Content-based image retrieval using block truncation coding based on edge quantization by Yan-Hong Chen, Ching-Chun Chang, Cheng-Yi Hsu

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Research of channel quantization and feedback strategies based on multiuser diversity MIMO-OFDM systems by LIANG Xue-jun, ZHU Guang-xi, SU Gang, WANG De-sheng

“…Firstly, a quantization method was proposed by quantized value indicating the modulation level instead of the full values of channel quality information（CQI） and the achievable average spectrum efficiency showed no loss compared with perfect case.Secondly, employment of the integrated design that combined with opportunistic, best, and hybrid feedback scheme was considered and the close-form expression of average spectrum efficiency was deduced in various case.Finally, the calculation of optimal feedback parameters was confirmed from two aspects of feedback channel capacity and capacity relative loss.Extensive simulations were presented to evaluate these proposed strategies.The results match with the numeral analysis very well.The proposed partial feedback schemes can reduce the feedback load greatly with the same system capability, only if the feedback parameters be chosen properly.Wherein, the hybrid feedback combined with quantization performs best and provides the instruction to design the channel feedback of practical systems.…”
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Classification of Incidental Carcinoma of the Prostate Using Learning Vector Quantization and Support Vector Machines by Torsten Mattfeldt, Danilo Trijic, Hans‐Werner Gottfried, Hans A. Kestler

“…Using LVQ and SVM with the information from all 10 input variables, more than 80 of the cases could be correctly predicted as T1a or T1b category with specificity, sensitivity, negative and positive predictive value from 74–92%. …”
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BiPruneFL: Computation and Communication Efficient Federated Learning With Binary Quantization and Pruning by Sangmin Lee, Hyeryung Jang

“…Existing solutions typically apply compression techniques such as quantization or pruning but only to a limited extent, constrained by the trade-off between model accuracy and compression efficiency. …”
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Non-Hermitian Control of Tri-Photon and Quad-Photon Using Parallel Multi-Dressing Quantization by Haitian Tang, Rui Zhuang, Jiaxuan Wei, Qingyu Chen, Sinong Liu, Guobin Liu, Zhou Feng, Yanpeng Zhang

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Efficient Spectral Compression of Wavelength-Shifting Soliton and Its Application in Integratable All-Optical Quantization by Chao Mei, Jinhui Yuan, Feng Li, Binbin Yan, Xinzhu Sang, Qiang Wu, Xian Zhou, Kuiru Wang, Chongxiu Yu, Gerald Farrell

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Generation of Phase-Only Fourier Hologram Based on Double Phase Method and Quantization Error Analysis by Yang Wu, Jun Wang, Chun Chen, Chan-Juan Liu, Feng-Ming Jin, Yu-Hen Hu

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Nonfragile H∞ Filtering for Nonlinear Markovian Jumping Systems with Mode-Dependent Time Delays and Quantization by Yanqin Wang, Weijian Ren, Yang Lu

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Sliding Mode Control of Uncertain Switched Systems via Length-Limited Coding Dynamic Quantization by Qinqi Xu, Haijuan Zhao

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Robust Constrained Model Predictive Control for T-S Fuzzy Uncertain System with Data Loss and Data Quantization by Hongchun Qu, Yu Li, Wei Liu

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QDLTrans: Enhancing English Neural Machine Translation With Quantized Attention Block and Tunable Dual Learning by Xing Liu

“…To address the complexity of incorporating pre-trained language models, we introduce a Quantized Attention Block (QAB), which effectively distills semantic information from ML-BERT and integrates it with the Transformer. …”
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Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning With Adaptive Quantization and Differential Privacy by Emre Ardic, Yakup Genc

“…Additionally, there is a potential risk of exposing sensitive information through the model or gradient analysis during training. …”
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Asymptotically Optimal Status Update Compression in Multi-Source System: Age–Distortion Tradeoff by Jun Li, Wenyi Zhang

Subjects: “…age of information…”
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Improving Performance of Digital Mobile Fronthaul Employing 2-D Vector Quantization With Vector Linear Prediction by Jia Ye, Yi Guo, Peng Li, Lianshan Yan, Wei Pan, Xihua Zou

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All-Optical Phase Quantization with High Accuracy Based on a Multiwave Interference Phase Sensitive Amplifier by Hongxiang Wang, Chaojie He, Gen Li, Yuefeng Ji

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HLQ: Hardware-Friendly Logarithmic Quantization Aware Training for Power-Efficient Low-Precision CNN Models by Dahun Choi, Juntae Park, Hyun Kim

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Adaptive Quantization for Distributed Estimation in Energy-Harvesting Wireless Sensor Networks: A Game-Theoretic Approach by Hua Liu, Guiyun Liu, Yonggui Liu, Lei Mo, Hongbin Chen

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A quantization-coding scheme with variable data rates for cyber-physical systems under DoS attacks by Fang Jin, Long Ma, Chenming Zhao, Qingquan Liu

“…An illustrative example is given to demonstrate the effectiveness of the proposed quantization-coding scheme.…”
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Adaptive prescribed performance estimator for Hammerstein-like system identification based on quantized observations and its application by Huijie Lei, Yanwei Zhang, Xikun Lu

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Achieving Distributed Consensus in UWB Sensor Networks: A Low Sampling Rate Scheme with Quantized Measurements by Lorenzo Taponecco, Luca Sanguinetti

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