Collaborative Research: AVATOL - Next Generation Phenomics for the Tree of Life
Collaborative Research: AVATOL - Next Generation Phenomics for the Tree of Life
批准号:
1208272
负责人:
Thomas Dietterich
金额:
$86.33万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2012
资助国家:
美国
项目状态:
已结题
起止时间:
2012-06-01 至 2017-05-31
中文摘要
达尔文的进化论解释了数百万个物种是相关的,并向生物学家和古生物学家提出了发现生命之树分支模式的巨大挑战。这一重大挑战的工作是绘制一幅贯穿地球历史的物种相关性地图,并回答诸如“什么是一个物种的近亲?“和“什么物种生产重要产品?“为了做到这一点,科学家们利用了所有可遗传的特征,包括基因型(例如,DNA)和表型(例如,解剖学)。然而,研究表型仍然是复杂和缓慢的,因为它还没有被计算机科学和工程创新所彻底改变。 一个由生物学家、计算机科学家和古生物学家组成的团队将扩展和调整计算机视觉、机器学习、众包和自然语言处理的方法,以实现对生命之树表型的快速和自动化研究。三年的目标是发布使用新方法构建的大型表型数据集,并为公众和科学界提供未来工作的工具。计划培训教师和学生(幼儿园-博士后水平),并吸引“公民科学家”。“大量的表型数据集,其中许多都有图像,将填补公众对生物多样性和化石记录的重要兴趣。
英文摘要
Darwin's theory of evolution explained that millions of species are related, and dealt biologists and paleontologists the enormous challenge of discovering the branching pattern of the Tree of Life. Work on this great challenge is producing a map of species-relatedness through Earth history, and answering questions such as "what is the closest relative of a species?" and "what species make important products?" To do this scientists draw on all heritable features, including genotypes (e.g., DNA) and phenotypes (e.g., anatomy). Studying phenotypes, however, has remained complicated and slow, because it has not been revolutionized by computer science and engineering innovations. A team of biologists, computer scientists, and paleontologists will extend and adapt methods from computer vision, machine learning, crowd-sourcing and natural language processing to enable rapid and automated study of phenotypes for the Tree of Life on a vast scale. The three-year goal is to release large phenomic datasets built using new methods, and to provide the public and scientific community with tools for future work. Planned is the training of teachers and students (kindergarten - postdoctoral levels) and the engagement of "citizen scien-tists." Enormous phenomic datasets, many with images, will fill an important public interest in biodiversity and the fossil record.
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批准号:0832804
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ITR: Pattern Recognition for Ecological Science and Environmental Monitoring
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批准号:0326052
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财政年份:2000
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负责人:Thomas Dietterich
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CISE Research Instrumentation: Instrumentation for Experimental Research in Machine Learning, Molecular Dynamics, Probabilistic Reasoning, and Software Maintenance
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批准号:9818414
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依托单位:
Understanding and Scaling-Up Machine Learning Algorithms
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批准号:9626584
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项目类别:Continuing Grant
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财政年份:1996
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负责人:Thomas Dietterich
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依托单位:
Develop and Protype Methods for the Automatic Calibration and Validation of Computer Models of Complex Systems
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批准号:9503976
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财政年份:1995
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Learning from Knowledge and Data for Ecosystem Prediction
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批准号:8716748
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项目类别:Standard Grant
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资助金额:$2.5万
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财政年份:1988
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负责人:Thomas Dietterich
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依托单位:
Presidential Young Investigator Award (Computer and Information Science)
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批准号:8657316
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项目类别:Continuing Grant
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财政年份:1986
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负责人:Thomas Dietterich
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依托单位:
国内基金
海外基金
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