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Business ecosystems consist of a heterogeneous and continuously evolving set of entities that are interconnected through a complex, global network of relationships. However, there is no well-established methodology to study the dynamics of this network. Traditional approaches have primarily utilized a single source of data of relatively established firms;(More)
The aim of this research is to explore what kinds of insights information visualization of social media data can provide for co-organizing conferences. Our paper focuses on Twitter in 'during-conference' use. We present a case study based on CMAD2013 conference and on the tweet traffic during the conference day. We applied the process of data-driven visual(More)
Modern Web introduces new means to support conference information retrieval and, moreover, social tools that enable conference delegates to actively contribute to a conference. Simultaneously, existing case studies show that collecting explicitly represented conference data is possible in real-life settings. From these grounds, methods and tools of(More)
This paper introduces the use of social network analysis for socially constructed data to study inter-organizational systems of innovation and their value-add supply chain. Through social network analysis, we explore the structure of relationships among Chinese technology-based companies, foreign technologybased companies with Chinese locations, Chinese(More)
In this article, we introduce the concept of learning analytics in the context of TUT Circle, a social media enhanced web service for learning in use at Tampere University of Technology. Through three case studies, we apply the methods of learning analytics for insight into the bursty nature of learning activities, procrastination, peer learning, and(More)
Title Visual network analysis of Twitter data for co-organizing conferences: case CMAD 2013 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or(More)