A comprehensive review of big data analytics throughout product lifecycle to support sustainable smart manufacturing: A framework, challenges and future research …

S Ren, Y Zhang, Y Liu, T Sakao, D Huisingh… - Journal of cleaner …, 2019 - Elsevier
Smart manufacturing has received increased attention from academia and industry in recent
years, as it provides competitive advantage for manufacturing companies making industry …

Review on recent advances in information mining from big consumer opinion data for product design

J Jin, Y Liu, P Ji, CK Kwong - … of Computing and …, 2019 - asmedigitalcollection.asme.org
In this paper, based on more than ten years' studies on this dedicated research thrust, a
comprehensive review concerning information mining from big consumer opinion data in …

Digital twin and big data towards smart manufacturing and industry 4.0: 360 degree comparison

Q Qi, F Tao - Ieee Access, 2018 - ieeexplore.ieee.org
With the advances in new-generation information technologies, especially big data and
digital twin, smart manufacturing is becoming the focus of global manufacturing …

Data-driven smart manufacturing

F Tao, Q Qi, A Liu, A Kusiak - Journal of Manufacturing Systems, 2018 - Elsevier
The advances in the internet technology, internet of things, cloud computing, big data, and
artificial intelligence have profoundly impacted manufacturing. The volume of data collected …

Digital twin-driven product design framework

F Tao, F Sui, A Liu, Q Qi, M Zhang, B Song… - … Journal of Production …, 2019 - Taylor & Francis
With the advent of new generation information technologies in industry and product design,
the big data-driven product design era has arrived. However, the big data-driven product …

A survey on opinion mining and sentiment analysis: tasks, approaches and applications

K Ravi, V Ravi - Knowledge-based systems, 2015 - Elsevier
With the advent of Web 2.0, people became more eager to express and share their opinions
on web regarding day-to-day activities and global issues as well. Evolution of social media …

[HTML][HTML] What makes an online review more helpful: an interpretation framework using XGBoost and SHAP values

Y Meng, N Yang, Z Qian, G Zhang - Journal of Theoretical and Applied …, 2020 - mdpi.com
Online product reviews play important roles in the word-of-mouth marketing of e-commerce
enterprises, but only helpful reviews actually influence customers' purchase decisions …

Cloud-based big data analytics for customer insight-driven design innovation in SMEs

Y Liu, A Soroka, L Han, J Jian, M Tang - International Journal of Information …, 2020 - Elsevier
Fast development of IT and ICT facilitate customers to post a large volume of their concerns
and expectation online, which are widely accepted to be a valuable resource for product …

Mining customer requirements from online reviews: A product improvement perspective

J Qi, Z Zhang, S Jeon, Y Zhou - Information & Management, 2016 - Elsevier
Big data commerce has become an e-commerce trend. Learning how to extract valuable
and real time insights from big data to drive smarter and more profitable business decisions …

What makes a review voted? An empirical investigation of review voting in online review systems

KKY Kuan, KL Hui, P Prasarnphanich… - Journal of the Association …, 2015 - aisel.aisnet.org
Many online review systems adopt a voluntary voting mechanism to identify helpful reviews
to support consumer purchase decisions. While several studies have looked at what makes …