Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models

Research output: Contributions to collected editions/worksChapterpeer-review

Standard

Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models. / Berwe, Theodor; Oehl, Michael; Pfister, Hans-Rüdiger.
Advances in Applied Digital Human Modeling . ed. / Vincent G. Duffy. Boca Raton: CRC Press, 2010. p. 549-558 (Advances in Human Factors and Ergonomics Series).

Research output: Contributions to collected editions/worksChapterpeer-review

Harvard

Berwe, T, Oehl, M & Pfister, H-R 2010, Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models. in VG Duffy (ed.), Advances in Applied Digital Human Modeling . Advances in Human Factors and Ergonomics Series, CRC Press, Boca Raton, pp. 549-558. https://doi.org/10.1201/EBK1439835111

APA

Berwe, T., Oehl, M., & Pfister, H.-R. (2010). Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models. In V. G. Duffy (Ed.), Advances in Applied Digital Human Modeling (pp. 549-558). (Advances in Human Factors and Ergonomics Series). CRC Press. https://doi.org/10.1201/EBK1439835111

Vancouver

Berwe T, Oehl M, Pfister HR. Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models. In Duffy VG, editor, Advances in Applied Digital Human Modeling . Boca Raton: CRC Press. 2010. p. 549-558. (Advances in Human Factors and Ergonomics Series). doi: 10.1201/EBK1439835111

Bibtex

@inbook{28232502ed9e48f9aa4128e66f38be60,
title = "Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models",
abstract = "The grounding theory according to Clark (1996; Clark and Brennan, 1991) is a prominent approach to describe the co-construction of knowledge in computersupported collaborative learning (CSCL) environments. Communication problems such as incoherence or inadequate coordination are common in simultaneous textbased chat tools resulting in impaired grounding processes, which again may affect learning outcomes. Thus collaboration scripts like learning protocols are implemented to increase the structure of chat discourses and to reduce communication problems in order to support grounding processes. In this study the impact of grounding itself on learning outcomes was examined by implementing aconfederate in each learning group, who showed either a constructive or a destructive grounding behavior. Probabilistic models were computed for both the discourses of the present study as well as effective and ineffective discourses of a previous study. The long-term objective of this research is an adaptive script automatically detecting discourse structures in order to support grounding and thus to facilitate knowledge communication and learning processes.",
keywords = "Business psychology, Adaptive scripting, Chat, CSCL, Grounding, Hidden markov models",
author = "Theodor Berwe and Michael Oehl and Hans-R{\"u}diger Pfister",
year = "2010",
month = jan,
day = "1",
doi = "10.1201/EBK1439835111",
language = "English",
isbn = "9781439835111",
series = "Advances in Human Factors and Ergonomics Series",
publisher = "CRC Press",
pages = "549--558",
editor = "Duffy, {Vincent G.}",
booktitle = "Advances in Applied Digital Human Modeling",
address = "United States",

}

RIS

TY - CHAP

T1 - Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models

AU - Berwe, Theodor

AU - Oehl, Michael

AU - Pfister, Hans-Rüdiger

PY - 2010/1/1

Y1 - 2010/1/1

N2 - The grounding theory according to Clark (1996; Clark and Brennan, 1991) is a prominent approach to describe the co-construction of knowledge in computersupported collaborative learning (CSCL) environments. Communication problems such as incoherence or inadequate coordination are common in simultaneous textbased chat tools resulting in impaired grounding processes, which again may affect learning outcomes. Thus collaboration scripts like learning protocols are implemented to increase the structure of chat discourses and to reduce communication problems in order to support grounding processes. In this study the impact of grounding itself on learning outcomes was examined by implementing aconfederate in each learning group, who showed either a constructive or a destructive grounding behavior. Probabilistic models were computed for both the discourses of the present study as well as effective and ineffective discourses of a previous study. The long-term objective of this research is an adaptive script automatically detecting discourse structures in order to support grounding and thus to facilitate knowledge communication and learning processes.

AB - The grounding theory according to Clark (1996; Clark and Brennan, 1991) is a prominent approach to describe the co-construction of knowledge in computersupported collaborative learning (CSCL) environments. Communication problems such as incoherence or inadequate coordination are common in simultaneous textbased chat tools resulting in impaired grounding processes, which again may affect learning outcomes. Thus collaboration scripts like learning protocols are implemented to increase the structure of chat discourses and to reduce communication problems in order to support grounding processes. In this study the impact of grounding itself on learning outcomes was examined by implementing aconfederate in each learning group, who showed either a constructive or a destructive grounding behavior. Probabilistic models were computed for both the discourses of the present study as well as effective and ineffective discourses of a previous study. The long-term objective of this research is an adaptive script automatically detecting discourse structures in order to support grounding and thus to facilitate knowledge communication and learning processes.

KW - Business psychology

KW - Adaptive scripting

KW - Chat

KW - CSCL

KW - Grounding

KW - Hidden markov models

UR - http://www.scopus.com/inward/record.url?scp=85054669733&partnerID=8YFLogxK

U2 - 10.1201/EBK1439835111

DO - 10.1201/EBK1439835111

M3 - Chapter

SN - 9781439835111

T3 - Advances in Human Factors and Ergonomics Series

SP - 549

EP - 558

BT - Advances in Applied Digital Human Modeling

A2 - Duffy, Vincent G.

PB - CRC Press

CY - Boca Raton

ER -

Recently viewed

Publications

  1. A multi input sliding mode control for Peltier Cells using a cold-hot sliding surface
  2. Concept for Process Parameter-Based Inline Quality Control as a Basis for Pairing in a Production Line
  3. A discrete-time fractional order PI controller for a three phase synchronous motor using an optimal loop shaping approach
  4. Dynamic Lot Size Optimization with Reinforcement Learning
  5. Latent structure perceptron with feature induction for unrestricted coreference resolution
  6. Design and Control of an Inductive Power Transmission System with AC-AC Converter for a Constant Output Current
  7. A Control Scheme for PMSMs using Model Predictive Control and a Feedforward Action in the Presence of Saturated Inputs
  8. Constructs for Assessing Integrated Reports-Testing the Predictive Validity of a Taxonomy for Organization Size, Industry, and Performance
  9. GPU-accelerated meshfree computational framework for modeling the friction surfacing process
  10. NH4+ ad-/desorption in sequencing batch reactors
  11. Dispatching rule selection with Gaussian processes
  12. Unidimensional and Multidimensional Methods for Recurrence Quantification Analysis with crqa
  13. Modelling tasks—The relation between linguistic skills, intra-mathematical skills, and context-related prior knowledge
  14. Methodologies for noise and gross error detection using univariate signal-based approaches in industrial applications
  15. Optimizing sampling of flying insects using a modified window trap
  16. A New Framework for Production Planning and Control to Support the Positioning in Fields of Tension Created by Opposing Logistic Objectives
  17. Finding Similar Movements in Positional Data Streams
  18. A change of values is in the air
  19. Exploration strategies, performance, and error consequences when learning a complex computer task
  20. Integrating errors into the training process
  21. Parking space management through deep learning – an approach for automated, low-cost and scalable real-time detection of parking space occupancy
  22. Modified dynamic programming approach for offline segmentation of long hydrometeorological time series
  23. The Use of Genetic Algorithm for PID Controller Auto-Tuning in ARM CORTEX M4 Platform
  24. Framework for the Parallelized Development of Estimation Tasks for Length, Area, Capacity and Volume in Primary School - A Pilot Study
  25. Modeling Effective and Ineffective Knowledge Communication and Learning Discourses in CSCL with Hidden Markov Models
  26. Empowering materials processing and performance from data and AI
  27. Volume of Imbalance Container Prediction using Kalman Filter and Long Short-Term Memory
  28. Changes of Perception
  29. Changing the Administration from within:
  30. Using cross-recurrence quantification analysis to compute similarity measures for time series of unequal length with applications to sleep stage analysis
  31. Contributions of declarative and procedural memory to accuracy and automatization during second language practice
  32. Stepwise-based optimizing approaches for arrangements of loudspeaker in multi-zone sound field reproduction
  33. A fast sequential injection analysis system for the simultaneous determination of ammonia and phosphate
  34. On the Power and Performance of a Doubly Latent Residual Approach to Explain Latent Specific Factors in Multilevel-Bifactor-(S-1) Models