrugBank Compounds for Opioid Use Disorder

1 code implementation1 Mar 2023 Hongsong Feng, Jian Jiang, Guo-Wei Wei

Using these predictors, we systematically analyzed the binding affinities of DrugBank compounds on four opioid receptors.

Drug Discovery

Machine-learning Analysis of Opioid Use Disorder Informed by MOR, DOR, KOR, NOR and ZOR-Based Interactome Networks

1 code implementation12 Jan 2023 Hongsong Feng, Rana Elladki, Jian Jiang, Guo-Wei Wei

Despite that a few pharmacological agents have been approved for OUD treatment, the efficacy of said agents for OUD requires further improvement in order to provide safer and more effective pharmacological and psychosocial treatments.

Neural Weight Search for Scalable Task Incremental Learning

1 code implementation24 Nov 2022 Jian Jiang, Oya Celiktutan

Task incremental learning aims to enable a system to maintain its performance on previously learned tasks while learning new tasks, solving the problem of catastrophic forgetting.

Incremental Learning

Improving COVID-19 CT Classification of CNNs by Learning Parameter-Efficient Representation

no code implementations9 Aug 2022 Yujia Xu, Hak-Keung Lam, Guangyu Jia, Jian Jiang, Junkai Liao, Xinqi Bao

And the achieved precision, sensitivity, and specificity for the COVID-19 pneumonia category are 98. 40%, 99. 59%, and 99. 50%, respectively.

Contrastive Learning COVID-19 Diagnosis +1

MIIDL: a Python package for microbial biomarkers identification powered by interpretable deep learning

1 code implementation24 Sep 2021 Jian Jiang

Detecting microbial biomarkers used to predict disease phenotypes and clinical outcomes is crucial for disease early-stage screening and diagnosis.

IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay

no code implementations21 Apr 2021 Jian Jiang, Edoardo Cetin, Oya Celiktutan

However, finding a trade-off between the model performance and the number of samples to save for each class is still an open problem for replay-based incremental learning and is increasingly desirable for real-life applications.

Contrastive Learning Incremental Learning

Stability analysis and attractor dynamics of 3D dark solitons with localized dissipation

no code implementations21 Dec 2020 Christian Baals, Alexandre Gil Moreno, Jian Jiang, Jens Benary, Herwig Ott

Above the stabilization threshold, we observe the attractor dynamics towards the dark soliton when initially starting from a grey soliton.

Quantum Gases

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