Synopses for massive data: Samples, histograms, wavelets, sketches

G Cormode, M Garofalakis, PJ Haas… - … and Trends® in …, 2011 - nowpublishers.com
Abstract Methods for Approximate Query Processing (AQP) are essential for dealing with
massive data. They are often the only means of providing interactive response times when …

Curve query processing in wireless sensor networks

S Cheng, Z Cai, J Li - IEEE Transactions on Vehicular …, 2014 - ieeexplore.ieee.org
Most existing query processing algorithms for wireless sensor networks (WSNs) can only
deal with discrete values. However, since the monitored environment always changes …

[PDF][PDF] Sketch techniques for approximate query processing

G Cormode - Foundations and Trends in Databases …, 2011 - archive.dimacs.rutgers.edu
Sketch techniques have undergone extensive development within the past few years. They
are especially appropriate for the data streaming scenario, in which large quantities of data …

[書籍][B] Small summaries for big data

G Cormode, K Yi - 2020 - books.google.com
The massive volume of data generated in modern applications can overwhelm our ability to
conveniently transmit, store, and index it. For many scenarios, building a compact summary …

On multi-column foreign key discovery

M Zhang, M Hadjieleftheriou, BC Ooi… - Proceedings of the …, 2010 - dl.acm.org
A foreign/primary key relationship between relational tables is one of the most important
constraints in a database. From a data analysis perspective, discovering foreign keys is a …

Generalized sketch families for network traffic measurement

Y Zhou, Y Zhang, C Ma, S Chen… - Proceedings of the ACM …, 2019 - dl.acm.org
Traffic measurement provides critical information for network management, resource
allocation, traffic engineering, and attack detection. Most prior art has been geared towards …

Multi-functional secure data aggregation schemes for WSNs

P Zhang, J Wang, K Guo, F Wu, G Min - Ad Hoc Networks, 2018 - Elsevier
Secure data aggregation schemes are widely adopted in wireless sensor networks, not only
to minimize the energy and bandwidth consumption, but also to enhance the security …

Approximate distinct counts for billions of datasets

D Ting - Proceedings of the 2019 International Conference on …, 2019 - dl.acm.org
Cardinality estimation plays an important role in processing big data. We consider the
challenging problem of computing millions or more distinct count aggregations in a single …

Detecting outliers in sensor networks using the geometric approach

S Burdakis, A Deligiannakis - 2012 IEEE 28th International …, 2012 - ieeexplore.ieee.org
The topic of outlier detection in sensor networks has received significant attention in recent
years. Detecting when the measurements of a node become" abnormal''is interesting …

A Self‐Learning Sensor Fault Detection Framework for Industry Monitoring IoT

Y Liu, Y Yang, X Lv, L Wang - Mathematical problems in …, 2013 - Wiley Online Library
Many applications based on Internet of Things (IoT) technology have recently founded in
industry monitoring area. Thousands of sensors with different types work together in an …