典型文献
Knowledge Learning With Crowdsourcing:A Brief Review and Systematic Perspective
文献摘要：
Big data have the characteristics of enormous volume, high velocity, diversity, value-sparsity, and uncertainty, which lead the knowledge learning from them full of challenges. With the emergence of crowdsourcing, versatile information can be obtained on-demand so that the wisdom of crowds is easily involved to facilitate the knowledge learning process. During the past thirteen years, researchers in the AI community made great efforts to remove the obstacles in the field of learning from crowds. This concentrated survey paper comprehensively reviews the technical progress in crowdsourcing learning from a systematic perspective that includes three dimensions of data, models, and learning processes. In addition to reviewing existing important work, the paper places a particular emphasis on providing some promising blueprints on each dimension as well as discussing the lessons learned from our past research work, which will light up the way for new researchers and encourage them to pursue new contributions.
文献关键词：
中图分类号：
作者姓名：
Jing Zhang
作者机构：
School of Computer Science and Engineering,Nanjing University of Science and Technology,Nanjing 210094,China
文献出处：
引用格式：
[1]Jing Zhang-.Knowledge Learning With Crowdsourcing:A Brief Review and Systematic Perspective)[J].自动化学报（英文版）,2022(05):749-762
A类：
Crowdsourcing,blueprints
B类：
Knowledge,Learning,With,Brief,Review,Systematic,Perspective,Big,data,have,characteristics,enormous,volume,high,velocity,diversity,value,sparsity,uncertainty,which,lead,knowledge,learning,from,them,full,challenges,emergence,crowdsourcing,versatile,information,can,be,obtained,demand,that,wisdom,easily,involved,facilitate,During,past,thirteen,years,researchers,community,made,great,efforts,remove,obstacles,field,This,concentrated,survey,paper,comprehensively,reviews,technical,progress,systematic,perspective,includes,three,dimensions,models,processes,In,addition,reviewing,existing,important,work,places,particular,emphasis,providing,some,promising,each,well,discussing,lessons,learned,will,light,up,way,new,encourage,pursue,contributions
AB值：
0.66072
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