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We provide a novel notion of what it means to be interpretable, looking past the usual association with human understanding. Our key insight is that interpretability is not an absolute concept and so we define it relative to a target model,…

人工智能 · 计算机科学 2017-07-14 Amit Dhurandhar , Vijay Iyengar , Ronny Luss , Karthikeyan Shanmugam

Refinement calculus is a powerful and expressive tool for reasoning about sequential programs in a compositional manner. In this paper we present an extension of refinement calculus for reactive systems. Refinement calculus is based on…

软件工程 · 计算机科学 2014-06-24 Viorel Preoteasa , Stavros Tripakis

Parametric models abstract part of the specification of dynamical models by integral parameters. They are for example used in computational systems biology, notably with parametric regulatory networks, which specify the global architecture…

计算机科学中的逻辑 · 计算机科学 2018-11-30 Stefan Haar , Juraj Kolčák , Loïc Paulevé

A three-tiered specification approach is developed to formally specify collections of collaborating objects, say micro-architectures. (i) The structural properties to be maintained in the collaboration are specified in the lowest tier. (ii)…

软件工程 · 计算机科学 2007-05-23 Vasu Alagar , Ralf Laemmel

We give a combinatorial characterization of generic frameworks that are minimally rigid under the additional constraint of maintaining symmetry with respect to a finite order rotation or a reflection. To establish these results we develop a…

度量几何 · 数学 2015-03-17 Justin Malestein , Louis Theran

It was previously shown that control-flow refinement can be achieved by a program specializer incorporating property-based abstraction, to improve termination and complexity analysis tools. We now show that this purpose-built specializer…

编程语言 · 计算机科学 2020-08-10 John P. Gallagher , Robert Glück

Event-B provides a flexible framework for stepwise system development via refinement. The framework supports steps for (a) refining events (one-by-one), (b) splitting events (one-by-many), and (c) introducing new events. In each of the…

计算机科学中的逻辑 · 计算机科学 2011-06-22 Steve Schneider , Helen Treharne , Heike Wehrheim

The explicit relationship among perception, communication, and design is being discussed in some detail, in order to relate it to characteristic details of the modeling of the world which defines the scientific and artistic activities of…

适应与自组织系统 · 物理学 2007-05-23 R. E. Zimmermann , S. Ley , V. G. Budanov , V. E. Voitsekhovitch

In this paper, we propose a framework for solving a single-agent task by using multiple agents, each focusing on different aspects of the task. This approach has two main advantages: 1) it allows for training specialized agents on different…

机器学习 · 计算机科学 2017-03-30 Harm van Seijen , Mehdi Fatemi , Joshua Romoff , Romain Laroche

Because of the importance of object oriented methodologies, the research in developing new measure for object oriented system development is getting increased focus. The most of the metrics need to find the interactions between the objects…

软件工程 · 计算机科学 2010-08-11 K. M. Azharul Hasan , Mohammad Sabbir Hasan

Because of the importance of object oriented methodologies, the research in developing new measure for object oriented system development is getting increased focus. The most of the metrics need to find the interactions between the objects…

软件工程 · 计算机科学 2010-07-15 K. M. Azharul Hasan , Mohammad Sabbir Hasan

Composition is an important feature of a specification language, as it enables the design of a complex system in terms of a product of its parts. Decomposition is equally important in order to reason about structural properties of a system.…

计算机科学中的逻辑 · 计算机科学 2022-07-05 Benjamin Lion , Farhad Arbab , Carolyn Talcott

The main problem we address in this paper is whether function determines form when a society of agents organizes itself for some purpose or whether the organizing method is more important than the functionality in determining the structure…

适应与自组织系统 · 物理学 2007-05-23 Tanya Araujo , R. Vilela Mendes

Structured recursion schemes have been widely used in constructing, optimising, and reasoning about programs over inductive and coinductive datatypes. Their plain forms, catamorphisms and anamorphisms, are restricted in expressiveness. Thus…

编程语言 · 计算机科学 2022-06-28 Zhixuan Yang , Nicolas Wu

Feature engineering is a crucial step in the process of predictive modeling. It involves the transformation of given feature space, typically using mathematical functions, with the objective of reducing the modeling error for a given…

人工智能 · 计算机科学 2017-09-22 Udayan Khurana , Horst Samulowitz , Deepak Turaga

This paper proposes a framework for developing forecasting models by streamlining the connections between core components of the developmental process. The proposed framework enables swift and robust integration of new datasets,…

机器学习 · 计算机科学 2023-04-14 Jonathan Hans Soeseno , Sergio González , Trista Pei-Chun Chen

We develop a general framework for abstracting the behavior of an agent that operates in a nondeterministic domain, i.e., where the agent does not control the outcome of the nondeterministic actions, based on the nondeterministic situation…

计算机科学中的逻辑 · 计算机科学 2023-05-24 Bita Banihashemi , Giuseppe De Giacomo , Yves Lespérance

This paper examines the relationship between gestures' function and form in design collaboration. It adopts a cognitive design research viewpoint. The analysis is restricted to gesticulations and emblems. The data analysed come from an…

人机交互 · 计算机科学 2010-10-14 Willemien Visser

Session types capture precise protocol structure in concurrent programming, but do not specify properties of the exchanged values beyond their basic type. Refinement types are a form of dependent types that can address this limitation,…

计算机科学中的逻辑 · 计算机科学 2012-11-20 Pedro Baltazar , Dimitris Mostrous , Vasco T. Vasconcelos

Optimization is a critical tool for addressing a broad range of human and technical problems. However, the paradox of advanced optimization techniques is that they have maximum utility for problems in which the relationship between the…

计算工程、金融与科学 · 计算机科学 2024-03-04 Hazhir Aliahmadi , Ruben Perez , Greg van Anders