Active Learning Literature Survey 来自 Semantic Scholar 喜欢 0 阅读量: 908 作者: A Krishnakumar 摘要: The most time consuming and expensive task in machine learning is the gathering of labeled data to train the model or to estimate its parameters. In the real-world scenario, the availability ...
基于一个关键的假设:机器学习方法被允许根据自己的需求或者好奇心选择所需要的数据,将会用更少的数据学习的更好。 Active Learning Examples,主动学习的应用范例-如文章头部标题图注-阐明了基于数据池(pool-based active learning cycle)的主动学习流程 如上图,形象化的展示了使用主动学习这一方法(c),在选择数据时,更...
Active Learning Literature Survey [2012]:作者为 Burr Settles。这是最著名也是相对较早的一篇调研,至今已有数千次引用,初步了解可以看这一篇。 A Survey on Active Deep Learning: From Model-Driven to Data-Driven [2020]:较新的一篇文章,主要是在技术角度对主动学习的方法进行分类,个人认为这篇文章需要在对具...
In this paper, we make a literature survey of active learning in multimedia annotation and retrieval. Firstly, we briefly introduce the basic principle of active learning and then analyze some sample selection strategies. Furthermore, we introduce the state of the art of active learning algorithms,...
learningactiveliteraturesurveyquerysettles ActiveLearningLiteratureSurvey BurrSettles ComputerSciencesTechnicalReport1648 UniversityofWisconsin–Madison Updatedon:January26,2010 Abstract Thekeyideabehindactivelearningisthatamachinelearningalgorithmcan achievegreateraccuracywithfewertraininglabelsifitisallowedtochoosethe datafro...
Savarese. Active learning for convolutional neural networks: A core-set approach. In 6th International Conference on Learning Representations, ICLR 2018, Van- couver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings, 2018. [30] B. Settles. Active learning literature survey. ...
Active Learning Literature Survey Anita Krishnakumar University of California, Santa Cruz Department of Computer Science anita@soe.ucsc.edu June 05, 2007 Abstract The most time consuming and expensive task in machine learning is the gathering of labeled data to train the model or to estimate its ...
Active learning has been successfully applied to a number of natural language processing tasks, such as, information extraction, named entity recognition, text categorization, part-of-speech tagging, parsing, and word sense disambiguation. This report is a literature survey of active learning from the...
Burr Settles[1] 的文章《Active Learning Literature Survey》详细地介绍了主动学习：“主动学习是机器...
从而提升标注效率。这里咱们引用文章《Active Learning Literature Survey》里对主动学习的定义：主动学习是...