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The Split-Apply-Combine Strategy for Data Analysis
Journal of Statistical Software, 2011 Many data analysis problems involve the application of a split-apply-combine strategy, where you break up a big problem into manageable pieces, operate on each piece independently and then put all the pieces back together.
Hadley Wickham
doaj +2 more sources
Split Green Fluorescent Proteins: Scope, Limitations, and Outlook
Annual Review of Biophysics, 2019 Many proteins can be split into fragments that spontaneously reassemble, without covalent linkage, into a functional protein. For split green fluorescent proteins (GFPs), fragment reassembly leads to a fluorescent readout, which has been widely used to ...
Matthew G Romei, Steven G Boxer
exaly +2 more sources
Single-cell profiling of the developing mouse brain and spinal cord with split-pool barcoding
Science, 2018 Alexander B Rosenberg +2 more
exaly +2 more sources
Efficient Parallel Split Learning Over Resource-Constrained Wireless Edge Networks [PDF]
IEEE Transactions on Mobile Computing, 2023 The increasingly deeper neural networks hinder the democratization of privacy-enhancing distributed learning, such as federated learning (FL), to resource-constrained devices. To overcome this challenge, in this paper, we advocate the integration of edge
Zhengyi Lin +6 more
semanticscholar +1 more source
ResNeSt: Split-Attention Networks [PDF]
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020 The ability to learn richer network representations generally boosts the performance of deep learning models. To improve representation-learning in convolutional neural networks, we present a multi-branch architecture, which applies channel-wise ...
Hang Zhang +11 more
semanticscholar +1 more source
Split Learning Over Wireless Networks: Parallel Design and Resource Management [PDF]
IEEE Journal on Selected Areas in Communications, 2022 Split learning (SL) is a collaborative learning framework, which can train an artificial intelligence (AI) model between a device and an edge server by splitting the AI model into a device-side model and a server-side model at a cut layer.
Wen Wu +7 more
semanticscholar +1 more source
Characteristic of Quaternion Algebra Over Fields
Cauchy: Jurnal Matematika Murni dan Aplikasi, 2023 Quaternion is an extension of the complex number system. Quaternion are discovered by formulating 4 points in 4-dimensional vector space using the cross product between two standard vectors. Quaternion algebra over a field is a 4-dimensional vector space
Muhammad Faldiyan +2 more
doaj +1 more source
Split Learning in 6G Edge Networks [PDF]
IEEE wireless communications, 2023 With the proliferation of distributed edge computing resources, the 6G mobile network will evolve into a network for connected intelligence. Along this line, the proposal to incorporate federated learning into the mobile edge has gained considerable ...
Zhengyi Lin +3 more
semanticscholar +1 more source
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges [PDF]
ACM Computing Surveys, 2021 Mobile devices such as smartphones and autonomous vehicles increasingly rely on deep neural networks (DNNs) to execute complex inference tasks such as image classification and speech recognition, among others.
Yoshitomo Matsubara +2 more
semanticscholar +1 more source
Pengembangan Prototype Leg Split Machine 2in1
Journal Coaching Education Sports, 2021 Penelitian ini bertujuan untuk mengembangkan produk yaitu prototype leg split machine 2 in 1 (dua fungsi) untuk membantu melakukan split sekaligus mengukur kemampuan split.
Filli Azandi +3 more
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