Search Results - "Ceberio, Martine"
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Why Dilated Convolutional Neural Networks: A Proof of Their Optimality
Published in Entropy (Basel, Switzerland) (18-06-2021)“…One of the most effective image processing techniques is the use of convolutional neural networks that use convolutional layers. In each such layer, the value…”
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When is deep learning better and when is shallow learning better: qualitative analysis
Published in International journal of parallel, emergent and distributed systems (03-09-2022)“…In many practical situations, deep neural networks work better than the traditional 'shallow' ones; however, in some cases, the shallow neural networks lead to…”
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Let Us Use Negative Examples in Regression-Type Problems Too
Published in 2020 24th International Conference Information Visualisation (IV) (01-09-2020)“…In many practical situations, we need to reconstruct the dependence between quantities x and y based on several situations in which we know both x and y…”
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Conference Proceeding -
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Between Dog and Wolf: A Continuous Transition from Fuzzy to Probabilistic Estimates
Published in 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (01-06-2019)“…Often, we use original expert estimates to compute estimates of related quantities. In many practical situations, it is desirable to know how accurate is the…”
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In Its Usual Formulation, Fuzzy Computation Is, In General, NP-Hard, But a More Realistic Formulation Can Make It Feasible
Published in 2019 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (01-06-2019)“…In many practical situations, we cannot directly measure or estimate the desired quantity y - e.g., we cannot directly measure the distance to a star or the…”
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Conference Proceeding -
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Efficient interval partitioning—Local search collaboration for constraint satisfaction
Published in Computers & operations research (01-05-2008)“…In this article, a cooperative solution methodology that integrates interval partitioning ( IP) algorithms with a local search, feasible sequential quadratic…”
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Latinas' resilience and persistence in computer science and engineering: Preliminary findings of a qualitative study examining identity and agency
Published in 2015 IEEE Frontiers in Education Conference (FIE) (01-10-2015)“…Most professions have reached gender equity with the exception of computer science and engineering. To understand the mitigating factors influencing Latinas'…”
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Why Fuzzy Control Is Often More Robust (and Smoother): A Theoretical Explanation
Published in 2023 IEEE Symposium Series on Computational Intelligence (SSCI) (05-12-2023)“…In many practical situations, practitioners use easier-to-compute fuzzy control to approximate the more-difficult-to-compute optimal control. As expected, for…”
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Towards adding probabilities and correlations to interval computations
Published in International journal of approximate reasoning (01-12-2007)“…The paper is a continuation of our previous work towards the use of probability information in interval computations. While in the previous work, bounds on the…”
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Which Activation Function Works Best for Training Artificial Pancreas: Empirical Fact and Its Theoretical Explanation
Published in 2023 IEEE Symposium Series on Computational Intelligence (SSCI) (05-12-2023)“…One of the most effective ways to help patients at the dangerous levels of diabetes is an artificial pancreas, a device that constantly monitors the patient's…”
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Conference Proceeding -
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How to Use Quantum Computing to Check Which Inputs Are Relevant: A Proof That Deutsch-Jozsa Algorithm Is, In Effect, the Only Possibility
Published in 2019 IEEE Symposium Series on Computational Intelligence (SSCI) (01-12-2019)“…One of the main reasons why computations - in particular, engineering computations - take long is that, to be on the safe side, models take into account all…”
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Using Interval Constraint Solving Techniques to better understand and predict future behaviors of dynamic problems
Published in 2016 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) (01-10-2016)“…The ability to make observations of natural phenomena has played a fundamental role in our world. From what we observe, models are derived and we can get an…”
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Conference Proceeding -
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Greetings from NAFIPS 2016 organizing committee chairs
Published in 2016 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) (01-10-2016)“…Presents the introductory welcome message from the conference proceedings. May include the conference officers' congratulations to all involved with the…”
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Conference Proceeding -
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Processing interval sensor data in the presence of outliers, with potential applications to localizing underwater robots
Published in 2011 IEEE International Conference on Systems, Man, and Cybernetics (01-10-2011)“…Measurements are never absolutely accurate, the measurement result x̃ is, in general, different from the actual (unknown) values x of the corresponding…”
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Faster Quantum Alternative to Softmax Selection in Deep Learning and Deep Reinforcement Learning
Published in 2019 IEEE Symposium Series on Computational Intelligence (SSCI) (01-12-2019)“…Deep learning and deep reinforcement learning are, at present, the best available machine learning tools for use in engineering problems. However, at present,…”
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Interval-type and affine arithmetic-type techniques for handling uncertainty in expert systems
Published in Journal of computational and applied mathematics (15-02-2007)“…Expert knowledge consists of statements S j (facts and rules). The facts and rules are often only true with some probability. For example, if we are interested…”
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Towards predictions of large dynamic systems' behavior using reduced-order modeling and interval computations
Published in 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC) (01-10-2017)“…The ability to conduct fast and reliable simulations of dynamic systems is of special interest to many fields of operations. Such simulations can be very…”
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Conference Proceeding -
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Message from NAFIPS 2012 program chairs
Published in 2012 Annual Meeting of the North American Fuzzy Information Processing Society (NAFIPS) (01-08-2012)“…There are six special sessions-oriented events planned throughout the conference, as well as a student paper session. There will also be a NAFIPS general…”
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Conference Proceeding -
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Robust data processing in the presence of uncertainty and outliers: Case of localization problems
Published in 2016 IEEE Symposium Series on Computational Intelligence (SSCI) (01-12-2016)“…To properly process data, we need to take into account both the measurement errors and the fact that some of the observations may be outliers. This is…”
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Conference Proceeding