Literature DB >> 23230155

GATECloud.net: a platform for large-scale, open-source text processing on the cloud.

Valentin Tablan1, Ian Roberts, Hamish Cunningham, Kalina Bontcheva.   

Abstract

Cloud computing is increasingly being regarded as a key enabler of the 'democratization of science', because on-demand, highly scalable cloud computing facilities enable researchers anywhere to carry out data-intensive experiments. In the context of natural language processing (NLP), algorithms tend to be complex, which makes their parallelization and deployment on cloud platforms a non-trivial task. This study presents a new, unique, cloud-based platform for large-scale NLP research--GATECloud. net. It enables researchers to carry out data-intensive NLP experiments by harnessing the vast, on-demand compute power of the Amazon cloud. Important infrastructural issues are dealt with by the platform, completely transparently for the researcher: load balancing, efficient data upload and storage, deployment on the virtual machines, security and fault tolerance. We also include a cost-benefit analysis and usage evaluation.

Mesh:

Year:  2012        PMID: 23230155     DOI: 10.1098/rsta.2012.0071

Source DB:  PubMed          Journal:  Philos Trans A Math Phys Eng Sci        ISSN: 1364-503X            Impact factor:   4.226


  3 in total

1.  e-Science-towards the cloud: infrastructures, applications and research.

Authors:  Paul Townend; Jie Xu; Jim Austin
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2012-12-10       Impact factor: 4.226

2.  Efficient Reuse of Natural Language Processing Models for Phenotype-Mention Identification in Free-text Electronic Medical Records: A Phenotype Embedding Approach.

Authors:  Honghan Wu; Karen Hodgson; Sue Dyson; Katherine I Morley; Zina M Ibrahim; Ehtesham Iqbal; Robert Stewart; Richard Jb Dobson; Cathie Sudlow
Journal:  JMIR Med Inform       Date:  2019-12-17

3.  Getting more out of biomedical documents with GATE's full lifecycle open source text analytics.

Authors:  Hamish Cunningham; Valentin Tablan; Angus Roberts; Kalina Bontcheva
Journal:  PLoS Comput Biol       Date:  2013-02-07       Impact factor: 4.475

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.