• Publications
  • Influence
Improving gene set analysis of microarray data by SAM-GS
TLDR
It is concluded that GSEA has important limitations as a gene-set analysis approach for microarray experiments for identifying biological pathways associated with a binary phenotype and an alternative statistically-sound method is proposed, SAM-GS. Expand
Constrained Graph Variational Autoencoders for Molecule Design
TLDR
A variational autoencoder model in which both encoder and decoder are graph-structured is proposed and it is shown that by using appropriate shaping of the latent space, this model allows us to design molecules that are (locally) optimal in desired properties. Expand
Sentence-State LSTM for Text Representation
TLDR
This work investigates an alternative LSTM structure for encoding text, which consists of a parallel state for each word, and shows that the proposed model has strong representation power, giving highly competitive performances compared to stacked BiLSTM models with similar parameter numbers. Expand
Transfer Learning on Heterogenous Feature Spaces via Spectral Transformation
TLDR
A Bayesian-based approach is applied to model the relationship between different output spaces and extracted examples from heterogeneous sources can reduce the error rate by as much as~50\%, compared with the methods using only the examples from the target task. Expand
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples
TLDR
The experimental results show that proposed “feature distillation” can significantly surpass the latest input-transformation based mitigations such as Quilting and TV Minimization in three aspects, including defense efficiency, accuracy of benign images after defense, and processing time per image. Expand
HIT: linking herbal active ingredients to targets
  • Hao Ye, Li Ye, +9 authors Z. Cao
  • Biology, Computer Science
  • Nucleic Acids Res.
  • 20 November 2010
TLDR
A comprehensive and fully curated database for Herb Ingredients’ Targets (HIT) has been constructed to complement above resources and contains 5208 entries about 1301 known protein targets affected by 586 herbal compounds from more than 1300 reputable Chinese herbs. Expand
Quaternion Knowledge Graph Embedding
TLDR
This paper moves beyond standard complex representations, adopting expressive hypercomplex representations for learning representations of entities and relations, and demonstrates that QuatE achieves state-of-the-art performance on four well-established knowledge graph completion benchmarks. Expand
Insertion-based Decoding with Automatically Inferred Generation Order
TLDR
This work proposes a novel decoding algorithm— InDIGO—which supports flexible sequence generation in arbitrary orders through insertion operations, and extends Transformer, a state-of-the-art sequence generation model, to efficiently implement this approach. Expand
Secondary Structural Elements within the 3′ Untranslated Region of Mouse Hepatitis Virus Strain JHM Genomic RNA
TLDR
The introduction of second complementary mutations which restored the predicted base pairing of positions 142 to 136 with 68 to 74 and nucleotides 96 to 99 with 116 to 113 largely ameliorated defects in replication ability, suggesting that these secondary structures are important for efficient MHV replication. Expand
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