Search Results - "Barioni, Maria Camila N."
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Storing data once in M-trees and PM-trees: Revisiting the building principles of metric access methods
Published in Information systems (Oxford) (01-02-2022)“…Since the introduction of the M-tree, a fundamental tree-based data structure for indexing multi-dimensional information, several structural enhancements have…”
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Journal Article -
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A comprehensive analysis of delayed insertions in metric access methods
Published in Information systems (Oxford) (01-01-2021)“…Similarity queries are fundamental operations for applications that deal with complex data. This paper presents MIA (Metric Indexing Assisted by auxiliary…”
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A comprehensive analysis of the diverse aspects inherent to image data stream classification
Published in Knowledge and information systems (01-08-2022)“…Image data stream classification presents several challenges, for example, the evolution of concepts of known classes ( concept drift ) and the emergence of…”
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StreamPref: a query language for temporal conditional preferences on data streams
Published in Journal of intelligent information systems (01-10-2019)“…Over recent years, several studies regarding preference queries over data streams have been developed in database and artificial intelligence research fields…”
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Open issues for partitioning clustering methods: an overview
Published in Wiley interdisciplinary reviews. Data mining and knowledge discovery (01-05-2014)“…Over the last decades, a great variety of data mining techniques have been developed to reach goals concerning Knowledge Discovery in Databases. Among them,…”
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Accelerating k-medoid-based algorithms through metric access methods
Published in The Journal of systems and software (01-03-2008)“…Scalable data mining algorithms have become crucial to efficiently support KDD processes on large databases. In this paper, we address the task of scaling up…”
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WashTheHate: Understanding the Prevalence of Anti-Asian Prejudice on Twitter During the COVID-19 Pandemic
Published in 2022 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) (10-11-2022)“…Prejudice and hate directed toward Asian individuals has increased in prevalence and salience during the COVID-19 pandemic, with notable rises in physical…”
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Conference Proceeding -
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EVISClass: a new evaluation method for image data stream classifiers
Published in 2020 19th IEEE International Conference on Machine Learning and Applications (ICMLA) (01-12-2020)“…Methods for image data stream classification need to update their model constantly and many of these perform this in a supervised way. However, these studies…”
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Conference Proceeding -
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Metric Data Analysis Enhanced through Temporal Visualization
Published in 2010 14th International Conference Information Visualisation (01-07-2010)“…The human vision can naturally interpret data in spaces of 2 or 3 dimensions. When data is in higher dimensional spaces, in most cases the visualization is not…”
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Conference Proceeding -
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A robust hubness-based algorithm for image data stream classification
Published in International journal of data science and analytics (09-07-2024)Get full text
Journal Article -
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Incremental evaluation of continuous preference queries
Published in Information sciences (01-07-2018)“…Over recent decades, several studies regarding the incorporation of preferences into query languages have been developed in the database research field. The…”
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Optimizing metric access methods for querying and mining complex data types
Published in Journal of the Brazilian Computer Society (2014)“…Background There are several application scenarios that can take advantage from the efficient processing of similarity operations in complex data types, such…”
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Using Visual Analysis to Weight Multiple Signatures to Discriminate Complex Data
Published in 2011 15th International Conference on Information Visualisation (01-07-2011)“…Complex data is usually represented through signatures, which are sets of features describing the data content. Several kinds of complex data allow extracting…”
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Conference Proceeding