The sciences of the artificial (3rd ed.)
The sciences of the artificial (3rd ed.)
Affective computing
TOPIC ISLANDS—a wavelet-based text visualization system
Proceedings of the conference on Visualization '98
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Text mining: finding nuggets in mountains of textual data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
The ecological approach to text visualization
Journal of the American Society for Information Science - Speical issue on integrating mutiple overlapping metadata standards
PeopleGarden: creating data portraits for users
Proceedings of the 12th annual ACM symposium on User interface software and technology
Social translucence: an approach to designing systems that support social processes
ACM Transactions on Computer-Human Interaction (TOCHI) - Special issue on human-computer interaction in the new millennium, Part 1
Textual Data Mining to Support Science and Technology Management
Journal of Intelligent Information Systems
Data mining: concepts and techniques
Data mining: concepts and techniques
Visualization components for persistent conversations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Evaluating combinations of ranked lists and visualizations of inter-document similarity
Information Processing and Management: an International Journal - Special issue on interactivity at the text retrieval conference (TREC)
A semantic approach to visualizing online conversations
Communications of the ACM - Supporting community and building social capital
Tools for navigating large social cyberspaces
Communications of the ACM - Supporting community and building social capital
Visualizing the archive of a computer mediated communication process
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Information Visualization and Visual Data Mining
IEEE Transactions on Visualization and Computer Graphics
ThemeRiver: Visualizing Thematic Changes in Large Document Collections
IEEE Transactions on Visualization and Computer Graphics
Text-Learning and Related Intelligent Agents: A Survey
IEEE Intelligent Systems
Richness, power cues and email text
Information and Management
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Information Systems Research
HelpfulMed: intelligent searching for medical information over the internet
Journal of the American Society for Information Science and Technology
Measuring praise and criticism: Inference of semantic orientation from association
ACM Transactions on Information Systems (TOIS)
An introduction to variable and feature selection
The Journal of Machine Learning Research
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Digital Artifacts for Remembering and Storytelling: PostHistory and Social Network Fragments
HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) - Track 4 - Volume 4
HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) - Track 4 - Volume 4
Informed spatial decisions through coordinated views
Information Visualization - Special issue on coordinated and multiple views in exploratory visualization
Text analysis and knowledge mining system
IBM Systems Journal
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Exploration of Dimensionality Reduction for Text Visualization
CMV '05 Proceedings of the Coordinated and Multiple Views in Exploratory Visualization
Applying Authorship Analysis to Extremist-Group Web Forum Messages
IEEE Intelligent Systems
A rank-by-feature framework for interactive exploration of multidimensional data
Information Visualization
Journal of the American Society for Information Science and Technology
Thumbs up?: sentiment classification using machine learning techniques
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
An assessment of group support systems experimental research: methodology and results
Journal of Management Information Systems - Special issue: GSS insights: a look back at the lab, a look forward from the field
Stylistic text classification using functional lexical features: Research Articles
Journal of the American Society for Information Science and Technology
Conversation Map: An Interface for Very Large-Scale Conversations
Journal of Management Information Systems
A hybrid approach to Web forum interactional coherence analysis
Journal of the American Society for Information Science and Technology
Design and natural science research on information technology
Decision Support Systems
Design science in information systems research
MIS Quarterly
An empirical investigation of net-enabled business value
MIS Quarterly
Visualizing authorship for identification
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Affect analysis of text using fuzzy semantic typing
IEEE Transactions on Fuzzy Systems
A comparison of fraud cues and classification methods for fake escrow website detection
Information Technology and Management
Designing a social-broadcasting-based business intelligence system
ACM Transactions on Management Information Systems (TMIS)
Artifact types in information systems design science – a literature review
DESRIST'10 Proceedings of the 5th international conference on Global Perspectives on Design Science Research
Design science and the accumulation of knowledge in the information systems discipline
ACM Transactions on Management Information Systems (TMIS)
Analyzing Online Review Helpfulness Using a Regressional ReliefF-Enhanced Text Mining Method
ACM Transactions on Management Information Systems (TMIS)
Credit Rating Change Modeling Using News and Financial Ratios
ACM Transactions on Management Information Systems (TMIS)
Vehicle defect discovery from social media
Decision Support Systems
Business Intelligence and Analytics: Research Directions
ACM Transactions on Management Information Systems (TMIS)
Emergent roles in decision-making tasks using group chat
Proceedings of the 2013 conference on Computer supported cooperative work
A Data-Driven Approach to Measure Web Site Navigability
Journal of Management Information Systems
What's buzzing in the blizzard of buzz? Automotive component isolation in social media postings
Decision Support Systems
Theory-generating design science research
Information Systems Frontiers
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Content analysis of computer-mediated communication (CMC) is important for evaluating the effectiveness of electronic communication in various organizational settings. CMC text analysis relies on systems capable of providing suitable navigation and knowledge discovery functionalities. However, existing CMC systems focus on structural features, with little support for features derived from message text. This deficiency is attributable to the informational richness and representational complexities associated with CMC text. In order to address this shortcoming, we propose a design framework for CMC text analysis systems. Grounded in systemic functional linguistic theory, the proposed framework advocates the development of systems capable of representing the rich array of information types inherent in CMC text. It also provides guidelines regarding the choice of features, feature selection, and visualization techniques that CMC text analysis systems should employ. The CyberGate system was developed as an instantiation of the design framework. CyberGate incorporates a rich feature set and complementary feature selection and visualization methods, including the writeprints and ink blots techniques. An application example was used to illustrate the system's ability to discern important patterns in CMC text. Furthermore, results from numerous experiments conducted in comparison with benchmark methods confirmed the viability of CyberGate's features and techniques. The results revealed that the CyberGate system and its underlying design framework can dramatically improve CMC text analysis capabilities over those provided by existing systems.