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References from On the road to explainable AI in drug-drug interactions prediction: A systematic review. Local targets link to admitted publications; unresolved targets remain external evidence.
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Drug drug interaction extraction from the literature using a recursive neural network
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Drug-Drug Interaction Extraction Based on Transfer Weight Matrix and Memory Network
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2013 · External reference
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2012 · External reference
Drug-Drug interaction extraction using a position and similarity fusion-based attention mechanism
10.1016/j.jbi.2021.103707 · 2021 · External reference
Drug-Drug Interaction Extraction via Convolutional Neural Networks
2016 · External reference
Integrated Random Negative Sampling and Uncertainty Sampling in Active Learning Improve Clinical Drug Safety Drug-Drug Interaction Information Retrieval
2021 · External reference
Drug-Drug Interaction Extraction via Recurrent Hybrid Convolutional Neural Networks with an Improved Focal Loss
2019 · External reference
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2019 · External reference
Machine Learning-Based Prediction of Drug-Drug Interactions for Histamine Antagonist Using Hybrid Chemical Features
10.3390/cells10113092 · 2021 · External reference
A multimodal deep learning framework for predicting drug-drug interaction events
10.1093/bioinformatics/btaa501 · 2020 · External reference
Drug-Drug Interaction Discovery: Kernel Learning from Heterogeneous Similarities
10.1016/j.smhl.2018.07.007 · 2018 · External reference
DPDDI: a deep predictor for drug-drug interactions
10.1186/s12859-020-03724-x · 2020 · External reference
Application of Machine Learning in Knowledge Discovery for Pharmaceutical Drug-drug Interactions
2016 · External reference
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2017 · External reference
Identification of drug-target interaction by a random walk with restart method on an interactome network
10.1186/s12859-018-2199-x · 2018 · External reference
MDF-SA-DDI: predicting drug–drug interaction events based on multi-source drug fusion, multi-source feature fusion and transformer self-attention mechanism
2021 · External reference
Novel deep learning-based transcriptome data analysis for drug-drug interaction prediction with an application in diabetes
10.1186/s12859-021-04241-1 · 2021 · External reference
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2020 · External reference
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Modeling polypharmacy effects with heterogeneous signed graph convolutional networks
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Evaluation of knowledge graph embedding approaches for drug-drug interaction prediction in realistic settings
10.1186/s12859-019-3284-5 · 2019 · External reference
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Drug-Drug Interaction Predicting by Neural Network Using Integrated Similarity
10.1038/s41598-019-50121-3 · 2019 · External reference
Why is Tanimoto index an appropriate choice for fingerprint-based similarity calculations?
10.1186/s13321-015-0069-3 · 2015 · External reference
ISCMF: Integrated similarity-constrained matrix factorization for drug–drug interaction prediction
10.1007/s13721-019-0215-3 · 2020 · External reference
Novel deep learning model for more accurate prediction of drug-drug interaction effects
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2021 · External reference
A machine learning framework for predicting drug–drug interactions
10.1038/s41598-021-97193-8 · 2021 · External reference
Similarity-based machine learning support vector machine predictor of drug-drug interactions with improved accuracies
10.1111/jcpt.12786 · 2019 · External reference
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Drug-drug interaction discovery: kernel learning from heterogeneous similarities
10.1016/j.smhl.2018.07.007 · 2018 · External reference
A Single Kernel-Based Approach to Extract Drug-Drug Interactions from Biomedical Literature
10.1371/journal.pone.0048901 · 2012 · External reference
Label Propagation Prediction of Drug-Drug Interactions Based on Clinical Side Effects
10.1038/srep12339 · 2015 · External reference
Integrated Random Negative Sampling and Uncertainty Sampling in Active Learning Improve Clinical Drug Safety Drug-Drug Interaction Information Retrieval
2021 · External reference
Detecting high-quality signals of adverse drug-drug interactions from spontaneous reporting data
10.1016/j.jbi.2020.103603 · 2020 · External reference
Exploring Semi-supervised V ariational Autoencoders for Biomedical Relation Extraction
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An AI-based Prediction Model for Drug-drug Interactions in Osteoporosis and Paget's Diseases from SMILES
10.1002/minf.202100264 · 2022 · External reference
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A Topic-modeling Based Framework for Drug-drug Interaction Classification from Biomedical Text
2016 · External reference
Efficient prediction of drug-drug interaction using deep learning models
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Extraction of drug-drug interaction using neural embedding
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Detecting drug-drug interactions using artificial neural networks and classic graph similarity measures
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A neural network-based method for polypharmacy side effects prediction
10.1186/s12859-021-04298-y · 2021 · External reference
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Evaluation of pooling operations in convolutional architectures for drug-drug interaction extraction
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Exploring convolutional neural networks for drug-drug interaction extraction
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Analysis and Optimization of Loss Functions for Multiclass, Top-k, and Multilabel Classification
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Drug-drug interaction extraction via hybrid neural networks on biomedical literature
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Drug-drug interaction extraction from biomedical texts using long short-term memory network
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Dependency-based long short term memory network for drug-drug interaction extraction
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2017 · External reference
An attention-based effective neural model for drug-drug interactions extraction
10.1186/s12859-017-1855-x · 2017 · External reference
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