کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
550990 1450769 2015 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
In defence of deep modelling
ترجمه فارسی عنوان
در دفاع از مدل سازی عمیق
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر تعامل انسان و کامپیوتر
چکیده انگلیسی


• We refute claims of unsoundness and inconsistency levelled at deep modelling.
• Most of these claims are based on premises that do not apply to deep modelling.
• Others assume a different philosophy with no discernible advantages for modelling.
• Deep modelling foundations are supported by classic works in linguistics.
• The proposed alternative modelling framework introduces new pragmatic problems for modellers.

ContextSince multi-level modelling emerged as a strategy for leveraging classification levels in conceptual models, there have been discussions about what it entails and how best to support it. Recently, some authors have claimed that the deep modelling approach to multi-level modelling entails paradoxes and significant weaknesses. By drawing upon concepts from speech act theory and foundational ontologies these authors argue that hitherto accepted principles for deep modelling should be abandoned and an alternative approach be adopted instead (Eriksson et al., 2013).ObjectiveWe investigate the validity of these claims and motivate the need to shift the focus of the debate from philosophical arguments to modelling pragmatics.MethodWe present each of the main objections raised against deep modelling in turn, classify them according to the kinds of arguments put forward, and analyse the cogency of the supporting justification. We furthermore analyse the counter proposal regarding its pragmatic value for modellers.ResultsMost of the criticisms against deep modelling are based on mismatches between the premisses used in published definitions of deep modelling and those used by the authors as the basis of their challenges. Hence, most of the criticisms levelled at deep modelling do not actually apply to deep modelling as defined in the literature. We also explain how the proposed alternative introduces new problems of its own, and evaluate its merits from a pragmatic modelling perspective. Finally, we show how deep modelling is indeed compatible with, and can be founded on, classic work in linguistics and logic.ConclusionsThe inappropriate interpretations of the core principles of deep modelling identified in this article indicate that previous descriptions of them have not had sufficient clarity. We therefore provide further clarification and foundational background material to reduce the chance for future misunderstandings and help establish deep modelling as a solid foundation for multi-level modelling.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information and Software Technology - Volume 64, August 2015, Pages 36–51
نویسندگان
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