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Uncertainty-informed On-device PersonalisationUsing Early Exit…
https://mobile-systems.cl.cam.ac.uk/papers/eusipco23.pdf22 Jul 2023: The training time was measured using theonboard clock. We perform 10 runs (with the whole test set)and average the results. ... Zimmerman, and P. H. A, Cloud Economics:Principles, Costs, and Benefits. Springer, London, 2010, pp. Results that match 1 of 2 words
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Uncertainty Estimation with Data Augmentationfor Active Learning…
https://mobile-systems.cl.cam.ac.uk/papers/embc23-vavaroutas.pdf19 May 2023: The mean ofthe accuracy values resulting from these datasets and theoriginal test dataset is significantly more robust. ... Ver-. cauteren, “Test-Time Augmentation with Uncertainty Estimation forDeep Learning-Based Medical Image Segmentation,” MIDL, -
Uncertainty Quantification in Federated Learning for Heterogeneous…
https://mobile-systems.cl.cam.ac.uk/papers/FL-KDD23.pdf14 Jul 2023: 101. 102. 103. Num. ber. of S. ampl. esTrain Test. (b) Client 2. ... 30. 40. Num. ber. of S. ampl. es. Train Test. (a) Client 1. -
Proceedings of Machine Learning Research 219:1–26, 2023 Machine…
https://mobile-systems.cl.cam.ac.uk/papers/mlhc23.pdf21 Jul 2023: Alternatively, submaximalVO2max tests (Gonzales et al., 2020b) have been proposed to capture fitness levels. ... b) Right figure shows the predictiondistribution of the BBVS test set from different methods. -
Modeling with Homophily Driven Heterogeneous Data in Gossip Learning…
https://mobile-systems.cl.cam.ac.uk/papers/ijcai23.pdf1 Jun 2023: 0 100 200 300# Global rounds. 0.20.40.60.81.0. Test. acc. urac. y. ... 0 50 100 150# Global rounds. 0.20.40.60.81.0. Test. acc. urac. y. -
Conditional Neural ODE Processes for Individual Disease Progression…
https://mobile-systems.cl.cam.ac.uk/papers/kdd23.pdf1 Jun 2023: The. smaller the -Γ𝑝𝑏(), the better the predicted disease progressionmatching the test labels. ... Only the initial audio sample is used asthe context vector during the test phase. -
Embracing the Imaginary:Deep Complex-valued Networks for Heart Murmur …
https://mobile-systems.cl.cam.ac.uk/papers/cinc23.pdf2 Nov 2023: On the patient-independent test set ofthe PhysioNet 2022 Challenge dataset, a complex-valuedtreatment of two neural network architectures — includ-ing HMS-Net, the winning model of PhysioNet 2022 —leads to ... This discrepancywith the reported -
Yawning Detection using Earphone Inertial Measurement Units
https://mobile-systems.cl.cam.ac.uk/papers/smartwear23.pdf4 Oct 2023: learning and ensure fair test-ing. ... A set ofusers making up around 25% of all data was selected, then80% of the data from these users was selected (20% of thetotal data) to be the test set. -
CROSS-DEVICE FEDERATED LEARNING FOR MOBILE HEALTH DIAGNOSTICS:A FIRST …
https://mobile-systems.cl.cam.ac.uk/papers/ICASSP23-Xia.pdf24 Mar 2023: After data cleaning (i.e., excluding non-English speak-ers, samples without COVID-19 test results and poor audio qualitysamples), there are 482 users with positive status and 2, 478 userswith -
LifeLearner: Hardware-Aware Meta Continual Learning System for…
https://mobile-systems.cl.cam.ac.uk/papers/sensys23.pdf23 Oct 2023: 10 𝑆𝑟𝑒𝑒𝑎𝑟𝑠𝑎𝑙 = {𝑆𝑟𝑒𝑒𝑎𝑟𝑠𝑎𝑙, 𝐵𝑖𝑡𝑃𝑄𝑐𝑜𝑚𝑝𝑟𝑒𝑠𝑠 (𝑆𝑙𝑎𝑡𝑒𝑛𝑡 )}11 𝑆𝑡𝑒𝑠𝑡 = T 𝑆𝑡𝑟𝑎𝑖𝑛 // Held-out test set12
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