2 citations · 5 across the 5 of their papers we have counts for
6 papers
Fast, Accurate and Interpretable Time Series Classification Through Randomization
Nestor Cabello, Elham Naghizade, Jianzhong Qi +1
Time series classification (TSC) aims to predict the class label of a given time series, which is critical to a rich set of application areas such as economics and medicine. State-…
A Lazy Approach for Efficient Index Learning
Guanli Liu, Lars Kulik, Xingjun Ma +1
Learned indices using neural networks have been shown to outperform traditional indices such as B-trees in both query time and memory. However, learning the distribution of a large…
A Differentially Private Algorithm for Range Queries on Trajectories
Soheila Ghane, Lars Kulik, Kotagiri Ramamohanarao
We propose a novel algorithm to ensure -differential privacy for answering range queries on trajectory data. In order to guarantee privacy, differential privacy mechanisms add n…
GeoPrune: Efficiently Finding Shareable Vehicles Based on Geometric Properties
Yixin Xu, Jianzhong Qi, Renata Borovica-Gajic +1
On-demand ride-sharing is rapidly growing.Matching trip requests to vehicles efficiently is critical for the service quality of ride-sharing. To match trip requests with vehicles,…
Privacy Preserving Moving KNN Queries
Tanzima Hashem, Lars Kulik, Rui Zhang
We present a novel approach that protects trajectory privacy of users who access location-based services through a moving k nearest neighbor (MkNN) query. An MkNN query continuousl…
Decentralized Traffic Management Strategies for Sensor-Enabled Cars
Ziyuan Wang, Lars Kulik, Kotagiri Ramamohanarao
Traffic Congestions and accidents are major concerns in today's transportation systems. This thesis investigates how to optimize traffic flow on highways, in particular for merging…