Academic literature on the topic 'KL-inequality'

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Journal articles on the topic "KL-inequality"

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Kurdyka, Krzysztof. "KL-inequality for definable maps." Banach Center Publications 128 (2024): 135–43. http://dx.doi.org/10.4064/bc128-9.

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Yin, Haichang, KinTak U, Jing Wang, and Wuyue Ma. "Toward Adaptive Unsupervised and Blind Image Forgery Localization with ViT-VAE and a Gaussian Mixture Model." Mathematics 13, no. 14 (2025): 2285. https://doi.org/10.3390/math13142285.

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Most image forgery localization methods rely on supervised learning, requiring large labeled datasets for training. Recently, several unsupervised approaches based on the variational autoencoder (VAE) framework have been proposed for forged pixel detection. In these approaches, the latent space is built by a simple Gaussian distribution or a Gaussian Mixture Model. Despite their success, there are still some limitations: (1) A simple Gaussian distribution assumption in the latent space constrains performance due to the diverse distribution of forged images. (2) Gaussian Mixture Models (GMMs) i
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Ziko, Imtiaz Masud, Jing Yuan, Eric Granger, and Ismail Ben Ayed. "Variational Fair Clustering." Proceedings of the AAAI Conference on Artificial Intelligence 35, no. 12 (2021): 11202–9. http://dx.doi.org/10.1609/aaai.v35i12.17336.

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We propose a general variational framework of fair clustering, which integrates an original Kullback-Leibler (KL) fairness term with a large class of clustering objectives, including prototype or graph based. Fundamentally different from the existing combinatorial and spectral solutions, our variational multi-term approach enables to control the trade-off levels between the fairness and clustering objectives. We derive a general tight upper bound based on a concave-convex decomposition of our fairness term, its Lipschitz-gradient property and the Pinsker’s inequality. Our tight upper bound can
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Komnik, Yu F., V. Yu Kashirin, B. I. Belevtsev, and E. Yu Belyaev. "Inelastic scattering time of electrons in disordered bismuth films: “dirty” limit." Low Temperature Physics 20, no. 2 (1994): 127–33. https://doi.org/10.1063/10.0033592.

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The behavior of quantum corrections to the magnetic conductivity of thin bismuth films (of thickness ∼ 100 Å) associated with weak localization of electrons is studied in the temperature interval 0.3–10 K under conditions of electron overheating. The experimental data are used to obtain the temperature dependence of the time τeph of electron-phonon energy relaxation and the time τephi corresponding to the electron-phonon contribution to the phase relaxation of electrons. The theoretically predicted attenuation of electron-phonon interaction in the case of the inequality qphl <1 (qph is
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Liang, Xiaowei, Qifeng Yuan, Yan Guo, and Junwen Lu. "Struggling with inequality and the uncertain reterritorialization of migrants: A case study of Guangzhou." Transactions in Planning and Urban Research 2, no. 4 (2023): 349–73. http://dx.doi.org/10.1177/27541223231217436.

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The citizenization of migrants has become a challenging practical issue and a significant research topic within the realm of social justice. Nowadays, with a large number of studies concerning the unjust lives of migrants, few researches probe their struggle with inequality. This struggling is reflected in space, in the reterritorialization of the migrants. Reterritorialization involves the reconstruction of the meaning and function of a territory. Deterritorialization meaning the weakening of territoriality. This paper concentrates on the reterritorialization of migrants, and attempts to fill
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Xu, Jian, and Delu Zeng. "Sparse Variational Student-t Processes." Proceedings of the AAAI Conference on Artificial Intelligence 38, no. 14 (2024): 16156–63. http://dx.doi.org/10.1609/aaai.v38i14.29549.

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The theory of Bayesian learning incorporates the use of Student-t Processes to model heavy-tailed distributions and datasets with outliers. However, despite Student-t Processes having a similar computational complexity as Gaussian Processes, there has been limited emphasis on the sparse representation of this model. This is mainly due to the increased difficulty in modeling and computation compared to previous sparse Gaussian Processes. Our motivation is to address the need for a sparse representation framework that reduces computational complexity, allowing Student-t Processes to be more flex
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Naydesh, Olha, and Valeriya Rykhlo. "PHONOSEMANTIC FEATURES OF FEMINIST TEXTS MODERN GERMAN PROSE." Germanic Philology Journal of Yuriy Fedkovych Chernivtsi National University, no. 843 (July 2023): 92–99. http://dx.doi.org/10.31861/gph2023.843.92-99.

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The article investigates the phonosemantic features of D. Krien's feminist novel "Die Liebe im Ernstfall" in order to establish the symbolic meanings of the initial consonant phonemes encountered in this text. We analysed the theoretical and methodological basis of contemporary German prose and highlighted the typical labelled features of the feminist literature genre (female authors, female protagonists, subtle authorial humour, hard women's fates, struggle for equal rights, fluidity, etc.) and compared them with the text under study. Based on the opinions of expert critics, the plot, idea, p
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Nam, Seung Suk, and Ji Hye Choi. "The Representation of Capitalist Pathology in Squid Game : Distorted Recognition Struggle and Choice Architecture of 'Ddakji Man' in Season 2." Liberal Arts Innovation Center 17 (March 31, 2025): 757–95. https://doi.org/10.54698/kl.2025.17.757.

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This study examines how the pathological structure of modern capitalism is dramatically embodied through struggles for recognition and choice architecture in the first episode of Squid Game Season 2, focusing on the newly emphasized character “Ddakji-man.” By analyzing three key games- “Ddakji,” “Bread and Lottery,” and “Russian Roulette”-the research reveals how capitalist competition and violence are symbolically represented, particularly through Ddakji-man’s paradoxical role as both the designer and participant. Drawing on Hegel’s theory of the struggle for recognition and behavioral econom
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Noh, Sung Dong. "Development of educational program for recognizing and improving college students' sexual harassment." Liberal Arts Innovation Center 13 (November 30, 2023): 243–75. http://dx.doi.org/10.54698/kl.2023.13.243.

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The purpose of this study is to fi nd out the perception of college students' experiences of sexual harassment, types, victims, and countermeasures against sexual harassment in college, and to develop an educational program to improve awareness.
 As a result of the study, it was found that many students had experiences of sexual harassment as well as experiences of gender inequality in various ways. In this preventive dimension, preventive education in various ways within universities will be of great help in improving college students' gender recognition and concrete responses. Therefore
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Pelechas, E., E. Kaltsonoudis, M. Migos, et al. "POS1194 THE EFFECT OF SARS-COV-2 ON THE COURSE AND THE TREATMENT OF RHEUMATIC INFLAMMATORY DISEASES. EXPERIENCE FORM THE NORTHWESTERN GREECE." Annals of the Rheumatic Diseases 80, Suppl 1 (2021): 879.1–879. http://dx.doi.org/10.1136/annrheumdis-2021-eular.1691.

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Background:COVID-19 has been shown to significantly affect the vulnerable population [1,2]. Among them, patients suffering from inflammatory rheumatic diseases, and especially the immunosuppressed [3].Objectives:to assess the effect of SARS-CoV-2 on the course and the treatment of rheumatic inflammatory diseases.Methods:from February to December 2020, 46 patients with inflammatory rheumatic diseases were included (32 female) that got infected with the SARS-CoV-2. Mean age was 65 years old, 17 were smokers, 12 had arterial hypertension, 8 diabetes mellitus, and 3 hypothyroidism. Most of them ha
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Dissertations / Theses on the topic "KL-inequality"

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Maulen, Soto Rodrigo. "A dynamical system perspective οn stοchastic and iΙnertial methοds fοr optimizatiοn". Electronic Thesis or Diss., Normandie, 2024. http://www.theses.fr/2024NORMC220.

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Motivé par l'omniprésence de l'optimisation dans de nombreux domaines de la science et de l'ingénierie, en particulier dans la science des données, ce manuscrit de thèse exploite le lien étroit entre les systèmes dynamiques dissipatifs à temps continu et les algorithmes d'optimisation pour fournir une analyse systématique du comportement global et local de plusieurs systèmes du premier et du second ordre, en se concentrant sur le cadre convexe, stochastique et en dimension infinie d'une part, et le cadre non convexe, déterministe et en dimension finie d'autre part. Pour les problèmes de minimi
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Conference papers on the topic "KL-inequality"

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Dyke, George, and Abdelfattah Zebib. "Vertical Bridgeman Crystal Growth of Cd1-x MnxTe." In ASME 1996 International Mechanical Engineering Congress and Exposition. American Society of Mechanical Engineers, 1996. http://dx.doi.org/10.1115/imece1996-1031.

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Abstract A computational study of the temperature and flow fields of solidifying Cd1-xMnxTe in a vertical Bridgeman furnace is conducted. Influence of furnace temperature profile, pulling velocity, Grashof number Gr, Prandtl number Pr, ratio of thermal to liquid conductivity Kl/Ks, and Stefan number is examined. Convection consistently causes an undesirable convex interface (as seen from the solid). The solid liquid interface is found to be sensitive to only the temperature profile and Kl/Ks. The flow field is significantly affected by Kl/Ks, the furnace temperature profile, and Gr. Due to the
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Reports on the topic "KL-inequality"

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A SURROGATE MODEL TO ESTIMATE THE AXIAL COMPRESSIVE CAPACITY OF COLD-FORMED STEEL OPEN BUILT-UP SECTIONS. The Hong Kong Institute of Steel Construction, 2022. http://dx.doi.org/10.18057/icass2020.p.316.

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This paper proposed a surrogate model to simplify the process of estimating the axial compressive capacity of cold-formed steel (CFS) open built-up sections composed of lipped channels with different section sizes, thickness, length, and connector spacing. The surrogate model was developed based on the current design methods, i.e., the Effective Width Method (EWM) and Direct Strength Method (DSM), which are codified in the North American Specification AISI S100-16. This new model features two surface regression equations with a boundary inequality criteria, anchored on two important parameters
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