Where to go from here? Mobility prediction from instantaneous information

V Etter, M Kafsi, E Kazemi, M Grossglauser… - Pervasive and Mobile …, 2013 - Elsevier
… -Place Prediction task of the Nokia Mobile Data Challenge. … we explore the characteristics
of their mobility traces. We then … , to predict, based on instantaneous information only, the next …

Mobidict: A mobility prediction system leveraging realtime location data streams

V Kulkarni, A Moro, B Garbinato - Proceedings of the 7th ACM …, 2016 - dl.acm.org
… mode from collected data and display relevant information on the fly, such as the … instant
consists of ZOIs that may not be active in prediction models formulated at another time instant. …

Cluster-aided mobility predictions

J Jeong, M Leconte, A Proutiere - IEEE INFOCOM 2016-the …, 2016 - ieeexplore.ieee.org
mobility prediction algorithm. The objective of this algorithm is to estimate Eg[θu|xU ] from
which we derive the predictions … concerns the instantaneous accuracy of the predictions. The …

On the use of instantaneous entropy to measure the momentary predictability of human mobility

P Baumann, S Santini - 2013 IEEE 14th Workshop on Signal …, 2013 - ieeexplore.ieee.org
… of location information collected using mobile phones … mobility traces and show that it
constitutes an “upper bound that fundamentally limits any mobility prediction algorithm in predicting

A hierarchical temporal attention-based LSTM encoder-decoder model for individual mobility prediction

F Li, Z Gui, Z Zhang, D Peng, S Tian, K Yuan, Y Sun… - Neurocomputing, 2020 - Elsevier
… Meanwhile, next location prediction may work well in instantaneous applications, while
long-… that summarizes all correlated information of last week for target location prediction. The …

Mobility modeling, location tracking, and trajectory prediction in wireless ATM networks

T Liu, P Bahl, I Chlamtac - IEEE Journal on selected areas in …, 1998 - ieeexplore.ieee.org
… As discussed previously, since the instantaneous sampled trajectory of the mobile is a …
extract user mobility information from noisy measurements. Analysis and simulation results …

Breaking the habit: Measuring and predicting departures from routine in individual human mobility

J McInerney, S Stein, A Rogers, NR Jennings - Pervasive and Mobile …, 2013 - Elsevier
… a novel information-theoretic metric, called instantaneous entropy, to analyse an individual’s
mobility patterns and identify temporary departures from routine. Second, to predict such …

Instantaneous throughput prediction in cellular networks: Which information is needed?

A Samba, Y Busnel, A Blanc, P Dooze… - 2017 IFIP/IEEE …, 2017 - ieeexplore.ieee.org
… solutions as inputs of our throughput prediction algorithm. Another source of improvement
for our algorithm is to use other types of information related to the mobile phone of the user. At …

Predictive distance-based mobility management for multidimensional PCS networks

B Liang, ZJ Haas - IEEE/ACM Transactions On Networking, 2003 - ieeexplore.ieee.org
mobility model based on its location and velocity at the time of the recent location updates.
The prediction information … • Updating: At the th location inspection instant, a mobile observes …

Mobility-aware routing in delay tolerant networks

L Zhang, Z Cai, J Lu, X Wang - Personal and Ubiquitous Computing, 2015 - Springer
… However, the instant contact information and the spatial information are not considered, … a
novel mobility prediction-based routing scheme for DTNs, in which both the spatial information