The Lean Data Scientist: Recent Advances toward Overcoming the Data Bottleneck

被引：8
作者：
Shani, Chen [1 ]
Zarecki, Jonathan [2 ]
Shahaf, Dafna [3 ]
机构：
[1] Hebrew Univ Jerusalem, Jerusalem, Israel
[2] Israeli Mil Intelligence, Tel Aviv, Israel
[3] Hebrew Univ Jerusalem, Data Sci, Jerusalem, Israel
来源：
COMMUNICATIONS OF THE ACM | 2023年 / 66卷 / 02期
基金：
欧洲研究理事会;
关键词：
D O I：
10.1145/3551635
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
A taxonomy of the methods used to obtain quality datasets enhances existing resources.
引用
收藏
页码：92 / 102
页数：11
相关论文
共 60 条
[1]   Convex Formulation for Kernel PCA and Its Use in Semisupervised Learning [J].
Alaiz, Carlos M. ;
Fanuel, Michael ;
Suykens, Johan A. K. .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 29 (08) :3863-3869
[2]  
Alrashed H, 2013, FACIAL GENDER RECOGN
[3]  
Anaby-Tavor A, 2020, AAAI CONF ARTIF INTE, V34, P7383
[4]  
[Anonymous], 2009, Computer Vision and Pattern Recognition
[5]  
Attenberg Joshua., 2009, Collaborative email-spam filtering with the hashing-trick
[6]   A Bayesian information theoretic model of learning to learn via multiple task sampling [J].
Baxter, J .
MACHINE LEARNING, 1997, 28 (01) :7-39
[7]  
Bertero D, 2016, INT CONF ACOUST SPEE, P5780, DOI 10.1109/ICASSP.2016.7472785
[8]   AutoAugment: Learning Augmentation Strategies from Data [J].
Cubuk, Ekin D. ;
Zoph, Barret ;
Mane, Dandelion ;
Vasudevan, Vijay ;
Le, Quoc V. .
2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, :113-123
[9]   Clinically applicable deep learning for diagnosis and referral in retinal disease [J].
De Fauw, Jeffrey ;
Ledsam, Joseph R. ;
Romera-Paredes, Bernardino ;
Nikolov, Stanislav ;
Tomasev, Nenad ;
Blackwell, Sam ;
Askham, Harry ;
Glorot, Xavier ;
O'Donoghue, Brendan ;
Visentin, Daniel ;
van den Driessche, George ;
Lakshminarayanan, Balaji ;
Meyer, Clemens ;
Mackinder, Faith ;
Bouton, Simon ;
Ayoub, Kareem ;
Chopra, Reena ;
King, Dominic ;
Karthikesalingam, Alan ;
Hughes, Cian O. ;
Raine, Rosalind ;
Hughes, Julian ;
Sim, Dawn A. ;
Egan, Catherine ;
Tufail, Adnan ;
Montgomery, Hugh ;
Hassabis, Demis ;
Rees, Geraint ;
Back, Trevor ;
Khaw, Peng T. ;
Suleyman, Mustafa ;
Cornebise, Julien ;
Keane, Pearse A. ;
Ronneberger, Olaf .
NATURE MEDICINE, 2018, 24 (09) :1342-+
[10]  
Devlin J, 2019, 2019 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL HLT 2019), VOL. 1, P4171
123456