In this article we want to introduce first the Gabor wavelet network as a model based approach for an effective and efficient object representation. The Gabor wavelet network has several advantages such as invariance ...
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The structure multivector is a new approach for analyzing the local properties of a two-dimensional signal (e.g. image). It combines the classical concepts of the structure tensor and the analytic signal in a new way....
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The interest in time series analysis is rapidly increasing, providing new challenges for machine learning. Over many decades, Dynamic Time Warping (DTW) is referred to as the de facto standard distance measure for tim...
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Deep reinforcement learning agents have achieved unprecedented results when learning to generalize from unstructured data. However, the “black-box” nature of the trained DRL agents makes it difficult to ensure that ...
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Deep learning(DL),which includes deep reinforcement learning(DRL),holds great promise for carrying out real-world tasks that human minds seem to cope with quite *** promise is already delivering extremely impressive r...
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Deep learning(DL),which includes deep reinforcement learning(DRL),holds great promise for carrying out real-world tasks that human minds seem to cope with quite *** promise is already delivering extremely impressive results in a variety of ***,while DL-enabled systems achieve excellent performance,they are far from *** has been demonstrated,in several domains,that DL systems can err when they encounter cases they had not hitherto ***,the opacity of the produced agents makes it difficult to explain their behavior and ensure that they adhere to various requirements posed by human *** the other end of the software development spectrum of methods,behavioral programming(BP) facilitates orderly system development using self-standing executable modules aligned with how humans intuitively describe desired system *** this paper,we elaborate on different approaches for combining DRL with BP and,more generally,machine learning(ML) with executable specifications(ES).We begin by defining a framework for studying the various approaches,which can also be used to study new emerging approaches not covered *** then briefly review state-of-the-art approaches to integrating ML with ES,continue with a focus on DRL,and then present the merits of integrating ML with *** conclude with guidelines on how this categorization can be used in decision making in system development,and outline future research challenges.
Phaser is a sophisticated program for IBM personal com-puters, developed atBrown University by the author and someof his students, which enables usersto experiment withdifferential and difference equations and dynamic...
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ISBN:
(数字)9781461236108
ISBN:
(纸本)9780387969183
Phaser is a sophisticated program for IBM personal com-
puters, developed atBrown University by the author and some
of his students, which enables usersto experiment with
differential and difference equations and dynamical systems
in an interactive environment using graphics. This book
begins with a brief discussion of the geometric inter-
pretation of differential equations and numerical methods,
and proceeds to guide the student through the use of the
program. To run Phaser, you need an IBM PC, XT, AT, or PS/2
with an IBM Color GRaphics Board (CGB), Enhanced Graphics
Adapter (VGA). A math coprocessor is supported; however, one
is not required for Phaser to run on the above hardware.
Generalisations of theory change involving operations on arbitrary sets of wffs instead of on belief sets (i.e., sets closed under a consequence relation), have become known as base change. In one view, a base should ...
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Epistemic entrenchment, as presented by Gardenfors and Makinson (1988) and Gardenfors (1988), is a formalisation of the intuition that, when forced to choose between two beliefs, an agent will give up the less entrenc...
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More powerful and better performing, quantum algorithms offer a noticeable speedup in comparison with classical algorithms. This is due to the superposition property of quantum information. It helps to obtain algorith...
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A port container terminal is generally exploited with three types of equipments: Quay Cranes (QCs), vehicles and Yard Cranes (YCs). In this paper, we present a particular type of vehicles which is used at terminal of ...
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