Search Results - "BrittoJr, Alceu de Souza"

Music Genre Classification using Large Language Models by Meguenani, Mohamed El Amine, BrittoJr, Alceu de Souza, Koerich, Alessandro Lameiras

“…This paper exploits the zero-shot capabilities of pre-trained large language models (LLMs) for music genre classification. The proposed approach splits audio…”
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Temporal Analysis of Drifting Hashtags in Textual Data Streams: A Graph-Based Application by Garcia, Cristiano M, BrittoJr, Alceu de Souza, Barddal, Jean Paul

“…Expert Systems with Applications, 125007 (2024) Initially supported by Twitter, hashtags are now used on several social media platforms. Hashtags are helpful…”
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Alleviating Catastrophic Forgetting in Facial Expression Recognition with Emotion-Centered Models by Laurensi, Israel A, BrittoJr, Alceu de Souza, Barddal, Jean Paul, Koerich, Alessandro Lameiras

“…Facial expression recognition is a pivotal component in machine learning, facilitating various applications. However, convolutional neural networks (CNNs) are…”
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Methods for Generating Drift in Text Streams by Garcia, Cristiano Mesquita, Koerich, Alessandro Lameiras, BrittoJr, Alceu de Souza, Barddal, Jean Paul

“…Systems and individuals produce data continuously. On the Internet, people share their knowledge, sentiments, and opinions, provide reviews about services and…”
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Improving Sampling Methods for Fine-tuning SentenceBERT in Text Streams by Garcia, Cristiano Mesquita, Koerich, Alessandro Lameiras, BrittoJr, Alceu de Souza, Barddal, Jean Paul

“…The proliferation of textual data on the Internet presents a unique opportunity for institutions and companies to monitor public opinion about their services…”
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Concept Drift Adaptation in Text Stream Mining Settings: A Comprehensive Review by Garcia, Cristiano Mesquita, Abilio, Ramon Simoes, Koerich, Alessandro Lameiras, BrittoJr, Alceu de Souza, Barddal, Jean Paul

“…Due to the advent and increase in the popularity of the Internet, people have been producing and disseminating textual data in several ways, such as reviews,…”
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Dynamic Modality and View Selection for Multimodal Emotion Recognition with Missing Modalities by Menon, Luciana Trinkaus, Neduziak, Luiz Carlos Ribeiro, Barddal, Jean Paul, Koerich, Alessandro Lameiras, BrittoJr, Alceu de Souza

“…The study of human emotions, traditionally a cornerstone in fields like psychology and neuroscience, has been profoundly impacted by the advent of artificial…”
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Distance Functions and Normalization Under Stream Scenarios by Barboza, Eduardo V. L, de Almeida, Paulo R. Lisboa, BrittoJr, Alceu de Souza, Cruz, Rafael M. O

“…Data normalization is an essential task when modeling a classification system. When dealing with data streams, data normalization becomes especially…”
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scikit-dyn2sel -- A Dynamic Selection Framework for Data Streams by Cavalheiro, Lucca Portes, Barddal, Jean Paul, BrittoJr, Alceu de Souza, Heutte, Laurent

“…Mining data streams is a challenge per se. It must be ready to deal with an enormous amount of data and with problems not present in batch machine learning,…”
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Multi-label Classification of User Reactions in Online News by Curi, Zacarias, BrittoJr, Alceu de Souza, Paraiso, Emerson Cabrera

“…The increase in the number of Internet users and the strong interaction brought by Web 2.0 made the Opinion Mining an important task in the area of natural…”
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Machine Learning Methods for Histopathological Image Analysis: A Review by de Matos, Jonathan, Ataky, Steve Tsham Mpinda, BrittoJr, Alceu de Souza, de Oliveira, Luiz Eduardo Soares, Koerich, Alessandro Lameiras

“…Histopathological images (HIs) are the gold standard for evaluating some types of tumors for cancer diagnosis. The analysis of such images is not only time and…”
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Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms by Koerich, Karl Michel, Esmaeilpour, Mohammad, Abdoli, Sajjad, BrittoJr, Alceu de Souza, Koerich, Alessandro Lameiras

“…IEEE International Joint Conference on Neural Networks (IJCNN 2020), Glasgow, UK This paper shows the susceptibility of spectrogram-based audio classifiers to…”
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A Novel Orthogonal Direction Mesh Adaptive Direct Search Approach for SVM Hyperparameter Tuning by Mello, Alexandre Reeberg, de Matos, Jonathan, Stemmer, Marcelo R, BrittoJr, Alceu de Souza, Koerich, Alessandro Lameiras

“…In this paper, we propose the use of a black-box optimization method called deterministic Mesh Adaptive Direct Search (MADS) algorithm with orthogonal…”
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Histopathologic Image Processing: A Review by de Matos, Jonathan, BrittoJr, Alceu de Souza, Oliveira, Luiz E. S, Koerich, Alessandro L

“…Histopathologic Images (HI) are the gold standard for evaluation of some tumors. However, the analysis of such images is challenging even for experienced…”
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