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Driver2vec: Driver Identification from Automotive Data


Feb 10, 2021
Jingbo Yang , Ruge Zhao , Meixian Zhu , David Hallac , Jaka Sodnik , Jure Leskovec

* 7 pages, 3 figures, 6 tables in the main text. First publisehd to 6th Workshop on Mining and Learning from Time Series (2020) 

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CASC: Context-Aware Segmentation and Clustering for Motif Discovery in Noisy Time Series Data


Sep 06, 2018
Saachi Jain , David Hallac , Rok Sosic , Jure Leskovec


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Learning Structural Node Embeddings Via Diffusion Wavelets


Jun 20, 2018
Claire Donnat , Marinka Zitnik , David Hallac , Jure Leskovec

* The 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, August 19--23, 2018, London, United Kingdom 

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Drive2Vec: Multiscale State-Space Embedding of Vehicular Sensor Data


Jun 12, 2018
David Hallac , Suvrat Bhooshan , Michael Chen , Kacem Abida , Rok Sosic , Jure Leskovec


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Toeplitz Inverse Covariance-Based Clustering of Multivariate Time Series Data


May 15, 2018
David Hallac , Sagar Vare , Stephen Boyd , Jure Leskovec

* This revised version fixes two small typos in the published version 

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Data-Driven Model Predictive Control of Autonomous Mobility-on-Demand Systems


Sep 20, 2017
Ramon Iglesias , Federico Rossi , Kevin Wang , David Hallac , Jure Leskovec , Marco Pavone

* Submitted to the International Conference on Robotics and Automation 2018 

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Network Inference via the Time-Varying Graphical Lasso


Jun 10, 2017
David Hallac , Youngsuk Park , Stephen Boyd , Jure Leskovec


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Driver Identification Using Automobile Sensor Data from a Single Turn


Jun 09, 2017
David Hallac , Abhijit Sharang , Rainer Stahlmann , Andreas Lamprecht , Markus Huber , Martin Roehder , Rok Sosic , Jure Leskovec


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