Výsledky vyhľadávania - "sketching algorithm"

Building Accurate and Interpretable Online Classifiers on Edge Devices Autor Zhang, Yuanming, Wang, Pinghui, Cheng, Kuankuan, Zhao, Junzhou, Tao, Jing, Hai, Jingxin, Feng, Junlan, Deng, Chao, Wang, Xidian

“…By integrating machine learning with edge devices, we can augment the capabilities of edge devices, such as IoT devices, household appliances, and wearable…”
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Large-Scale Beamforming for Massive MIMO via Randomized Sketching Autor Choi, Hayoung, Jiang, Tao, Shi, Yuanming, Liu, Xuan, Zhou, Yong, Letaief, Khaled B.

“…Massive MIMO system yields significant improvements in spectral and energy efficiency for future wireless communication systems. The regularized zero-forcing…”
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Learning Approach For Fast Approximate Matrix Factorizations Autor Yu, Haiyan, Qin, Zhen, Zhu, Zhihui

“…Efficiently computing an (approximate) orthonormal basis and low-rank approximation for the input data X plays a crucial role in data analysis. One of the most…”
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Fast multiplication of random dense matrices with sparse matrices Autor Liang, Tianyu, Murray, Riley, Buluc, Aydin, Demmel, James

“…This work focuses on accelerating the multiplication of a dense random matrix with a (fixed) sparse matrix, which is frequently used in sketching algorithms…”
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Improving compressed matrix multiplication using control variate method Autor Verma, Bhisham Dev, Dubey, Punit Pankaj, Pratap, Rameshwar, Thakur, Manoj

“…The seminal work by Pagh [1] proposed a matrix multiplication algorithm for real-valued squared matrices called Compressed Matrix Multiplication (CMM) having a…”
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Sparsifying Count Sketch Autor Verma, Bhisham Dev, Pratap, Rameshwar, Dubey, Punit Pankaj

“…The seminal work of Charikar et al. [1] called Count-Sketch suggests a sketching algorithm for real-valued vectors that has been used in frequency estimation…”
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Differentially-Private Multi-Party Sketching for Large-Scale Statistics Autor Choi, Seung Geol, Dachman-soled, Dana, Kulkarni, Mukul, Yerukhimovich, Arkady

“…We consider a scenario where multiple organizations holding large amounts of sensitive data from their users wish to compute aggregate statistics on this data…”
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FastANI, Mash and Dashing equally differentiate between Klebsiella species Autor Hernández-Salmerón, Julie E., Moreno-Hagelsieb, Gabriel

“…Bacteria of the genus Klebsiella are among the most important multi-drug resistant human pathogens, though they have been isolated from a variety of…”
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Low Rank Approximation and Decomposition of Large Matrices Using Error Correcting Codes Autor Ubaru, Shashanka, Mazumdar, Arya, Saad, Yousef

“…Low rank approximation is an important tool used in many applications of signal processing and machine learning. Recently, randomized sketching algorithms were…”
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Memory-Efficient Hardware Performance Counters with Approximate-Counting Algorithms Autor Xu, Jingyi, Kim, Sehoon, Nikolic, Borivoje, Shao, Yakun Sophia

“…Hardware performance counters are special registers on processors that track the hardware activities. While the performance counter data are useful for many…”
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Iris: Amortized, Resource Efficient Visualizations of Voluminous Spatiotemporal Datasets Autor Bruhwiler, Kevin, Buddhika, Thilina, Pallickara, Shrideep, Pallickara, Sangmi Lee

“…The growth in observational data volumes over the past decade has occurred alongside a need to make sense of the phenomena that underpin them. Visualization is…”
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Sequential sensing with model mismatch Autor Song, Ruiyang, Xie, Yao, Pokutta, Sebastian

“…We characterize the performance of sequential information guided sensing, Info-Greedy Sensing [1], when there is a mismatch between the true signal model and…”
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