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Model-Free and Prior-Free Data-Driven Inference in Mechanics
Archive for Rational Mechanics and Analysis, 2023zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Conti, Sergio +2 more
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Proceedings of the 1998 ACM SIGMOD international conference on Management of data, 1998
Data mining is computationally expensive. Since the benefits of data mining results are unpredictable, organizations may not be willing to buy new hardware for that purpose. We will present a system that enables data mining applications to run in parallel on networks of workstations in a fault-tolerant manner.
Bin Li, Dennis Shasha
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Data mining is computationally expensive. Since the benefits of data mining results are unpredictable, organizations may not be willing to buy new hardware for that purpose. We will present a system that enables data mining applications to run in parallel on networks of workstations in a fault-tolerant manner.
Bin Li, Dennis Shasha
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Free knot splines for biochemical data
Computer Methods and Programs in Biomedicine, 2002The use of spline functions in the analysis of empirical two-dimensional (2-D) data (y(i), x(i)) is described. Spline functions are excellent empirical functions, which can be used with advantage instead of other ones, such as polynomials or exponentials.
Nicolas, Molinari +3 more
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Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences, 1991
One aim of data analysis is its condensation, namely capturing its gist in an apposite way. This paper addresses the problem of constructing and assessing such condensations without reference to mechanisms which might have generated the data. The results obtained lead to non-probabilistic interpretations of some well-known inferential procedures of ...
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One aim of data analysis is its condensation, namely capturing its gist in an apposite way. This paper addresses the problem of constructing and assessing such condensations without reference to mechanisms which might have generated the data. The results obtained lead to non-probabilistic interpretations of some well-known inferential procedures of ...
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2008
Input selection is a crucial step for nonlinear regression modeling problem, which contributes to build an interpretable model with less computation. Most of the available methods are model-based, and few of them are model-free. Model-based methods often make use of prediction error or sensitivity analysis for input selection and Model-free methods ...
Yang, Can +3 more
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Input selection is a crucial step for nonlinear regression modeling problem, which contributes to build an interpretable model with less computation. Most of the available methods are model-based, and few of them are model-free. Model-based methods often make use of prediction error or sensitivity analysis for input selection and Model-free methods ...
Yang, Can +3 more
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Extraction of free-free modes using constrained test data
AIAA Journal, 1995A structural dynamic model modification method is introduced for compensation of the modal truncation effect; the method essentially uses analytical modes in place of the unavailable measured higher modes. The improvement is expected to yield a better approximation of the dynamic model, from which one can extract more accurate free-free modes and ...
Zhang, Ouqi, Zerva, Aspasia
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FREE DISCONTINUITY PROBLEMS WITH UNBOUNDED DATA
Mathematical Models and Methods in Applied Sciences, 1994We prove the existence of a minimizing pair for a free discontinuity problem, i.e. a variational problem in which the unknowns are a closed set K and a function suitably smooth outside K. Examples of such problems come from pattern recognition and mathematical physics, when both “volume” energy and “surface” energy are present.
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Assembly-Free Techniques for NGS Data
2017Sequencing technologies have undergone a considerable evolution in the last decades; the first expensive machines (appearing in the late 70s) have today been substituted by cheaper and more effective ones. At the same time, data processing evolved concurrently to face new challenges and problems posed by the new type of sequencing records.
Comin, Matteo, SCHIMD, MICHELE
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Free-Free Vibration Extraction From Available Vibration Data
Recent Advances in Solids and Structures, 2000Abstract This paper presents a procedure for identifying the free-free vibration data of a structure from the available vibration data of the same structure with boundary conditions. For a structure in a mechanical system, depending upon the dynamic formulation used, we may need a set of free-free modal data or a set of constrained modal
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