Data Pricing in Machine Learning Pipelines
기계 학습 파이프 의 데이터 가격
Precios de los datos en la tubería de Aprendizaje automático
Tarification des données dans le pipeline d'apprentissage des machines
Цены на данные в конвейерах машинного обучения
Zicun Cong ¹, Xuan Luo ¹, Pei Jian 裴健 ¹, Feida Zhu 朱飞达 ², Yong Zhang ³
¹ Simon Fraser University, Burnaby, Canada
² Singapore Management University, Singapore
³ Huawei Technologies Canada, Burnaby, Canada
arXiv, 18 August 2021

Machine learning is disruptive. At the same time, machine learning can only succeed by collaboration among many parties in multiple steps naturally as pipelines in an eco-system, such as collecting data for possible machine learning applications, collaboratively training models by multiple parties and delivering machine learning services to end users. Data is critical and penetrating in the whole machine learning pipelines.

As machine learning pipelines involve many parties and, in order to be successful, have to form a constructive and dynamic eco-system, marketplaces and data pricing are fundamental in connecting and facilitating those many parties. In this article, we survey the principles and the latest research development of data pricing in machine learning pipelines. We start with a brief review of data marketplaces and pricing desiderata. Then, we focus on pricing in three important steps in machine learning pipelines.

To understand pricing in the step of training data collection, we review pricing raw data sets and data labels. We also investigate pricing in the step of collaborative training of machine learning models, and overview pricing machine learning models for end users in the step of machine learning deployment. We also discuss a series of possible future directions.
Reviews and Discussions
An overview on the principle of inkjet printing technique and its application in micro-display for augmented/virtual realities
Nonlinear optics with structured light
Femtosecond laser-induced periodic structures: mechanisms, techniques, and applications
Giant and light modifiable third-order optical nonlinearity in a free-standing h-BN film
New approach for the digital reconstruction of complex mine faults and its application in mining
p62/SQSTM1 Participates in the Innate Immune Response of Macrophages Against Candida albicans Infection
Configurable topological beam splitting via antichiral gyromagnetic photonic crystal
Single-molecule optoelectronic devices: physical mechanism and beyond
Functional nonlinear optical nanoparticles synthesized by laser ablation
The m6A methylation regulates gonadal sex differentiation in chicken embryo
A new species in the genus Synanthedon (Lepidoptera: Sesiidae) from China
A review on the forward osmosis applications and fouling control strategies for wastewater treatment

Previous Article                                Next Article
Copyright © Hot Paper