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Citations since 2017
4 Research Items
Most of the networks in nature including social networks are highly dynamic. It is usually difficult to form a good picture of evolution in “time axis”. There are many models developed to study the properties and structure of networks. But mostly they are about static networks. There has been not much interest and study on dynamic networks or evolv...
After the recent developments in Artificial Neural Networks and deep learning techniques, representation learning has become the focus of many research interests. In the field of Natural Language Processing, representation learning techniques have gained many implementation advances and improved different tasks compared to any other method. One of...
In the field of Natural Language Processing, representation learning techniques have gained many implementation advances and improved different tasks compared to any other methods. One of the primary research topics in this area is to construct compositional representations of discrete language structures in multilingual joint-vector space. In this...
The gene regulatory network (GRN) reveals the regulatory relationships among genes and can provide a systematic understanding of molecular mechanisms underlying biological processes. The idea studied here is to compare the traditional analysis of microarray gene expression profiles and network analysis of GRN inferred using gene expression data. Th...
Distributed word representation ,known as word embedding, is a language modelling and feature representation technique for various natural language processing tasks. It is a low-dimensional vector space where each word is represented as a vector. By training multi-language corpora a joint representation space can be constructed such that semantically similar words from different languages will be adjacent to each other.