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International 1

By Jerzy Świątek, Jakub M. Tomczak

ISBN-10: 3319489437

ISBN-13: 9783319489438

ISBN-10: 3319489445

ISBN-13: 9783319489445

This publication gathers the conscientiously reviewed complaints of the nineteenth foreign convention on structures technological know-how, offering fresh learn findings within the parts of synthetic Intelligence, desktop studying, Communication/Networking and data expertise, keep watch over thought, selection aid, snapshot Processing and machine imaginative and prescient, Optimization ideas, development reputation, Robotics, carrier technology, Web-based companies, doubtful platforms and Transportation structures. The overseas convention on platforms technology used to be held in Wroclaw, Poland from September 7 to nine, 2016, and addressed a number themes, together with structures concept, keep watch over thought, computing device studying, synthetic intelligence, sign processing, conversation and data applied sciences, transportation structures, multi-robotic structures and unsure structures, in addition to their purposes. the purpose of the convention is to supply a platform for conversation among younger and confirmed researchers and practitioners, fostering destiny joint study in structures science.

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Extra resources for Advances in Systems Science: Proceedings of the International Conference on Systems Science 2016 (ICSS 2016)

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Wnew ¼ wj à ð1 þ bÞ j ð2Þ The process of decreasement of model weight is defined by Eq. (3). wnew ¼ wj à b j ð3Þ Then the method normalizes the models weights to an interval <0, 1> by subprocedure ‘Normalize_Experts_Weights’. Subsequently the global prediction of the whole ensemble is computed by Eq. (4). ^fglobal ¼ Á Pn À ^ i¼1 wi à fi Pn i¼1 ðwi Þ ð4Þ where n is the number of prediction models in ensemble, wi is the assigned weight of ith model and ^fi is the prediction of ith model. If the predefined number of iterations was reached or the prediction error of the ensemble is higher than the specified threshold (parameter h), the method proceeds into the removal phase, where the “weak” models are removed and replaced by new created models (line 18).

Perturb-and-map random fields: using discrete optimization to learn and sample from energy models. In: ICCV, pp. 193–200 (2011) 19. : Machine, Training Restricted Boltzmann by Perturbation. 1436 (2014) 20. : Higher-order Boltzmann machines. In: AIP Conference Proceedings, vol. 151, pp. 398–403 (1986) 21. : Information processing in dynamical systems: foundations of harmony theory. In: Parallel Distributed Processing: Explorations in the Microstructure of Cognition, vol. 1, pp. 194–281. MIT Press (1986) 22.

2. MAPE of AddExp and DWM methods optimized by PSO Prediction of Power Load Demand 45 4 Evaluation In this chapter we focus on comparison of errors between the predictions of three modifications of original DWM method and six base predictive models. Before we describe the designed experiments and results, we focus on electricity loads dataset used in our study. 2015. These records were obtained by smart meters that send information about the actual electricity consumption every 15 min. Our dataset consists of ca.

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Advances in Systems Science: Proceedings of the International Conference on Systems Science 2016 (ICSS 2016) by Jerzy Świątek, Jakub M. Tomczak


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