Model-based approximate querying in sensor networks

A Deshpande, C Guestrin, SR Madden, JM Hellerstein… - The VLDB journal, 2005 - Springer
… To explore the benefits of the model-based querying ap… model based on time-varying
multivariate Gaussians. We describe how our generic model-based architecture and querying

An in-network querying framework for wireless sensor networks

M Demirbas, X Lu, P Singla - IEEE Transactions on Parallel …, 2008 - ieeexplore.ieee.org
… and in-network querying algorithm, we … of model-based range querying with a naive range
querying algorithm and show that our model-based algorithm greatly improves the querying

[PDF][PDF] Model-driven data acquisition in sensor networks

A Deshpande, C Guestrin, SR Madden… - Proceedings of the …, 2004 - vldb.org
… To explore the benefits of the model-based querying ap… model based on time-varying
multivariate Gaussians. We describe how our generic model-based architecture and querying

A multi-model based range query processing algorithm for the WSN

G Li, X Gao, L Guo, J Lin, Y Gao - … , WASA 2014, Harbin, China, June 23 …, 2014 - Springer
… One important research topic for the wireless sensor network is about the range query, ie, …
a multi-model based query processing algorithm is proposed to solve the range query problem …

[PDF][PDF] MIST: Distributed Indexing and Querying in Sensor Networks using Statistical Models.

A Bhattacharya, A Meka, AK Singh - VLDB, 2007 - academia.edu
… • We propose two probabilistic sequence-based queries, range and top-1 queries, and one
model-based semantic query, 1NN query, that are of interest in a distributed sensor network

An energy-efficient querying framework in sensor networks for detecting node similarities

D Tulone, S Madden - Proceedings of the 9th ACM international …, 2006 - dl.acm.org
… For example, over the first week our model-based approach clusters 35 sensors into 4.2
clusters on average, whereas the average of the ideal clusters is equal to 2.4 (note that the …

In-network wireless sensor network query processors: State of the art, challenges and future directions

F Jabeen, S Nawaz - Information Fusion, 2015 - Elsevier
query language, the support provided by their compiler/optimizer to generate efficient query
plans and the kind of queries … field of in-network sensor network query processing as well as …

An evaluation of model-based approaches to sensor data compression

NQV Hung, H Jeung, K Aberer - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
sensors, which is a critical issue in wireless sensor networks, … processing by evaluating
queries directly over compressed … it does not support query processing directly on compressed …

Model-based validation of QoS properties of biomedical sensor networks

S Tschirner, L Xuedong, W Yi - Proceedings of the 8th ACM international …, 2008 - dl.acm.org
… In this paper, we demonstrate that model-based techniques can … We shall study Biomedical
Sensor Networks (BSN), which … We shall use the UPPAAL query language [3, 2] to formalize …

Model-based event detection in wireless sensor networks

J Gupchup, A Terzis, R Burns, A Szalay - arXiv preprint arXiv:0901.3923, 2009 - arxiv.org
… [8,9] and sensor networks [10–12] have explored model-based queries as a method for …
MauveDB [9] provides a user-view interface to model-based queries, which greatly extends …