A Framework for Conceptualizing, Representing, and Analyzing Distributed Interaction. Dan Suthers

Size: px
Start display at page:

Download "A Framework for Conceptualizing, Representing, and Analyzing Distributed Interaction. Dan Suthers"

Transcription

1 1 A Framework for Conceptualizing, Representing, and Analyzing Distributed Interaction Dan Suthers Work undertaken with Nathan Dwyer, Richard Medina and Ravi Vatrapu Funded in part by the U.S. National Science Foundation Our Context Conducting methodologically diverse studies of distributed interaction Experimental studies of representational guidance Coding acts for statistical hypothesis testing Micro-analysis to understand members methods Online learning and online communities ESDA and SNA analyses of participant roles and boundary spanning We sought a common framework (data representations and concepts) for this work

2 2 Generalized Motivations Understanding interaction and learning in technology-mediated settings Challenges Interaction is distributed across actors, space, time Synchronous, quasi-synchronous, asynchronous Multiple data artifacts; interaction not visible Complex contingency of human action on context Desiderata Media-independent conception of interaction Render interaction visible in single analytic artifact Support multiple methods of analysis Impartiality and evidence-based interpretation Preview of Framework Empirical Foundation Events (by actors and actants) Contingencies: relationships between events Representational Foundation Contingency Graph as abstract transcript (contingencies between events) Conceptual Foundation Coordinations Uptake

3 Interaction Interaction ranges from co-present maintenance of joint conception (Teasley & Roschelle) to networked individualism (Castells) Assumption: Interaction can be understood in terms of manifest relationships between acts Empirical Foundations Events, Acts Events include ANT's agency of objects (actants) Acts restricted to object-oriented agency (AT) Contingencies any observed relationship between events that may evidence how one event may have enabled or influenced other events. "many metaphysical shades between full causality and sheer inexistence" (Latour, 2005) may be non-local 3

4 4 Some Contingencies Contingencies of e i on e j Media Dependency Temporal Proximity Spatial Organization Inscriptional Similarity Semantic Relatedness e i operates on object created or modified by e j e i took place soon after e j e i takes place in configurational context created by e j e i creates inscriptions similar to those created by e j The meaning of inscriptions created by e i and e j overlap Conceptual Foundations: Coordination Actors coordinate between personal and public realms via visible acts Inspired by DCog: bringing internal and external structures into alignment, but A non-representationalist interpretation is possible More general than contribution, message, utterance, etc not assuming conversational setting not limited to expressive acts: includes perception

5 Conceptual Foundations: Uptake When a participants' coordination takes aspects of prior events as having certain relevance for ongoing activity Interpretative: transforms the taken-up object by foregrounding aspects of the object as relevant for ongoing activity Composable: if u 1 transforms o 1 into o 2 and u 2 transforms o 2 into o 3 then u 2 takes up and interprets o 1 u 1 o 2 : meaning making is embedded in a successively expanding history More on Uptake Attitudinal and intentional as well as informational Applies across media and modalities Can be intrasubjective as well as intersubjective More abstract than argument moves, thematic connections, etc. More general than (includes but does not assume) transactivity Epistemological utility, not ontological claim 5

6 Representational Foundation: Contingency Graph Directed hypergraph G=(V, E) V = events selected for analysis E = set of tuples (e u, {e 1,... e n }), e i V, where e u is contingent on e 1 through e n Respects chronology: if indexed by time stamps, (e u, {e 1,... e n }), u > i, i = 1, n Example: ({e 1, e 2, e 3, e 4 }, {(e 3, {e 1 }), (e 4, {e 1,e 2 })} CG as Abstract Transcript Abstracts (further) from media-specific transcripts to common format Formal object, not to be confused with implementations: can specify without creating an actual data structure visualizations: can be visualized in different ways Contingencies do not automatically imply uptake: evidence must be interpreted Uptake graph: composite contingencies that are taken to evidence uptake 6

7 Constructing CGs Identifying Events and Coordinations recording and segmentation is an analytic act includes expressions and perceptions Identifying Contingencies (e u, {e 1,... e n }), annotated with type and pointer to data Iteration and Densification Clustering (raising level of description) Directions of analysis (e.g., functional analysis, grounded theory, CA, goal-driven search) Examples from a Laboratory Study Asynchronously interacting dyads in laboratory Public heath problem with hidden profile materials Original study: representational guidance of evidence maps vs. threaded discussion 7

8 8 Example 1: Basics How participants converged on "duration of exposure" Manually constructed contingency graph (180 events, 220 contingencies) Small fragment (uptake graph) shown here to illustrate several points Example 1: Notation

9 1: Interactional Patterns Information Sharing: (13p, {13}) and (20p, {20}) Integration: (10, {13, 20p}) Round Trip: ((20p, {20}), (10, {13, 20p}), (10p, {10})) 1: Advantages of CG Temporal partial ordering Tracking availability and access 9

10 10 Example 2: Discovery of Interactional Pattern ( W ) Information Sharing / Round Trip in Evidence Map Subsequent Negotiation in Threaded Discussion Example 3: Quantitative Hypothesis Testing One experimental group (evidence map) had higher agreement and higher post-test scores on integration questions. Why? Analysis of artifacts suggested no difference in information sharing Undertook quantitative comparison of patterns to test whether round trips explained the result Patterns were traced out algorithmically and counted

11 11 4: Multi-Level Analysis of Representational Practices Analysis originally undertaking to explain convergence & divergence, but discovered emergence of representational practices CG generated from MySQL database and visualized in Omnigraffle Interactive utility enabled selective viewing of CG (Richard Medina s work) 4: Multi-Level Analysis of Representational Practices

12 12 4: Multi-Level Analysis of Representational Practices Lemke: "look at at least one organizational level below the level we are most interested in (to understand the affordances of its constituents) and also one level above (to understand the enabling environmental stabilities)" 4: Multi-Level Analysis of Representational Practices Points illustrated: Automated generation of contingency graphs is possible and can be useful Contingency graph helps select relevant portions of the source data for further analysis (leading to insights into nonverbal behavior) Aggregation of coordinations and contingencies exposes patterns at coarser granularities

13 13 5: Exposing Roles in Asynchronous Discussion 1 P2 9/23 In your first post, your needs assessment seems to be talkin g about sociocognitive 3:39 rather than socio-cultural 2 P1 9/23 What is the "socio-cognitive" approach? I'd like to read mo re about this 11:15 approach since I am not f amiliar with it. I was really interested in the sociocultural approach b ecause it seems to imply that intellectual development is directly related to socialization. 3 P1 9/23 11:31 4 P2 9/24 2:33 5 P2 9/24 2:34 6 P1 9/24 3:35 7 P3 9/25 10:14 I didn't see any description of the "socio -cognitive" approach in the assigne d readings. I was not familiar with this approach...what is unique about socio-cultural (or CHAT - cultural historical activity theory) is the emphasis on cultural and social context. But you are right, it doe s give an account of ind ividual cognitive change as a function of social interaction......sorry, I meant socio-constructivist (though I have used socio-cognitive to include the former).... Thank you - that clears it up for me! :) I noticed that several of our grant proposals mixed up socio -cognitive for th e socio-constructivist. I was thrown a little at first. Anyone know where the confusion stems from? 5: Exposing Roles in Asynchronous Discussion

14 14 Summary Framework developed to resolve practical problems in our laboratory (distributed interaction) and provide several lines of work (ideographic and nomothetic) with theoretical coherence Empirical Foundation: Events, Acts, Contingencies Abstract Transcript: Contingency Graph Conceptual Foundation: Coordinations and Uptake Meeting the Desiderata Render interaction visible in single analytic artifact: Contingency graph Media-independent conception of interaction: Coordination and Uptake are independent of media Contingency graphs capture any event-based interaction Support multiple methods of analysis: Statistical analysis of sequential structures (Example 3) Sequential analysis (Examples 1, 2, 4) Computational support (examples, 3, 4 and future work) Impartiality and evidence-based interpretation: No prior coding scheme Contingencies capture observed data Uptake asserts that there is interaction Research programs interpret that interaction in specific ways

15 Limitations and Caveats Event-based ontology does not explicitly include developmental, cultural or historical situation, identity, etc. except via prior events CGs are partial: avoid inferences that assume they are complete CGs are not to be relied on alone: return to source data More generally, avoid fixing analysis at one level New Work: Associograms 15

16 Final Comments CGs enable us to deal with complexity of data Software support needed to realize this potential Framework offers Boundary Objects for CSCL Suthers, D. D., Dwyer, N., Medina, R., & Vatrapu, R. (in press). A framework for conceptualizing, representing, and analyzing distributed interaction. International Journal of Computer Supported Collaborative Learning, 4(4). 16

17 17 Mahalo Dan Suthers Laboratory for Interactive Learning Technologies lilt.ics.hawaii.edu Information and Computer Sciences University of Hawaiì at Manoa Bridging

Detecting and Disrupting Criminal Networks. A Data Driven Approach. P.A.C. Duijn

Detecting and Disrupting Criminal Networks. A Data Driven Approach. P.A.C. Duijn Detecting and Disrupting Criminal Networks. A Data Driven Approach. P.A.C. Duijn Summary Detecting and Disrupting Criminal Networks A data-driven approach It is estimated that transnational organized crime

More information

This article, the last in a 4-part series on philosophical problems

This article, the last in a 4-part series on philosophical problems GUEST ARTICLE Philosophical Issues in Medicine and Psychiatry, Part IV James Lake, MD This article, the last in a 4-part series on philosophical problems in conventional and integrative medicine, focuses

More information

The Standard Theory of Conscious Perception

The Standard Theory of Conscious Perception The Standard Theory of Conscious Perception C. D. Jennings Department of Philosophy Boston University Pacific APA 2012 Outline 1 Introduction Motivation Background 2 Setting up the Problem Working Definitions

More information

School of Nursing, University of British Columbia Vancouver, British Columbia, Canada

School of Nursing, University of British Columbia Vancouver, British Columbia, Canada Data analysis in qualitative research School of Nursing, University of British Columbia Vancouver, British Columbia, Canada Unquestionably, data analysis is the most complex and mysterious of all of the

More information

Perspectives on Methodology in Consumer Research

Perspectives on Methodology in Consumer Research Perspectives on Methodology in Consumer Research Perspectives on Methodology in Consumer Research Edited by David Brinberg and Richard 1. Lutz With 32 Figures Springer-Verlag New York Berlin Heidelberg

More information

CSC2130: Empirical Research Methods for Software Engineering

CSC2130: Empirical Research Methods for Software Engineering CSC2130: Empirical Research Methods for Software Engineering Steve Easterbrook sme@cs.toronto.edu www.cs.toronto.edu/~sme/csc2130/ 2004-5 Steve Easterbrook. This presentation is available free for non-commercial

More information

October ACPE Standards Revised 2016 Changes from ACPE Standards 2010 By The Standards Committee

October ACPE Standards Revised 2016 Changes from ACPE Standards 2010 By The Standards Committee ACPE Standards Revised 2016 Changes from ACPE Standards 2010 By The Standards Committee October 2015 The 2016 Standards and Manuals are published on the ACPE website and will be effective January 1, 2016.

More information

DEFINING THE CASE STUDY Yin, Ch. 1

DEFINING THE CASE STUDY Yin, Ch. 1 Case Study Research DEFINING THE CASE STUDY Yin, Ch. 1 Goals for today are to understand: 1. What is a case study 2. When is it useful 3. Guidelines for designing a case study 4. Identifying key methodological

More information

INTERVIEWS II: THEORIES AND TECHNIQUES 5. CLINICAL APPROACH TO INTERVIEWING PART 1

INTERVIEWS II: THEORIES AND TECHNIQUES 5. CLINICAL APPROACH TO INTERVIEWING PART 1 INTERVIEWS II: THEORIES AND TECHNIQUES 5. CLINICAL APPROACH TO INTERVIEWING PART 1 5.1 Clinical Interviews: Background Information The clinical interview is a technique pioneered by Jean Piaget, in 1975,

More information

N. Laskaris, S. Fotopoulos, A. Ioannides

N. Laskaris, S. Fotopoulos, A. Ioannides N. Laskaris N. Laskaris [ IEEE SP Magazine, May 2004 ] N. Laskaris, S. Fotopoulos, A. Ioannides ENTER-2001 new tools for Mining Information from multichannel encephalographic recordings & applications

More information

The Objects of Social Sciences: Idea, Action, and Outcome [From Ontology to Epistemology and Methodology]

The Objects of Social Sciences: Idea, Action, and Outcome [From Ontology to Epistemology and Methodology] The Objects of Social Sciences: Idea, Action, and Outcome [From Ontology to Epistemology and Methodology] Shiping Tang Fudan University Shanghai 2013-05-07/Beijing, 2013-09-09 Copyright@ Shiping Tang Outline

More information

Prof. Dr. Joachim Blatter Causal Process Tracing (CPT)

Prof. Dr. Joachim Blatter Causal Process Tracing (CPT) Prof. Dr. Joachim Blatter Causal Process Tracing (CPT) 1. Goals and Research Questions 2. Ontological presuppositions of CPT as a coherent research design - Contingency - Causal conditions and configurations

More information

Deliberating on Ontologies: The Present Situation. Simon Milton Department of Information Systems, The University of Melbourne

Deliberating on Ontologies: The Present Situation. Simon Milton Department of Information Systems, The University of Melbourne Deliberating on Ontologies: The Present Situation Simon Milton Department of, The University of Melbourne 1. Helping data models better map the world 2. Finding the role of ontology where theories of agency

More information

Understanding Science Conceptual Framework

Understanding Science Conceptual Framework 1 Understanding Science Conceptual Framework This list of conceptual understandings regarding the nature and process of science are aligned across grade levels to help instructors identify age-appropriate

More information

Motivational Affordances: Fundamental Reasons for ICT Design and Use

Motivational Affordances: Fundamental Reasons for ICT Design and Use ACM, forthcoming. This is the author s version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version will be published soon. Citation:

More information

Validity Arguments for Alternate Assessment Systems

Validity Arguments for Alternate Assessment Systems Validity Arguments for Alternate Assessment Systems Scott Marion, Center for Assessment Reidy Interactive Lecture Series Portsmouth, NH September 25-26, 26, 2008 Marion. Validity Arguments for AA-AAS.

More information

Case-based reasoning using electronic health records efficiently identifies eligible patients for clinical trials

Case-based reasoning using electronic health records efficiently identifies eligible patients for clinical trials Case-based reasoning using electronic health records efficiently identifies eligible patients for clinical trials Riccardo Miotto and Chunhua Weng Department of Biomedical Informatics Columbia University,

More information

Chapter 1 A Cultural Approach to Child Development

Chapter 1 A Cultural Approach to Child Development Child Development A Cultural Approach Chapter 1 A Cultural Approach to Child Development Learning Objectives (1 of 4) 1.4 Apply information about human evolution to how child development takes place today.

More information

Answers to end of chapter questions

Answers to end of chapter questions Answers to end of chapter questions Chapter 1 What are the three most important characteristics of QCA as a method of data analysis? QCA is (1) systematic, (2) flexible, and (3) it reduces data. What are

More information

Introduction. Chapter 1

Introduction. Chapter 1 Chapter 1 Introduction Despite a significant amount of work that has been published on quality assessment and strategy development (Kovačič 1996b, Díaz-Cintas and Remael 2007) in audiovisual translation

More information

High-level Vision. Bernd Neumann Slides for the course in WS 2004/05. Faculty of Informatics Hamburg University Germany

High-level Vision. Bernd Neumann Slides for the course in WS 2004/05. Faculty of Informatics Hamburg University Germany High-level Vision Bernd Neumann Slides for the course in WS 2004/05 Faculty of Informatics Hamburg University Germany neumann@informatik.uni-hamburg.de http://kogs-www.informatik.uni-hamburg.de 1 Contents

More information

Instructor s Test Bank. Social Research Methods

Instructor s Test Bank. Social Research Methods TEST BANK Social Research Methods Qualitative and Quantitative Approaches 7th Edition WLawrence Neuman Instant download and all chapters Social Research Methods Qualitative and Quantitative Approaches

More information

Commentary on Constructing New Theory for Identifying Students with Emotional Disturbance

Commentary on Constructing New Theory for Identifying Students with Emotional Disturbance The Grounded Theory Review (2012), Volume 11, Issue 1 59 Commentary on Constructing New Theory for Identifying Students with Emotional Disturbance Cheri Ann Hernandez, University of Windsor Tom Andrews,

More information

The four chapters in Part I set the stage. Chapter 1 moves from the implicit common sense theories of everyday life to explicit theories that are

The four chapters in Part I set the stage. Chapter 1 moves from the implicit common sense theories of everyday life to explicit theories that are Preface This volume is designed as a basic text for upper level and graduate courses in contemporary sociological theory. Most sociology programs require their majors to take at least one course in sociological

More information

The State of the Art in Indicator Research

The State of the Art in Indicator Research International Society for Quality-of-Life Studies (ISQOLS) The State of the Art in Indicator Research Filomena Maggino filomena.maggino@unifi.it The State of the Art in Indicator Research I 1. Developing

More information

Analyzing Human Negotiation using Automated Cognitive Behavior Analysis: The Effect of Personality. Pedro Sequeira & Stacy Marsella

Analyzing Human Negotiation using Automated Cognitive Behavior Analysis: The Effect of Personality. Pedro Sequeira & Stacy Marsella Analyzing Human Negotiation using Automated Cognitive Behavior Analysis: The Effect of Personality Pedro Sequeira & Stacy Marsella Outline Introduction Methodology Results Summary & Conclusions Outline

More information

What is analytical sociology? And is it the future of sociology?

What is analytical sociology? And is it the future of sociology? What is analytical sociology? And is it the future of sociology? Twan Huijsmans Sociology Abstract During the last few decades a new approach in sociology has been developed, analytical sociology (AS).

More information

A Computational Framework for Concept Formation for a Situated Design Agent

A Computational Framework for Concept Formation for a Situated Design Agent A Computational Framework for Concept Formation for a Situated Design Agent John S Gero Key Centre of Design Computing and Cognition University of Sydney NSW 2006 Australia john@arch.usyd.edu.au and Haruyuki

More information

Recognizing Scenes by Simulating Implied Social Interaction Networks

Recognizing Scenes by Simulating Implied Social Interaction Networks Recognizing Scenes by Simulating Implied Social Interaction Networks MaryAnne Fields and Craig Lennon Army Research Laboratory, Aberdeen, MD, USA Christian Lebiere and Michael Martin Carnegie Mellon University,

More information

On Trust. Massimo Felici. Massimo Felici On Trust c

On Trust. Massimo Felici. Massimo Felici On Trust c On Trust Massimo Felici Outline 1 What is Trust? Trust matters Trust problems Seeking an Experimental Trust Framework Trust and Dependability Directions for future work What is Trust? 2 Constructive Trust

More information

Systems Theory: Should Information Researchers Even Care?

Systems Theory: Should Information Researchers Even Care? Association for Information Systems AIS Electronic Library (AISeL) SAIS 2016 Proceedings Southern (SAIS) 2016 Systems Theory: Should Information Researchers Even Care? Kane J. Smith Virginia Commonwealth

More information

What can Ontology Contribute to an Interdisciplinary Project?

What can Ontology Contribute to an Interdisciplinary Project? What can Ontology Contribute to an Interdisciplinary Project? Andrew U. Frank Geoinformation TU Vienna frank@geoinfo.tuwien.ac.at www.geoinfo.tuwien.ac.at Andrew Frank 1 My naïve view of archeology: How

More information

Page 1 of 8. CFS:2009/2 Rev.2. CFS 2017/44/12/Rev.1.

Page 1 of 8. CFS:2009/2 Rev.2. CFS 2017/44/12/Rev.1. Date: 29 March 2018 Time: 09:30-12.30 & 14.00 17.00 Location: Red Room, FAO HQ (Building A, 1st Floor) I. INTRODUCTION 1. The Committee on World Food Security (CFS) carried out the reform in 2009 so that

More information

Alternative Explanations for Changes in Similarity Judgments and MDS Structure

Alternative Explanations for Changes in Similarity Judgments and MDS Structure Cornell University School of Hotel Administration The Scholarly Commons Articles and Chapters School of Hotel Administration Collection 8-1990 Alternative Explanations for Changes in Similarity Judgments

More information

Principals of Object Perception

Principals of Object Perception Principals of Object Perception Elizabeth S. Spelke COGNITIVE SCIENCE 14, 29-56 (1990) Cornell University Summary Infants perceive object by analyzing tree-dimensional surface arrangements and motions.

More information

Automated Volumetric Cardiac Ultrasound Analysis

Automated Volumetric Cardiac Ultrasound Analysis Whitepaper Automated Volumetric Cardiac Ultrasound Analysis ACUSON SC2000 Volume Imaging Ultrasound System Bogdan Georgescu, Ph.D. Siemens Corporate Research Princeton, New Jersey USA Answers for life.

More information

PROPOSED WORK PROGRAMME FOR THE CLEARING-HOUSE MECHANISM IN SUPPORT OF THE STRATEGIC PLAN FOR BIODIVERSITY Note by the Executive Secretary

PROPOSED WORK PROGRAMME FOR THE CLEARING-HOUSE MECHANISM IN SUPPORT OF THE STRATEGIC PLAN FOR BIODIVERSITY Note by the Executive Secretary CBD Distr. GENERAL UNEP/CBD/COP/11/31 30 July 2012 ORIGINAL: ENGLISH CONFERENCE OF THE PARTIES TO THE CONVENTION ON BIOLOGICAL DIVERSITY Eleventh meeting Hyderabad, India, 8 19 October 2012 Item 3.2 of

More information

Assessing and evaluating the quality of management research.

Assessing and evaluating the quality of management research. Assessing and evaluating the quality of management research Hertta.vuorenmaa@aalto.fi Questions? Today we will Learn to assess in a correct manner Do a role play and later a group exercise Go over the

More information

VERDIN MANUSCRIPT REVIEW HISTORY REVISION NOTES FROM AUTHORS (ROUND 2)

VERDIN MANUSCRIPT REVIEW HISTORY REVISION NOTES FROM AUTHORS (ROUND 2) 1 VERDIN MANUSCRIPT REVIEW HISTORY REVISION NOTES FROM AUTHORS (ROUND 2) Thank you for providing us with the opportunity to revise our paper. We have revised the manuscript according to the editors and

More information

International Declaration on Core Competences in Professional Psychology

International Declaration on Core Competences in Professional Psychology International Declaration on Core Competences in Professional Psychology INTRODUCTION This International Declaration of Core Competences in Professional Psychology seeks to identify a set of internationally

More information

Latent Fingerprint Image Quality Assessment Using Deep Learning

Latent Fingerprint Image Quality Assessment Using Deep Learning Latent Fingerprint Image Quality Assessment Using Deep Learning Jude Ezeobiejesi and Bir Bhanu Center for Research in Intelligent Systems University of California at Riverside, Riverside, CA 92584, USA

More information

Research Methodologies

Research Methodologies Research Methodologies Quantitative, Qualitative, and Mixed Methods By Wylie J. D. Tidwell, III, Ph.D. www.linkedin.com/in/wylietidwell3 Consider... The research design is the blueprint that enables the

More information

Psychology Syllabus. First Year. General Neuropsychology. Workload: 128 hs (64 per semester) Lectures / Laboratory practical classes

Psychology Syllabus. First Year. General Neuropsychology. Workload: 128 hs (64 per semester) Lectures / Laboratory practical classes Psychology Syllabus First Year General Neuropsychology Workload: 128 hs (64 per semester) Lectures / Laboratory practical classes The course will focus on neurobiology, also known as neuroscience, with

More information

EXECUTIVE SUMMARY JOINT EVALUATION

EXECUTIVE SUMMARY JOINT EVALUATION JOINT EVALUATION UNFPA-UNICEF JOINT PROGRAMME ON FEMALE GENITAL MUTILATION/CUTTING: ACCELERATING CHANGE 2008 2012 In 2012/2013, in its fifth year of implementation, an evaluation of the United Nations

More information

Tumor cut segmentation for Blemish Cells Detection in Human Brain Based on Cellular Automata

Tumor cut segmentation for Blemish Cells Detection in Human Brain Based on Cellular Automata Tumor cut segmentation for Blemish Cells Detection in Human Brain Based on Cellular Automata D.Mohanapriya 1 Department of Electronics and Communication Engineering, EBET Group of Institutions, Kangayam,

More information

CLASS #21: SENSE MAKING: INTERPRETING THE TEXT. Definition: acceptable and approximating translation

CLASS #21: SENSE MAKING: INTERPRETING THE TEXT. Definition: acceptable and approximating translation CLASS #21: SENSE MAKING: INTERPRETING THE TEXT 1. What is equivocality? How does it arise? Why is it important? 2. Identify the three questions of interpretation. 3. Compare and contrast the following:

More information

Psychology 2019 v1.3. IA2 high-level annotated sample response. Student experiment (20%) August Assessment objectives

Psychology 2019 v1.3. IA2 high-level annotated sample response. Student experiment (20%) August Assessment objectives Student experiment (20%) This sample has been compiled by the QCAA to assist and support teachers to match evidence in student responses to the characteristics described in the instrument-specific marking

More information

Temporal Primitives, an Alternative to Allen Operators

Temporal Primitives, an Alternative to Allen Operators Temporal Primitives, an Alternative to Allen Operators Manos Papadakis and Martin Doerr Foundation for Research and Technology - Hellas (FORTH) Institute of Computer Science N. Plastira 100, Vassilika

More information

Behavior modification

Behavior modification Behavior modification Principles, issues, and applications W. Edward Craighead Alan E. Kazdin Michael J. Mahoney The Pennsylvania State University Houghton Mifflin Company Boston Atlanta Dallas Geneva,

More information

Final Personal Theory Paper

Final Personal Theory Paper Byron S. Small Email: bss13c@my.fsu.edu Florida State University EDP5216: Theories of Learning & Cognition Professor: Dr. Allen Jeong Final Personal Theory Paper Assignment 4 Personal Theory Paper (Final)

More information

Contributions to Brain MRI Processing and Analysis

Contributions to Brain MRI Processing and Analysis Contributions to Brain MRI Processing and Analysis Dissertation presented to the Department of Computer Science and Artificial Intelligence By María Teresa García Sebastián PhD Advisor: Prof. Manuel Graña

More information

NEW YORK STATE TEACHER CERTIFICATION EXAMINATIONS

NEW YORK STATE TEACHER CERTIFICATION EXAMINATIONS NEW YORK STATE TEACHER CERTIFICATION EXAMINATIONS TEST DESIGN AND FRAMEWORK April 2016 Authorized for Distribution by the New York State Education Department This test design and framework document is

More information

Identifying a Computer Forensics Expert: A Study to Measure the Characteristics of Forensic Computer Examiners

Identifying a Computer Forensics Expert: A Study to Measure the Characteristics of Forensic Computer Examiners Journal of Digital Forensics, Security and Law Volume 5 Number 1 Article 1 2010 Identifying a Computer Forensics Expert: A Study to Measure the Characteristics of Forensic Computer Examiners Gregory H.

More information

Methodological Issues in Measuring the Development of Character

Methodological Issues in Measuring the Development of Character Methodological Issues in Measuring the Development of Character Noel A. Card Department of Human Development and Family Studies College of Liberal Arts and Sciences Supported by a grant from the John Templeton

More information

Research Approach & Design. Awatif Alam MBBS, Msc (Toronto),ABCM Professor Community Medicine Vice Provost Girls Section

Research Approach & Design. Awatif Alam MBBS, Msc (Toronto),ABCM Professor Community Medicine Vice Provost Girls Section Research Approach & Design Awatif Alam MBBS, Msc (Toronto),ABCM Professor Community Medicine Vice Provost Girls Section Content: Introduction Definition of research design Process of designing & conducting

More information

Child Mental Health: A Review of the Scientific Discourse

Child Mental Health: A Review of the Scientific Discourse Child Mental Health: A Review of the Scientific Discourse Executive Summary and Excerpts from A FrameWorks Research Report Prepared for the FrameWorks Institute by Nat Kendall-Taylor and Anna Mikulak February

More information

University of Canberra. This thesis is available in print format from the University of Canberra Library.

University of Canberra. This thesis is available in print format from the University of Canberra Library. University of Canberra This thesis is available in print format from the University of Canberra Library. If you are the author of this thesis and wish to have the whole thesis loaded here, please contact

More information

Psychotherapeutic Counselling and Intersubjective Psychotherapy College (PCIPC)

Psychotherapeutic Counselling and Intersubjective Psychotherapy College (PCIPC) Psychotherapeutic Counselling and Intersubjective Psychotherapy College (PCIPC) Adult Psychotherapeutic Counselling Standards of Education and Training 2017 1. PRINCIPLES TO BE ENSHRINED IN ALL RELEVANT

More information

Qualitative research in the field of Information Literacy in the second decade of the XXI century

Qualitative research in the field of Information Literacy in the second decade of the XXI century Qualitative research in the field of Information Literacy in the second decade of the XXI century Sabina Cisek Institute of Information and Library Science, Jagiellonian University in Kraków, Poland European

More information

Integrative Thinking Rubric

Integrative Thinking Rubric Critical and Integrative Thinking Rubric https://my.wsu.edu/portal/page?_pageid=177,276578&_dad=portal&... Contact Us Help Desk Search Home About Us What's New? Calendar Critical Thinking eportfolios Outcomes

More information

Identification of Tissue Independent Cancer Driver Genes

Identification of Tissue Independent Cancer Driver Genes Identification of Tissue Independent Cancer Driver Genes Alexandros Manolakos, Idoia Ochoa, Kartik Venkat Supervisor: Olivier Gevaert Abstract Identification of genomic patterns in tumors is an important

More information

Grounding Ontologies in the External World

Grounding Ontologies in the External World Grounding Ontologies in the External World Antonio CHELLA University of Palermo and ICAR-CNR, Palermo antonio.chella@unipa.it Abstract. The paper discusses a case study of grounding an ontology in the

More information

Intentional Horizons

Intentional Horizons Mind Knowledge Communication Intentional Horizons The Mind from an Epistemic Point of View von Magdalena Balcerak Jackson 1. Auflage mentis 2009 Verlag C.H. Beck im Internet: www.beck.de ISBN 978 3 89785

More information

Assurance Cases for Model-based Development of Medical Devices. Anaheed Ayoub, BaekGyu Kim, Insup Lee, Oleg Sokolsky. Outline

Assurance Cases for Model-based Development of Medical Devices. Anaheed Ayoub, BaekGyu Kim, Insup Lee, Oleg Sokolsky. Outline Assurance Cases for Model-based Development of Medical Devices Anaheed Ayoub, BaekGyu Kim, Insup Lee, Oleg Sokolsky Outline Introduction State of the art in regulatory activities Evidence-based certification

More information

V. List the major objectives of the proposed minor and describe its chief features briefly.

V. List the major objectives of the proposed minor and describe its chief features briefly. I. School: Science Department: Psychology II. Proposed Minor: Health Psychology III. Related Major: Psychology IV. Projected Date of Implementation: Fall 2013 V. List the major objectives of the proposed

More information

Reviewer: Prof. Encho Gerganov, PhD

Reviewer: Prof. Encho Gerganov, PhD REVIEW of the dissertation RATIONAL AND EMOTIONAL INFLUENCES ON THE DEGREE OF SUCCESS OF MEDIATION, submitted by Yael Sne, Israel, a dissertation submitted in partial fulfilment of the requirements for

More information

Theoretical Perspectives in the PhD thesis: How many? Dr. Terence Love We-B Centre School of Management Information Systems Edith Cowan University

Theoretical Perspectives in the PhD thesis: How many? Dr. Terence Love We-B Centre School of Management Information Systems Edith Cowan University Theoretical Perspectives in the PhD thesis: How many? Dr. Terence Love We-B Centre School of Management Information Systems Edith Cowan University Content and purpose of the PhD thesis A candidate s PhD

More information

Framework for Comparative Research on Relational Information Displays

Framework for Comparative Research on Relational Information Displays Framework for Comparative Research on Relational Information Displays Sung Park and Richard Catrambone 2 School of Psychology & Graphics, Visualization, and Usability Center (GVU) Georgia Institute of

More information

Ideas RESEARCH. Theory, Design Practice. Turning INTO. Barbara Fawcett. Rosalie Pockett

Ideas RESEARCH. Theory, Design Practice. Turning INTO. Barbara Fawcett. Rosalie Pockett Turning Ideas INTO RESEARCH & Theory, Design Practice Barbara Fawcett Rosalie Pockett 00_Fawcett_BAB1410B0218_Prelims.indd 3 3/23/2015 6:32:36 PM ONE Why do research? In this chapter we look at the many

More information

Styles of research in ergonomics 1

Styles of research in ergonomics 1 Styles of research in ergonomics 1 Sven Åke Hörte Halmstad University, Sweden and SMARTA/National Institute for Working Life (sven-ake.horte@set.hh.se) Abstract The paper develops a framework for classification

More information

WP 7: Emotion in Cognition and Action

WP 7: Emotion in Cognition and Action WP 7: Emotion in Cognition and Action Lola Cañamero, UH 2 nd Plenary, May 24-27 2005, Newcastle WP7: The context Emotion in cognition & action in multi-modal interfaces? Emotion-oriented systems adapted

More information

Systems Engineering Guide for Systems of Systems. Summary. December 2010

Systems Engineering Guide for Systems of Systems. Summary. December 2010 DEPARTMENT OF DEFENSE Systems Engineering Guide for Systems of Systems Summary December 2010 Director of Systems Engineering Office of the Director, Defense Research and Engineering Washington, D.C. This

More information

International Journal of Computer Engineering and Applications, Volume XI, Issue IX, September 17, ISSN

International Journal of Computer Engineering and Applications, Volume XI, Issue IX, September 17,  ISSN CRIME ASSOCIATION ALGORITHM USING AGGLOMERATIVE CLUSTERING Saritha Quinn 1, Vishnu Prasad 2 1 Student, 2 Student Department of MCA, Kristu Jayanti College, Bengaluru, India ABSTRACT The commission of a

More information

NATIONAL UNIVERSITY OF PHYSICAL EDUCATION AND SPORTS BUCHAREST ABSTRACT OF THE DOCTORAL THESIS

NATIONAL UNIVERSITY OF PHYSICAL EDUCATION AND SPORTS BUCHAREST ABSTRACT OF THE DOCTORAL THESIS NATIONAL UNIVERSITY OF PHYSICAL EDUCATION AND SPORTS BUCHAREST ABSTRACT OF THE DOCTORAL THESIS Author: Tonița Florentina Elena Scientific coordinator: Prof. PhD Sabina Macovei Title of the thesis: STRATEGIES

More information

Changing the Graduate School Experience: Impacts on the Role Identity of Women

Changing the Graduate School Experience: Impacts on the Role Identity of Women Changing the Graduate School Experience: Impacts on the Role Identity of Women Background and Purpose: Although the number of women earning Bachelor s degrees in science, technology, engineering and mathematic

More information

Organizations as Nontrivial Machines: Resources for Complexity Thinking in Organization Studies

Organizations as Nontrivial Machines: Resources for Complexity Thinking in Organization Studies Organizations as Nontrivial Machines: Resources for Complexity Thinking in Organization Studies HARIDIMOS TSOUKAS UNIVERSITY OF CYPRUS, CYPRUS & UNIVERSITY OF WARWICK, UK Phenomenon Inquiry: A loop P I

More information

1/26/17 QUALITATIVE RESEARCH INTRODUCTIONS LEARNING OBJECTIVES QUALITATIVE RESEARCH WHAT IS QUALITATIVE RESEARCH?

1/26/17 QUALITATIVE RESEARCH INTRODUCTIONS LEARNING OBJECTIVES QUALITATIVE RESEARCH WHAT IS QUALITATIVE RESEARCH? INTRODUCTIONS Name Department QUALITATIVE RESEARCH Experience with qualitative research? UGA SEER CENTER - 2016 Jennifer Jo Thompson University of Georgia LEARNING OBJECTIVES QUALITATIVE RESEARCH Understand

More information

Inventory Research agenda setting

Inventory Research agenda setting The health research system is responsible for generating knowledge through scientific inquiry focusing on people s health and well being. Health research spans the entire range from (bio)medical research,

More information

Subject module in Psychology

Subject module in Psychology Page 1 Subject module in Psychology DATE/REFERENCE JOURNAL NO. 30. november 2017 2012-900 Please note that only the Danish version of the Studieordning has legal validity. The Danish version is the official

More information

Chapter 1 A Cultural Approach to Child Development

Chapter 1 A Cultural Approach to Child Development Child Development A Cultural Approach Chapter 1 A Cultural Approach to Child Development Learning Objectives (1 of 4) 1.4 Apply information about human evolution to how child development takes place today.

More information

TACKLING WITH REVIEWER S COMMENTS:

TACKLING WITH REVIEWER S COMMENTS: TACKLING WITH REVIEWER S COMMENTS: Comment (a): The abstract of the research paper does not provide a bird s eye view (snapshot view) of what is being discussed throughout the paper. The reader is likely

More information

ANALYSIS AND DETECTION OF BRAIN TUMOUR USING IMAGE PROCESSING TECHNIQUES

ANALYSIS AND DETECTION OF BRAIN TUMOUR USING IMAGE PROCESSING TECHNIQUES ANALYSIS AND DETECTION OF BRAIN TUMOUR USING IMAGE PROCESSING TECHNIQUES P.V.Rohini 1, Dr.M.Pushparani 2 1 M.Phil Scholar, Department of Computer Science, Mother Teresa women s university, (India) 2 Professor

More information

Actor (and network) models

Actor (and network) models Actor (and network) models EPA2142 Policy and Decision Models Research Seminar Leon Hermans 29-06-10 Delft University of Technology The original lecture slides by Leon Hermans have been adapted for OpenCourseWare

More information

382C Empirical Studies in Software Engineering. Lecture 1. Introduction. Dewayne E Perry ENS present, Dewayne E Perry

382C Empirical Studies in Software Engineering. Lecture 1. Introduction. Dewayne E Perry ENS present, Dewayne E Perry Introduction Dewayne E Perry ENS 623 perry@mail.utexas.edu 1 Course Goals Create/evaluate empirical studies/data Understand underlying scientific and theoretical bases Understand fundamentals of experimental

More information

Role Representation Model Using OWL and SWRL

Role Representation Model Using OWL and SWRL Role Representation Model Using OWL and SWRL Kouji Kozaki, Eiichi Sunagawa, Yoshinobu Kitamura, Riichiro Mizoguchi The Institute of Scientific and Industrial Research (ISIR), Osaka University 8-1 Mihogaoka,

More information

Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients

Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients First AUTHOR a,1, Second AUTHOR b and Third Author b ; (Blinded review process please leave this part as it is; authors names will

More information

Jenny Moore. Applied Heuristic for Visual Analysis of Advocacy Images Mom2Mom Breastfeeding Group Image:

Jenny Moore. Applied Heuristic for Visual Analysis of Advocacy Images Mom2Mom Breastfeeding Group Image: Applied Heuristic for Visual Analysis of Advocacy Images Mom2Mom Breastfeeding Group Image: Heuristic for Visual Analysis of Advocacy Images Analysis of the Artifact (Photograph) Jenny Moore The research

More information

Book Information Jakob Hohwy, The Predictive Mind, Oxford: Oxford University Press, 2013, ix+288, 60.00,

Book Information Jakob Hohwy, The Predictive Mind, Oxford: Oxford University Press, 2013, ix+288, 60.00, 1 Book Information Jakob Hohwy, The Predictive Mind, Oxford: Oxford University Press, 2013, ix+288, 60.00, 978-0-19-968273-7. Review Body The Predictive Mind by Jakob Hohwy is the first monograph to address

More information

Sustaining hope: recovery in social care services

Sustaining hope: recovery in social care services Sustaining hope: recovery in social care services Findings from a joint project between SAMH and SRN to enhance recovery approaches in services. Staff members reported that participating in this project

More information

Lecture 2.1 What is Perception?

Lecture 2.1 What is Perception? Lecture 2.1 What is Perception? A Central Ideas in Perception: Perception is more than the sum of sensory inputs. It involves active bottom-up and topdown processing. Perception is not a veridical representation

More information

RESEARCH METHODS. Winfred, research methods, ; rv ; rv

RESEARCH METHODS. Winfred, research methods, ; rv ; rv RESEARCH METHODS 1 Research Methods means of discovering truth 2 Research Methods means of discovering truth what is truth? 3 Research Methods means of discovering truth what is truth? Riveda Sandhyavandanam

More information

Functionalism. (1) Machine Functionalism

Functionalism. (1) Machine Functionalism Functionalism As Levine indicates, from a functionalist viewpoint, the status of a mental state is not given by its internal constitution but by its function. For instance, a thought or a pain depends

More information

FORDHAM UNIVERSITY GRADUATE SCHOOL OF SOCIAL SERVICE 113 W. 60 th Street, 726B, New York, NY

FORDHAM UNIVERSITY GRADUATE SCHOOL OF SOCIAL SERVICE 113 W. 60 th Street, 726B, New York, NY FORDHAM UNIVERSITY GRADUATE SCHOOL OF SOCIAL SERVICE 113 W. 60 th Street, 726B, New York, NY 10023-7479 212-636-6610 FIELD WORK EVALUATION for CLINICAL (2 nd year) PLACEMENTS Student Name: Agency Name:

More information

M.Sc. in Cognitive Systems. Model Curriculum

M.Sc. in Cognitive Systems. Model Curriculum M.Sc. in Cognitive Systems Model Curriculum April 2014 Version 1.0 School of Informatics University of Skövde Sweden Contents 1 CORE COURSES...1 2 ELECTIVE COURSES...1 3 OUTLINE COURSE SYLLABI...2 Page

More information

Higher National Unit specification: general information. Graded Unit 1

Higher National Unit specification: general information. Graded Unit 1 Higher National Unit specification: general information This Graded Unit has been validated as part of the HNC/HND Care and Administrative Practice. Centres are required to develop the assessment instrument

More information

QUARTERLY REPORT PATIENT SAFETY WORK PRODUCT Q J A N UA RY 1, 2016 MA R C H 31, 2016

QUARTERLY REPORT PATIENT SAFETY WORK PRODUCT Q J A N UA RY 1, 2016 MA R C H 31, 2016 QUARTERLY REPORT PATIENT SAFETY WORK PRODUCT Q1 2016 J A N UA RY 1, 2016 MA R C H 31, 2016 CLARITY PSO, a Division of Clarity Group, Inc. 8725 West Higgins Road Suite 810 Chicago, IL 60631 T: 773.864.8280

More information

Research Article 1. Swales CARS model (Create a Research Space) is the most often cited model for introductions. 3

Research Article 1. Swales CARS model (Create a Research Space) is the most often cited model for introductions. 3 Research Article 1 Purpose: The overall purpose of research articles (RA) is to contribute new knowledge to a particular field (Brett). Form: The most common form for research articles in the sciences

More information

Group Assignment #1: Concept Explication. For each concept, ask and answer the questions before your literature search.

Group Assignment #1: Concept Explication. For each concept, ask and answer the questions before your literature search. Group Assignment #1: Concept Explication 1. Preliminary identification of the concept. Identify and name each concept your group is interested in examining. Questions to asked and answered: Is each concept

More information

Introduction to Applied Research in Economics

Introduction to Applied Research in Economics Introduction to Applied Research in Economics Dr. Kamiljon T. Akramov IFPRI, Washington, DC, USA Regional Training Course on Applied Econometric Analysis June 12-23, 2017, WIUT, Tashkent, Uzbekistan Why

More information

RESEARCH METHODS. Winfred, research methods,

RESEARCH METHODS. Winfred, research methods, RESEARCH METHODS Winfred, research methods, 04-23-10 1 Research Methods means of discovering truth Winfred, research methods, 04-23-10 2 Research Methods means of discovering truth what is truth? Winfred,

More information