Jiusheng Du, Yu Wang, Yunchao Feng, Dingming Liu, Wenbin Yuan
Research on care preferences for the elderly and influencing factors in Zhejiang Province: A statistical and geographical approach
Medicine
active learning seeks achieve strong performance fewer training samples iteratively asking oracle label newly selected samples humanintheloop manner technique gained increasing popularity due broad applicability yet survey papers especially deep active learning dal remain scarce therefore conduct advanced comprehensive survey dal first introduce reviewed paper collection filtering second formally define dal task summarize influential baselines widely used datasets third systematically provide taxonomy dal methods five perspectives including annotation types query strategies deep model architectures learning paradigms training processes objectively analyze strengths weaknesses comprehensively summarize main applications dal natural language processing nlp computer vision cv data mining dm finally discuss challenges perspectives detailed analysis current studies work aims serve useful quick guide researchers overcoming difficulties dal hope survey spur progress burgeoning field