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Article
Correcting rainfall forecasts of a numerical weather prediction model using generative adversarial networks
In recent years, the use of deep learning techniques to forecast the weather has increased significantly; however, existing machine learning methods based on observed data are only suitable for very short-term...
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Article
Distributed RDF store for efficient searching billions of triples based on Hadoop
As the development of IT and scientific technology, very large amounts of knowledge data are continuously being created and the big data era can be said to have arrived. Therefore, RDF store inserting and inqu...
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Chapter and Conference Paper
MapReduce-Based Bulk-Loading Algorithm for Fast Search for Billions of Triples
Due to the development of IT and scientific technology, huge amounts of data are continuously being created and the big data era can be said to have arrived. Therefore, triple store inserting and inquiring int...
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Article
Grid-based framework for high-performance processing of scientific knowledge
An essential matter in the knowledge-based information society is how to extract useful information quickly from a large volume of literature. Since most existing data mining frameworks deal with structured in...
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Chapter and Conference Paper
Fast Big Textual Data Parsing in Distributed and Parallel Computing Environment
Currently, tremendous numbers of scientific and technical articles are being published due to the rapid development of the scientific and technical fields. Also, systems are being proposed which can give usefu...
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Chapter and Conference Paper
Pathway Construction and Extension Using Natural Language Processing
Construction and maintenance of signaling pathway is a time-consuming and labor-intensive task. In addition, integration of various pathways is also ineffective since several markup languages are used to expre...
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Chapter and Conference Paper
Feasibility Study for Procedural Knowledge Extraction in Biomedical Documents
We propose how to extract procedural knowledge rather than declarative knowledge utilizing machine learning method with deep language processing features in scientific documents, as well as how to model it. We...
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Chapter and Conference Paper
Multi-words Terminology Recognition Using Web Search
Terminology recognition system which is a fundamental research for Technology Opportunity Discovery (TOD) has been intensively studied in limited range of domains, especially in bio-medical domain. We propose ...
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Chapter and Conference Paper
Relation Extraction Based on Composite Kernel Combining Pattern Similarity of Predicate-Argument Structure
Lots of valuable textual information is used to extract relations between named entities from literature. Composite kernel approach is proposed in this paper. The composite kernel approach calculates similarit...
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Chapter and Conference Paper
Smart Searching System for Virtual Science Brain
To decide research topics or analyze technical trends, researchers should collect and analyze information from hundreds of thousands of articles, patents, and technical reports. To facilitate the process, info...
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Chapter and Conference Paper
Procedural Knowledge Extraction on MEDLINE Abstracts
Text mining is a popular methodology for building Technology Intelligence which helps companies or organizations to make better decisions by providing knowledge about the state-of-the-art technologies obtained...
