Topic modeling in management research: Rendering new theory from textual data

TR Hannigan, RFJ Haans, K Vakili… - Academy of …, 2019 - journals.aom.org
Increasingly, management researchers are using topic modeling, a new method borrowed
from computer science, to reveal phenomenon-based constructs and grounded conceptual …

Topic modeling and sentiment analysis of global climate change tweets

B Dahal, SAP Kumar, Z Li - Social network analysis and mining, 2019 - Springer
Social media websites can be used as a data source for mining public opinion on a variety
of subjects including climate change. Twitter, in particular, allows for the evaluation of public …

The value of big data for credit scoring: Enhancing financial inclusion using mobile phone data and social network analytics

M Óskarsdóttir, C Bravo, C Sarraute, J Vanthienen… - Applied Soft …, 2019 - Elsevier
Credit scoring is without a doubt one of the oldest applications of analytics. In recent years, a
multitude of sophisticated classification techniques have been developed to improve the …

How do consumers in the sharing economy value sharing? Evidence from online reviews

X Xu - Decision Support Systems, 2020 - Elsevier
With the rapid development of information technology, platform-facilitated collaborative
consumption has recently become attractive to consumers. A comparative study of …

[图书][B] Enhancing social media analysis with visual data analytics: A deep learning approach

D Shin, S He, GM Lee, AB Whinston, S Cetintas… - 2020 - researchgate.net
This research methods article proposes a visual data analytics framework to enhance social
media research using deep learning models. Drawing on the literature of information …

Understanding the information-based transformation of strategy and society

EK Clemons, RM Dewan, RJ Kauffman… - Journal of Management …, 2017 - Taylor & Francis
The world economy is undergoing dramatic changes, largely driven by the new availability
of fine-grained information. Innovative ways of using data—large and small—have also …

Combining geographical and social influences with deep learning for personalized point-of-interest recommendation

J Guo, W Zhang, W Fan, W Li - Journal of Management Information …, 2018 - Taylor & Francis
Personalized point-of-interest (POI) recommendation is important to location-based social
networks (LBSNs) for helping users to explore new places and for helping third-party …

Brand crisis and customer relationship management on social media: Evidence from a natural experiment from the airline industry

R Al Balawi, Y Hu, L Qiu - Information Systems Research, 2023 - pubsonline.informs.org
In this study, we investigate the effect of a brand crisis on the customer relationship
management (CRM) efforts of brands on social media. Despite the opportunities social …

Do online friends bring out the best in us? The effect of friend contributions on online review provision

Z Ke, D Liu, DJ Brass - Information Systems Research, 2020 - pubsonline.informs.org
User-generated online reviews are crucial for consumer decision making but suffer from
underprovision, quality degradation, and imbalances across products. This research …

Exploring bimodal multi‐level networks: Network structure and dynamics driving herding effects and growth in livestreaming

Q Lin, X Liao, J Li, Y Liu - Information Systems Journal, 2024 - Wiley Online Library
The majority of social network research in the IS field relies on assumptions that social
networks are single‐level unified entities, disregarding the potential bimodal network …