Rhythm modeling, visualizations and applications

ABSTRACT

People use their awareness of others' temporal patterns to plan work activities and communication. This paper presents algorithms for programatically detecting and modeling temporal patterns from a record of online presence data. We describe analytic and end-user visualizations of rhythmic patterns and the tradeoffs between them. We conducted a design study that explored the accuracy of the derived rhythm models compared to user perceptions, user preference among the visualization alternatives, and users' privacy preferences. We also present a prototype application based on the rhythm model that detects when a person is "away" for an extended period and predicts their return. We discuss the implications of this technology on the design of computer-mediated communication.

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INDEX TERMS

Primary Classification:
  F. Theory of Computation
  F.4 MATHEMATICAL LOGIC AND FORMAL LANGUAGES
      F.4.2 Grammars and Other Rewriting Systems
          Subjects: Grammar types (e.g., context-free, context-sensitive)

Additional Classification:
  D. Software
  D.4 OPERATING SYSTEMS
      D.4.4 Communications Management
          Subjects: Message sending

  H. Information Systems
  H.5 INFORMATION INTERFACES AND PRESENTATION (I.7)
      H.5.2 User Interfaces (D.2.2, H.1.2, I.3.6)
          Subjects: Graphical user interfaces (GUI)

  I. Computing Methodologies
  I.6 SIMULATION AND MODELING
      I.6.8 Types of Simulation
          Subjects: Visual

General Terms:
Design, Human Factors

Keywords:
CMC, CSCW, awareness, context-aware computing, instant messaging, rhythms, user modeling, visualization