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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 -
Exploiting Foursquare and Cellular Data to InferUser Activity in ...
https://mobile-systems.cl.cam.ac.uk/papers/mdm2013.pdf20 Mar 2013: We test the prediction accuracyof supervised learning algorithms by exposing them to amulti-class classification scenario, where a single urbanactivity has to be elected amongst a set of those. ... They arefollowed by Shopping and Parks and Outdoor areas, -
Evaluating Context Information Predictabilityfor Autonomic…
https://mobile-systems.cl.cam.ac.uk/papers/acc2006.pdf29 Feb 2008: In order to test this, we consider the normalised valueof z(t) by dividing it by 100. -
Passive mobile sensing and psychological traits for large scale mood …
https://mobile-systems.cl.cam.ac.uk/papers/pervasivehealth19.pdf20 May 2019: test [25], and then we transform theseselected features with Principal Component Analysis (PCA) [30]to obtain feature combinations with the maximum variance. ... Therefore, we create training and test sets fromdisjoint user splits, making sure that weeks -
Predictive Resource Scheduling in Computational Grids∗ Clovis…
https://mobile-systems.cl.cam.ac.uk/papers/ipdps07.pdf29 Feb 2008: Dino Sally. Workload generator. Jobs Jobs. (With prediction). Figure 5. Test-bed Architecture. ... Figure 5 shows an overview of the experimental test-bed.The test-bed comprises two Condor clusters of 23 nodeseach. -
Mining User Mobility Features for Next PlacePrediction in…
https://mobile-systems.cl.cam.ac.uk/papers/icdm2012.pdf20 Oct 2012: Results: We are now presenting the prediction resultsobtained when we train and test the two supervised learningmodels. ... In this case the authors propose asupervised learning model based on the places visited by auser’s friends and they test via -
IMPROVING FEATURE GENERALIZABILITY WITH MULTITASK LEARNING IN…
https://mobile-systems.cl.cam.ac.uk/papers/icassp22-ma.pdf22 Apr 2022: Similarly,GSC dataset is split to 5-3-3-3-3-3. For both datasets, the (train,test, validation) splitting ratio is set to (0.7, 0.2, 0.1). -
1 Talking Places: Modelling and Analysing LinguisticContent in…
https://mobile-systems.cl.cam.ac.uk/papers/socialcom12_bauer.pdf21 Jul 2012: We average the results of 20 runs (or“particles”) on the same test set to obtain the final result. ... InTable VIII, we report the total log-likelihood divided by thenumber of tokens in the test set. -
Evolution of a Location-based Online Social Network:Analysis and…
https://mobile-systems.cl.cam.ac.uk/papers/imc2012.pdf7 Sep 2012: Given real dataabout the evolution of a network, one can test the extent. ... 7.2 EvaluationTo test our model we take the real network at the begin-. -
What Will You Do for the Rest of the Day? An Approach to Continuous…
https://mobile-systems.cl.cam.ac.uk/papers/imwut1819.pdf27 Feb 2019: What Will You Do for the Rest of the Day? An Approach to. Continuous Trajectory Prediction. AMIN SADRI, FLORA D. SALIM, YONGLI REN, and WEI SHAO, RMIT University, AustraliaJOHN C. KRUMM, Microsoft Research, USACECILIA MASCOLO, University of Cambridge -
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 -
Measuring Urban Social Diversity Using Interconnected Geo-Social…
https://mobile-systems.cl.cam.ac.uk/papers/www2016.pdf1 Feb 2016: ABSTRACTLarge metropolitan cities bring together diverse individuals, creat-ing opportunities for cultural and intellectual exchanges, which canultimately lead to social and economic enrichment. ... Predicting gentrifi-cation of neighbourhoods could help -
Adaptive Routing for Intermittently Connected Mobile Ad Hoc Networks…
https://mobile-systems.cl.cam.ac.uk/papers/wowmom05.pdf29 Feb 2008: discrete event simulator [14]. In order to obtain credible re-sults and to test the peculiar characteristics of our protocol,it was also necessary for us to develop a new group ... We implemented a simplified version of the DSDV pro-tocol [10] in order -
wifiparking.dvi
https://mobile-systems.cl.cam.ac.uk/papers/mobicom2013.pdf23 Jul 2013: Figure 3: Energy consumption of network location. consumption of both of our test devices while performinga passive scan for Wi-Fi access points. ... we include these traces in our evaluation to test for falsepositives for driving detection. -
An Ad Hoc Mobility Model Foundedon Social Network Theory ...
https://mobile-systems.cl.cam.ac.uk/papers/mswim04.pdf29 Feb 2008: Using psycho-logical tests it is probable that the importance of a rela-tionship, such as a friendship, will be valued differently bythe different individuals involved; in our modelisation, thiswould lead -
METIS: Exploring mobile phone sensing offloading for efficiently…
https://mobile-systems.cl.cam.ac.uk/papers/percom2013.pdf24 Jan 2013: IV. BENCHMARKS. In this section we present the evaluation of the gainthreshold offloading scheme through micro-benchmark tests.We compared the energy performance of the scheme with thetwo schemes described in ... In these cases the local phone sensor -
A Study of Bluetooth Low Energy Performance forHuman Proximity ...
https://mobile-systems.cl.cam.ac.uk/papers/percom17.pdf11 Jan 2017: Additionally, theavailability of our prototype allowed us to test the impact ofthese parameters on a large scale deployment. ... Our approach instead was to deploy our prototype, giving usgreater flexibility, and then test different combinations of -
Epcast: Controlled Dissemination in Human-based Wireless Networks…
https://mobile-systems.cl.cam.ac.uk/papers/epcast.pdf24 Mar 2008: beguaranteed. 5.2 Experimental Evaluation. Description of the Simulation In order to test the performance of thesetechniques, we defined a square simulation area with a side of 1 km and a -
Earbuds_Percom21 (1)
https://mobile-systems.cl.cam.ac.uk/papers/percom21.pdf30 Apr 2021: in-the-wild use test. -
2 PERVASIVE computing Published by the IEEE CS n ...
https://mobile-systems.cl.cam.ac.uk/papers/ieeepervasive2013.pdf12 Jun 2013: emotionsense evaluationWe evaluated the EmotionSense sys-tem through several offline microben-chmark tests and a deployment with 18 participants, who recorded their emo-tions in a daily diary. ... Our sensing framework will au-tomate these controls while
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