Faculteit Economie En Bedrijfskunde Hoveniersberg 24 B-9000 Gent Object Class or Association Class? Testing the User Effect on Cardinality Interpretation

In UML class diagrams, a many-to-many relationship with attributes can be represented by an association class or by a connecting object class. It is unclear which modeling construct is preferred in particular modeling scenarios. Because of lack of theory, this paper investigates the issue empirically. An experiment was conducted that tested the effect of representational form chosen on the performance of model users at cardinality interpretation tasks. It was shown that, controlling for cardinality knowledge, business users can better interpret the information that a UML class diagram conveys about a many-to-many relationship with attributes if this relationship is represented as an association class. The implication for ‘best practices' in UML modeling is that modelers should refrain from objectifying such relationships if the goal is an effective communication of domain semantics to users that are not modeling experts.

[1]  L. Lauwers,et al.  Nash rationalizability of collective choice over lotteries , 2005 .

[2]  Olivier De Jonghe,et al.  Bank Risks and the Business Cycle , 2004 .

[3]  K. Schoors,et al.  How to Catch Foreign Fish? FDI and Privatization in EU Accession Countries , 2005 .

[4]  L. Pozzi,et al.  Inflation crises, human capital formation and growth , 2004 .

[5]  Mario Vanhoucke,et al.  A simulation and evaluation of earned value metrics to forecast the project duration , 2005, J. Oper. Res. Soc..

[6]  Han T. J. Smit,et al.  The Role of Investor Capabilities in Public-to-Private Transactions , 2004 .

[7]  E. Tansley,et al.  Using ontology to validate conceptual models , 2003, CACM.

[8]  A. Vereecke,et al.  Performance improvement through supply chain collaboration: conventional wisdom versus empirical findings , 2005 .

[9]  M. Clercq,et al.  Implementing Extended Producer Responsibility in Flemish Waste Policy: Evaluation of the Introduction of the Duty of Acceptance , 2005 .

[10]  M. Geuens,et al.  How to Portray Men and Women in Advertisements? Explicit and Implicit Evaluations of Ads Depicting Different Gender Roles , 2006 .

[11]  Mario Piattini,et al.  Defining and Validating Measures for Conceptual Data Model Quality , 2002, CAiSE.

[12]  Ron Weber,et al.  Research Commentary: Information Systems and Conceptual Modeling - A Research Agenda , 2002, Inf. Syst. Res..

[13]  Mario Vanhoucke,et al.  An electromagnetic meta-heuristic for the nurse scheduling problem , 2007, J. Heuristics.

[14]  B. Clarysse,et al.  Institutional Origin and Resource Endowments to Science-Based Entrepreneurial Firms: A European Exploration , 2009 .

[15]  Katleen Baeyens,et al.  Venture capitalists' selection process: the case of biotechnology proposals , 2006, Int. J. Technol. Manag..

[16]  Mario Vanhoucke,et al.  A Decomposition-Based Heuristic For The Resource-Constrained Project Scheduling Problem , 2005 .

[17]  D. V. Poel,et al.  Dynamic cross-sales effects of price promotions: Empirical generalizations , 2004 .

[18]  M. Geuens,et al.  Need for Closure and Youths' Leisure Time Preferences , 2006, Psychological reports.

[19]  Dirk Van den Poel,et al.  Faculteit Economie En Bedrijfskunde Hoveniersberg 24 B-9000 Gent Incorporating Sequential Information into Traditional Classification Models by Using an Element/position-sensitive Sam , 2022 .

[20]  Cheryl L. Dunn,et al.  Visual Attention Overload: Representation Effects on Cardinality Error Identification , 2003, ICIS.

[21]  Perdita Stevens On the interpretation of binary associations in the Unified Modelling Language , 2002, Software and Systems Modeling.

[22]  Andrew Gemino,et al.  Evaluating modeling techniques based on models of learning , 2003, CACM.

[23]  L. Pozzi,et al.  Examining Ricardian Equivalence by estimating and bootstrapping a nonlinear dynamic panel model , 2004 .

[24]  P. D. de Moor,et al.  Environmental Auditing and the Role of the Accountancy Profession: A Literature Review , 2005, Environmental management.

[25]  M. Geuens,et al.  Evaluation of age-related labels by senior citizens , 2006 .

[26]  Han T. J. Smit,et al.  Acquisitions as a Real Options Bidding Game , 2006 .

[27]  Mario Vanhoucke WORK CONTINUITY CONSTRAINTS IN PROJECT SCHEDULING , 2006 .

[28]  Guido Dedene,et al.  Formal Deadlock Elimination in an Object Oriented Conceptual Schema , 1995, Data Knowl. Eng..

[29]  P. Kenhove,et al.  ‘An Empirical Investigation of the Relationships among a Consumer’s Personal Values, Ethical Ideology and Ethical Beliefs’ , 2006 .

[30]  V. Vansteeger The current state of accounting harmonization: impediments to and benefits from harmonization , 2005 .

[31]  L. V. Tavares,et al.  On the morphological structure of a network , 2004 .

[32]  C. J. Date An Introduction to Database Systems, 6th Edition , 1995 .

[33]  Dinesh Batra,et al.  Comparing a rule-based approach with a pattern-based approach at different levels of complexity of conceptual data modelling tasks , 2004, Int. J. Hum. Comput. Stud..

[34]  I. Vermeir,et al.  The Influence of Need for Closure and Perceived Time Pressure on Search Effort for Price and Promotional Information in a Grocery Shopping Context , 2005 .

[35]  L. Pozzi,et al.  Bootstrap based bias correction for homogeneous dynamic panels , 2004 .

[36]  I. Vermeir,et al.  SUSTAINABLE FOOD CONSUMPTION: EXPLORING THE CONSUMER ATTITUDE – BEHAVIOUR GAP , 2004 .

[37]  Dirk Van den Poel,et al.  Constrained optimization of data-mining problems to improve model performance: A direct-marketing application , 2005, Expert Syst. Appl..

[38]  G. Peersman,et al.  Is the Exchange Rate a Shock Absorber or a Source of Shocks? New Empirical Evidence , 2006 .

[39]  G. M. Nijssen,et al.  Conceptual schema and relational database design - a fact oriented approach , 1989 .

[40]  P. Gemmel,et al.  Development of a measurement scale for business-to-business service quality: assessment in the facility services sector , 2004 .

[41]  Jeffrey Parsons,et al.  An Experimental Evaluation of Property Precedence in Conceptual Modelling , 2004, APCCM.

[42]  Carolyn E. Begg,et al.  Database Systems: A Practical Approach to Design, Implementation and Management , 1998 .

[43]  Iris Vessey,et al.  Cognitive Fit: A Theory‐Based Analysis of the Graphs Versus Tables Literature* , 1991 .

[44]  Veda C. Storey,et al.  An ontological analysis of the relationship construct in conceptual modeling , 1999, TODS.

[45]  D. De Clercq,et al.  Explaining venture capital firms' syndication behaviour: A longitudinal study , 2004 .

[46]  Tok Wang Ling,et al.  Conceptual Modeling – ER ’98 , 1998, Lecture Notes in Computer Science.

[47]  Young-Gul Kim,et al.  Comparing data modeling formalisms , 1995, CACM.

[48]  Tine Dhont,et al.  Fiscal policy, employment and growth: why is continental Europe lagging behind? , 2004 .

[49]  M. Geuens,et al.  Different Positive Feelings Leading to Different Ad Evaluations: The Case of Coziness, Excitement, and Romance , 2006 .

[50]  Mario Vanhoucke,et al.  Work Continuity In A Real-Life Schedule: The Westerschelde Tunnel , 2004 .

[51]  G. Poels,et al.  Faculteit Economie En Bedrijfskunde Hoveniersberg 24 B-9000 Gent Working Paper Measuring User Beliefs and Attitudes towards Conceptual Models: a Factor and Structural Equation Model Measuring User Beliefs and Attitudes towards Conceptual Models: a Factor and Structural Equation Model , 2022 .

[52]  Reinhard Schütte,et al.  The Guidelines of Modeling - An Approach to Enhance the Quality in Information Models , 1998, ER.

[53]  B. Clarysse,et al.  How do Early Stage High Technology Investors Select Their Investments , 2005 .

[54]  Geert Poels,et al.  Faculteit Economie En Bedrijfskunde Hoveniersberg 24 B-9000 Gent Working Paper User Attitudes towards Pattern-based Enterprise Information Models: a Replicated Experiment with Rea Diagrams User Attitudes towards Pattern-based Enterprise Information Models: a Replicated Experiment with Rea Diagrams , 2022 .

[55]  Geert Wets,et al.  Why promotion strategies based on market basket analysis do not work , 2005, Expert Syst. Appl..

[56]  Erwin Ooghe,et al.  Is it Fair to Make Work Pay? , 2007 .

[57]  Dirk Van den Poel,et al.  Predicting customer loyalty using the internal transactional database , 2007, Expert Syst. Appl..

[58]  Ferre De Graeve,et al.  Competition, Transmission and Bank Pricing Policies: Evidence from Belgian Loan and Deposit Markets , 2004 .

[59]  Venkataraman Ramesh,et al.  Human Factors Research on Data Modeling: A Review of Prior Research, An Extended Framework and Future Research Directions , 2002, J. Database Manag..

[60]  M. Geuens,et al.  Need for Closure and Leisure of Youngsters , 2004 .

[61]  Richard T. Dué,et al.  OBJECT-ORIENTED TECHNOLOGY: The Economics of a New Paradigm , 1993 .

[62]  Jeffrey Parsons,et al.  Effects of Local Versus Global Schema Diagrams on Verification and Communication in Conceptual Data Modeling , 2002, J. Manag. Inf. Syst..

[63]  D. Clercq,et al.  Antecedents of international and domestic learning effort , 2005 .

[64]  P. Everaert,et al.  Outsourcing bij Vlaamse Ondernemingen: een Exploratief Onderzoek , 2005 .

[65]  Bart Baesens,et al.  Neural network survival analysis for personal loan data , 2005, J. Oper. Res. Soc..

[66]  G. Rayp,et al.  Measuring and Explaining Government Inefficiency in Developing Countries , 2005 .

[67]  Mario Vanhoucke,et al.  A comparison of different project duration forecasting methods using earned value metrics , 2006 .

[68]  M. Vanhoucke,et al.  THE DISCRETE TIME/COST TRADE-OFF PROBLEM UNDER VARIOUS ASSUMPTIONS EXACT AND HEURISTIC PROCEDURES , 2005 .

[69]  Paul L. Bowen,et al.  How Does Your Model Grow? An Empirical Investigation of the Effects of Ontological Clarity and Application Domain Size on Query Performance , 2004, ICIS.

[70]  G. Sarens,et al.  Contemporary internal auditing practices : (new) roles and influencing variables. Evidence from extended case studies , 2004 .

[71]  Ron Weber,et al.  Understanding relationships with attributes in entity-relationship diagrams , 1999, ICIS.

[72]  N. Dentchev,et al.  A Network Perspective on Stakeholder Management: Facilitating Entrepreneurs in the Discovery of Opportunities , 2005 .

[73]  M. Geuens,et al.  2 NEED FOR CLOSURE AND YOUNGSTERS ’ LEISURE TIME PREFERENCES , 2006 .

[74]  G. Peersman,et al.  Technology Shocks and Robust Sign Restrictions in a Euro Area SVAR , 2004, SSRN Electronic Journal.

[75]  Dirk Van den Poel,et al.  Investigating the post-complaint period by means of survival analysis , 2005, Expert Syst. Appl..

[76]  Monique Snoeck,et al.  Existence Dependency: The Key to Semantic Integrity Between Structural and Behavioral Aspects of Object Types , 1998, IEEE Trans. Software Eng..

[77]  P. V. Cauwenberge,et al.  On the IASB Comprehensive Income Project, Neutrality of Display and the Case for Two EPS Numbers , 2005 .

[78]  P. Gemmel,et al.  Impact of Support Services on End-users’ Satisfaction , 2005 .

[79]  Jeffrey Parsons,et al.  What do the pictures mean? Guidelines for experimental evaluation of representation fidelity in diagrammatical conceptual modeling techniques , 2005, Data Knowl. Eng..

[80]  Cheryl L. Dunn,et al.  An Investigation of Localization as an Element of Cognitive Fit in Accounting Model Representations , 2001, Decis. Sci..

[81]  Peter Meso,et al.  How Good Are These UML Diagrams? An Empirical Test of the Wand and Weber Good Decomposition Model , 2002, ICIS.

[82]  G. Peersman The relative importance of symmetric and asymmetric shocks and the determination of the exchange rate , 2005 .

[83]  G. Sarens,et al.  Internal Auditor’s Perception about their Role in Risk Management Comparison between Belgian and US Companies , 2005 .

[84]  K. Schoors,et al.  Bank Supervision Russian Style: Rules Versus Enforcement and Tacit Objectives , 2005 .

[85]  N. Dentchev INTEGRATING CORPORATE SOCIAL RESPONSIBILITY IN BUSINESS MODELS , 2005 .

[86]  J. Christiaens,et al.  Accounting and Management Reform in Local Authorities: A Tool for Evaluating Empirically the Outcomes , 2004 .

[87]  Stéphane Bressan,et al.  Introduction to Database Systems , 2005 .

[88]  B. Clarysse,et al.  THE IMPRINTING EFFECT OF INITIAL RESOURCES AND MARKET STRATEGY ON THE EARLY GROWTH PATH OF START-UPS. , 2005 .

[89]  M. Geuens,et al.  Need for closure, gender and social self-esteem of youngsters , 2004 .

[90]  ParsonsJeffrey Effects of Local Versus Global Schema Diagrams on Verification and Communication in Conceptual Data Modeling , 2002 .