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Research on the Innovation Performance of OIP

Ying Chu, Hongzhen Xu, Guijie Qi
2021 Pacific Asia Conference on Information Systems  
This research focuses on consumer feedback and uses text mining methods to obtain the consumer satisfaction of innovative products from online reviews to measure innovation performance.  ...  Our preliminary empirical research found that products converted from ideas with higher degree of commonness, discussion and support are more likely to gain good consumer satisfaction.  ...  In order to empirically test our research model, we analyze and apply text mining to 14,438 ideas from Xiaomi community, and 3,598 online reviews from JD.COM.  ... 
dblp:conf/pacis/ChuXQ21 fatcat:ivgd7aedfjhmxkum6ij4mn3xpe

From Traditional to Online Methods for Generating Business Ideas

2021 Management Dynamics in the Knowledge Economy  
The purpose of our study is to improve the venture idea creation process from an applicable perspective, and to add to the existing ideation literature by (1) identifying and classifying the sources of  ...  ideas to create the necessary link between the onsite and online access to idea sources; (2) explaining the traditional methods for generating business idea trough their dominant features in order to  ...  The online marketplaces (mentioned above) let their customers rate and review the providers and the products (or services) they buy.  ... 
doaj:a1392a60746549b28499851f21f53d88 fatcat:gikxtl3agvhobnlmpefeehh26q

Relationship Between Web Based User Innovation Tools and Firms' Innovativeness

Banu ATREK, Burcu İlter, Güzin Özdağoğlu
2016 Dokuz Eylül Üniversitesi Sosyal Bilimler Enstitüsü Dergisi  
services in their new product development process are found to trigger innovativeness.  ...  Hypotheses of the study are tested by correlation analysis and research questions are investigated via mining association rules with FP-Growth algorithm.  ...  products (A type of an online toolkit) potential outcome of their design ideas.  ... 
doi:10.16953/deusbed.48963 fatcat:o7xpnraehfbhjfvl7s4kh3wa2i

In Search of New Product Ideas: Identifying Ideas in Online Communities by Machine Learning and Text Mining

Kasper Christensen, Sladjana Nørskov, Lars Frederiksen, Joachim Scholderer
2016 Creativity and Innovation Management  
. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making  ...  the topic structure in a collection of online product reviews.  ...  The next section will review previous applications of text mining in the innovation literature and discuss the particular target event our algorithm is intended to detect: the presence of an idea.  ... 
doi:10.1111/caim.12202 fatcat:sqm5u32yqje5bfjogsobsstrum

Mining Express Service Innovation Opportunity From Online Reviews

Ning Zhang, Rui Zhang, Zhiliang Pang, Xue Liu, Wenfei Zhao
2021 Journal of Organizational and End User Computing  
Firstly, we crawl online reviews of express companies and use LDA model to identify service attributes.  ...  From the perspective of customer demand, we propose a framework for mining service innovation opportunities.  ...  All information is mined from online reviews, which is a new practice for opportunity algorithm.  ... 
doi:10.4018/joeuc.20211101.oa3 fatcat:s4xvhqymjbanpeyevdwyq4r5sm

Examining the Use of Social Media in Customer Co-Creation: A Blog Mining Study

Wu He, Gongjun Yan
2013 Americas Conference on Information Systems  
To understand the current state-of-theart and future trends about the use of social media for customer co-creation, we conducted a blog mining study to analyze relevant posts on blogs.  ...  By working closely with customers to realize new user-generated ideas or suggestions, social media change this company's innovation practice from the initial stage of idea exploitation to a stage in which  ...  Section 2 provides a brief review about the use of social media for customer co-creation and text mining.  ... 
dblp:conf/amcis/HeY13 fatcat:bneyas7ylvhd7jqamtmqznynuu

Enhanced Recommendation System for E-commerce Applications

Specifically, innovator products are a special subset of products which are less popular/ have received less traction from users but are genuinely of higher quality, therefore, these aforementioned products  ...  To address this issue , this paper throws light on user behavior on the online shopping platform , accordingly a novel selectivity based collaborative filtering algorithm is proposed with innovator products  ...  (t_score) and positive user reviews of that product(Positivity percentage) , these values retrieved from innovator product data collected by the system .Hence these process ultimately results in personalized  ... 
doi:10.35940/ijitee.h6914.078919 fatcat:2v2ugglperf5dd7hael4rkoa6i

Message from the Innovate-Data 2018 Chairs

2018 2018 4th International Conference on Big Data Innovations and Applications (Innovate-Data)  
In addition to the main conference, Innovate-Data 2018 has associated symposia which focus on particular topics.  ...  We thank the IEEE CS Technical Committee on the Internet (IEEE-CS TCI) for their technical co-sponsorship of the Innovate-Data 2018.  ...  Consider the scenario of online reviews provided by customers about products, services, prices and quality of the products.  ... 
doi:10.1109/innovate-data.2018.00005 fatcat:wlmacqmjizan5md4x5w7s56qe4

Towards Automatic and Accurate Lead User Identification

Sanjin Pajo, Paul-Armand Verhaegen, Dennis Vandevenne, Joost R. Duflou
2015 Procedia Engineering  
Identifying product development opportunities is one of the initial phases in the fuzzy front end of a creative innovation process.  ...  innovation and development.  ...  Significant portion of innovation comes from experienced and ardent lead users that can be of great value in product innovation and development to companies [5] .  ... 
doi:10.1016/j.proeng.2015.12.445 fatcat:2w34wf3xqnag5gj6nnoaaica4q

Empowered by Innovation: Unravelling Determinants of Idea Implementation in Open Innovation Platforms

Frederik Situmeang, Rob Loke, Nelleke de Boer, Danielle de Boer
2019 Proceedings of the 8th International Conference on Data Science, Technology and Applications  
text was mined from Dell IdeaStorm using webcrawling and scraping techniques.  ...  By using open innovation platforms, where community members propose ideas, companies can better serve customer needs.  ...  The database consists of 844 ideas that were available online at the moment of data mining (46% implemented/partially implemented), in overall as well as 24 categories of product ideas, Dell ideas and  ... 
doi:10.5220/0007948602890295 dblp:conf/data/SitumeangLBB19 fatcat:rsk34lpczvc3fj6dezs2mrhhym

User Roles and Contributions in User Innovation Community

Qian Yang, Cheng Li
2019 American Journal of Industrial and Business Management  
User innovation community is an important source for enterprises to obtain originality and relevant product information.  ...  In order to help enterprises to successfully manage the community's users, HUAWEI cellphone community is taken as an example to explore different contributions of online users with district behavior characteristics  ...  User action data is obtained through web mining from Huawei cellphone forum.  ... 
doi:10.4236/ajibm.2019.96087 fatcat:opluhxht2zc2bdv6slyrbviszu

Text Mining Based Online News Analysis about Smart Factory

Youn-Sub Jung, Tai-Woo Chang
2018 Innovative Computing Information and Control Express Letters, Part B: Applications  
We used association rule mining of keywords, and topic modeling for Korean online news corpus from 2014 to April 2017.  ...  In this study, text mining based analysis was conducted to uncover the meaningful trends of topics and issues about smart factory within the online news articles.  ...  To analyze online news reported in Korea, we collected data from Naver News, which provides online news distribution services from most press companies in Korea.  ... 
doi:10.24507/icicelb.09.06.559 fatcat:sycf6pkqhjg3nh37ousbio4kju

An Innovation Of Travel Information Gathering Framework

J. Pairaya, R. Buddhagarn, S. Sukree, K. Punthumadee
2012 Zenodo  
, tourist attractions and souvenir shops) for each user by travelers segmentation based on data mining technique to segment the tourists- behavior patterns then match them with tourism products and services  ...  This system innovation is designed to be a knowledge incremental learning. It is a marketing strategy to support business to respond traveler-s demand effectively.  ...  In the view of Amabile [21] , creativity is the production of novel and useful ideas in any domain, In order to be considered creativity, a product or an idea must be different from what has been done  ... 
doi:10.5281/zenodo.1075662 fatcat:scabodkt2jadjjn5dy6jidibwu

Introduction to the special issue on "Data analytics for marketing intelligence"

Ching-Chin Chern, Anthony J. T. Lee, Chih-Ping Wei
2014 Information Systems and E-Business Management  
At the same time, the proliferation of WWW and Web 2.0 innovations (e.g., product review websites, social networking communities) dramatically explode external data for marketing intelligence, as measured  ...  Marketing intelligence has evolved from a creative process into a highly datadriven process. Data sources for marketing intelligence can come from internal and external.  ...  on the influence of online word-ofmouth (i.e., product reviews).  ... 
doi:10.1007/s10257-014-0270-3 fatcat:s4ubtwzlerc4rlgiip3w3ybuvu

Capturing the Bigger Picture? Applying Text Analytics to Foster Open Innovation Processes for Sustainability-Oriented Innovation

Peter Wehnert, Christoph Kollwitz, Christofer Daiberl, Barbara Dinter, Markus Beckmann
2018 Sustainability  
Furthermore, we identify possibilities for the application of further data mining methods to complement open innovation approaches along the innovation process.  ...  We find that text analytics of broad discourse data can particularly support the orientation and idea generation phase for sustainability-oriented innovation.  ...  Often they are carried out with lead users of the product or service under consideration [50, 51] . • Online innovation communities: Such communities allow their members to collectively discuss ideas  ... 
doi:10.3390/su10103710 fatcat:ff5d5p4465ehlcckzovthbjy4e
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