Search Results - "Cassales, Guilherme"
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Improving the performance of bagging ensembles for data streams through mini-batching
Published in Information sciences (01-11-2021)“…Often, machine learning applications have to cope with dynamic environments where data are collected in the form of continuous data streams with potentially…”
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Journal Article -
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Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing
Published in IEEE eTransactions on network and service management (01-09-2023)“…In recent years, the Edge Computing (EC) paradigm has emerged as an enabling factor for developing technologies like the Internet of Things (IoT) and 5G…”
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Journal Article -
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Improving the performance of Apache Hadoop on pervasive environments through context-aware scheduling
Published in Journal of ambient intelligence and humanized computing (01-06-2016)“…This article proposes to improve Apache Hadoop scheduling through a context-aware approach. Apache Hadoop is the most popular implementation of the MapReduce…”
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Journal Article -
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Improving parallel performance of ensemble learners for streaming data through data locality with mini-batching
Published in 2020 IEEE 22nd International Conference on High Performance Computing and Communications; IEEE 18th International Conference on Smart City; IEEE 6th International Conference on Data Science and Systems (HPCC/SmartCity/DSS) (01-12-2020)“…Machine Learning techniques have been employed in virtually all domains in the past few years. New applications demand the ability to cope with dynamic…”
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Conference Proceeding -
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IDSA-IoT: An Intrusion Detection System Architecture for IoT Networks
Published in 2019 IEEE Symposium on Computers and Communications (ISCC) (01-06-2019)“…The Internet of Things (IoT) allows large amounts and variety of devices to connect, interact and exchange data. The IoT network creates numerous opportunities…”
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Conference Proceeding -
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Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing
Published 16-01-2022“…In recent years, the Edge Computing (EC) paradigm has emerged as an enabling factor for developing technologies like the Internet of Things (IoT) and 5G…”
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Journal Article -
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Improving the performance of bagging ensembles for data streams through mini-batching
Published 18-12-2021“…Information Sciences, Volume 580, 2021, Pages 260-282 Often, machine learning applications have to cope with dynamic environments where data are collected in…”
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Journal Article