AIS Travel Support for the Data Representation Discovery Workshop to be held on August 12-17, 2007 in Orlando, FL
AIS Travel 支持将于 2007 年 8 月 12 日至 17 日在佛罗里达州奥兰多举行的数据表示发现研讨会
基本信息
- 批准号:0736687
- 负责人:
- 金额:$ 0.25万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2007
- 资助国家:美国
- 起止时间:2007-06-15 至 2007-11-30
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
Proposal Number: ECS-0736687Proposal Title: AIS Travel Support for the Data Representation Discovery WorkshopPI Name: Guyon, IsabellePI Institution: ClopinetThis grant will fund the travel of five students to participate in the next Data Representation Discovery Workshop. The objective of the workshop is to evaluate the added value of domain expertise in the design of efficient predictive models. In the framework of data mining and machine learning, predictive models are built from training examples to make predictions of given outcomes, e.g. the health status of a patient in medical diagnosis, or the sales projections in marketing. The approach taken is to organize a challenge in which the participants competed on five datasets from various application domains (marketing, handwriting recognition, drug discovery, text categorization, and ecology). The data are made available both in their "raw" representation and as feature vectors. For instance, in the drug discovery domain, the task is to predict the activity of given compounds against the HIV virus; the chemical formulas have been provided as raw data and coefficients quantifying physico-chemical molecular properties formed the feature representation. The outcomes of this challenge ending August 1st, 2007 http://clopinet.com/isabelle/Projects/agnostic/ will be analyzed and discussed at the workshop.Intellectual merit: Determining the effectiveness of incorporating domain knowledge vs. using off-the-shelf modeling software, both in terms of time to market delivery of models and gain in prediction performance, is essential to the Industry, yet no obvious to quantify. Broader impacts:Several students distinguished themselves in the competition. The workshop will help disseminating their results and software (and those of other researchers) and lay the basis of collaborations between them. The workshop will also serve as a platform to plan for future challenge events and involve students in that process.
提案编号:ECS-0736687提案标题:AIS旅行支持的数据表示发现研讨会PI名称:Guyon,IsabellePI机构:Clopinet该赠款将资助五名学生的旅行参加下一个数据表示发现研讨会。研讨会的目的是评估领域专业知识在设计高效预测模型方面的附加值。在数据挖掘和机器学习的框架中,预测模型是从训练示例中构建的,以预测给定的结果,例如医疗诊断中患者的健康状况,或营销中的销售预测。所采取的方法是组织一个挑战,参与者在来自不同应用领域(营销,手写识别,药物发现,文本分类和生态学)的五个数据集上进行竞争。这些数据既可以以其“原始”表示形式,也可以作为特征向量。例如,在药物发现领域,任务是预测给定化合物对HIV病毒的活性;化学式已作为原始数据和量化物理化学分子性质的系数提供,形成特征表示。本次挑战赛于2007年8月1日结束,我们将在研讨会上分析和讨论本次挑战赛的结果。知识价值:确定结合领域知识与使用现成建模软件的有效性,无论是在模型上市时间还是预测性能方面,对行业都至关重要,但还没有明显的量化指标。http://clopinet.com/isabelle/Projects/agnostic/更广泛的影响:几个学生在比赛中脱颖而出。讲习班将有助于传播他们的成果和软件(以及其他研究人员的成果和软件),并为他们之间的合作奠定基础。讲习班还将作为一个平台,规划未来的挑战活动,并让学生参与这一进程。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Isabelle Guyon其他文献
Looking at People Special Issue
- DOI:
10.1007/s11263-017-1058-y - 发表时间:
2018-01-31 - 期刊:
- 影响因子:9.300
- 作者:
Sergio Escalera;Jordi Gonzàlez;Hugo Jair Escalante;Xavier Baró;Isabelle Guyon - 通讯作者:
Isabelle Guyon
Results and Analysis of ChaLearn LAP Multi-modal Isolated and Continuous Gesture Recognition, and Real Versus Fake Expressed Emotions Challenges
ChaLearn LAP 多模态隔离和连续手势识别的结果和分析,以及真假表达情绪挑战
- DOI:
10.1109/iccvw.2017.377 - 发表时间:
2017-10 - 期刊:
- 影响因子:0
- 作者:
Jun Wan;Sergio Escalera;Gholamreza Anbarjafari;Hugo Jair Escalante;Xavier Baro;Isabelle Guyon;Meysam Madadi;Juri Allik;Jelena Gorbova;Chi Lin;Yiliang Xie - 通讯作者:
Yiliang Xie
Challenge design roadmap
挑战设计路线图
- DOI:
- 发表时间:
2024 - 期刊:
- 影响因子:0
- 作者:
H. Escalante;Isabelle Guyon;Addison Howard;Walter Reade;Sébastien Treguer - 通讯作者:
Sébastien Treguer
CodaLab Competitions: An Open Source Platform to Organize Scientific Challenges
CodaLab 竞赛:组织科学挑战的开源平台
- DOI:
- 发表时间:
2023 - 期刊:
- 影响因子:6
- 作者:
Adrien Pavao;Isabelle Guyon;Anne;Dinh;Xavier Baró;H. Escalante;Sergio Escalera;Tyler Thomas;Zhen Xu - 通讯作者:
Zhen Xu
A Four-Gene Expression Signature for Prostate Cancer Cells Consisting of UAP1, PDLIM5, IMPDH2, and HSPD1
前列腺癌细胞的四基因表达特征,包括 UAP1、PDLIM5、IMPDH2 和 HSPD1
- DOI:
- 发表时间:
2009 - 期刊:
- 影响因子:0
- 作者:
Isabelle Guyon;H. Fritsche;P. Choppa;Liya Yang;S. Barnhill - 通讯作者:
S. Barnhill
Isabelle Guyon的其他文献
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{{ truncateString('Isabelle Guyon', 18)}}的其他基金
Collaborative: Gesture Recognition Challenge
协作:手势识别挑战
- 批准号:
1128436 - 财政年份:2011
- 资助金额:
$ 0.25万 - 项目类别:
Standard Grant
Causal Discovery Workbench and Challenge Program
因果发现工作台和挑战计划
- 批准号:
0725746 - 财政年份:2007
- 资助金额:
$ 0.25万 - 项目类别:
Standard Grant
Model Selection Competition for Very Large Datasets
超大型数据集模型选择竞赛
- 批准号:
0424142 - 财政年份:2004
- 资助金额:
$ 0.25万 - 项目类别:
Standard Grant
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