Search Results - "Comarela, Giovanni"
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ppiGReMLIN: a graph mining based detection of conserved structural arrangements in protein-protein interfaces
Published in BMC bioinformatics (15-04-2020)“…Protein-protein interactions (PPIs) are fundamental in many biological processes and understanding these interactions is key for a myriad of applications…”
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Journal Article -
2
Programmable Switches for in-Networking Classification
Published in IEEE INFOCOM 2021 - IEEE Conference on Computer Communications (10-05-2021)“…Deploying accurate machine learning algorithms into a high-throughput networking environment is a challenging task. On the one hand, machine learning has…”
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Conference Proceeding -
3
MAP4: A Pragmatic Framework for In-Network Machine Learning Traffic Classification
Published in IEEE eTransactions on network and service management (01-12-2022)“…Self-driving networks guided by machine-learning (ML) algorithms are the driving force for building networks of the future. ML is effective at making…”
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Journal Article -
4
Machine Learning-Based Early Attack Detection Using Open RAN Intelligent Controller
Published in ICC 2023 - IEEE International Conference on Communications (28-05-2023)“…We design and demonstrate a method for early detection of Denial-of-Service attacks. The proposed approach takes advantage of the OpenRAN framework to collect…”
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Conference Proceeding -
5
Analytical Performance Models for MapReduce Workloads
Published in International journal of parallel programming (01-08-2013)“…MapReduce is a currently popular programming model to support parallel computations on large datasets. Among the several existing MapReduce implementations,…”
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Journal Article -
6
On the Dynamics of Interdomain Routing in the Internet
Published 01-01-2017“…The routes used in the Internet's interdomain routing system are a rich information source that could be exploited to answer a wide range of questions…”
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Dissertation -
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Evaluating LLP Methods: Challenges and Approaches
Published 29-10-2023“…Learning from Label Proportions (LLP) is an established machine learning problem with numerous real-world applications. In this setting, data items are grouped…”
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Journal Article -
8
Analysis of Bias in GPT Language Models through Fine-tuning Containing Divergent Data
Published in 2024 International Joint Conference on Neural Networks (IJCNN) (30-06-2024)“…In this study, we examined the effects of integrating data that contains divergent information, especially concerning anti-vaccination narratives, into the…”
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Conference Proceeding -
9
Machine Learning-based Early Attack Detection Using Open RAN Intelligent Controller
Published 03-02-2023“…We design and demonstrate a method for early detection of Denial-of-Service attacks. The proposed approach takes advantage of the OpenRAN framework to collect…”
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Journal Article -
10
Tracking Knowledge Propagation Across Wikipedia Languages
Published 30-03-2021“…15th International Conference on Web and Social Media (ICWSM-21), 2021 In this paper, we present a dataset of inter-language knowledge propagation in…”
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Journal Article -
11
Towards an Interpretable Metric for DOTA 2 Players: An Unsupervised Learning Approach
Published in 2019 8th Brazilian Conference on Intelligent Systems (BRACIS) (01-10-2019)“…DOTA 2 is a Multiplayer Online Battle Arena game, which was released in 2013 and currently has approximately one million players worldwide. In this work, we…”
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Conference Proceeding -
12
An Open Source Custom K-means Generator for AWS Cloud FPGA Accelerators
Published in 2021 XI Brazilian Symposium on Computing Systems Engineering (SBESC) (22-11-2021)“…Nowadays, FPGAs play an essential role in domain-specific hardware accelerators due to their power efficiency and flexibility. Nevertheless, FPGA programming…”
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Conference Proceeding -
13
Modeling the Performance of the Hadoop Online Prototype
Published in 2011 23rd International Symposium on Computer Architecture and High Performance Computing (01-10-2011)“…MapReduce is an important paradigm to support modern data-intensive applications. In this paper we address the challenge of modeling performance of one…”
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Conference Proceeding -
14
Using supervised learning successful descriptors to perform protein structural classification through unsupervised learning
Published in 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (01-12-2018)“…New protein sequences and structures are made available on an accelerated pace in public databases, which demands automatic reliable methods to make sense of…”
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Conference Proceeding -
15
A GPU/FPGA-Based K-Means Clustering Using a Parameterized Code Generator
Published in 2018 Symposium on High Performance Computing Systems (WSCAD) (01-10-2018)“…The K-means algorithm is a method used for the unsupervised learning task of data clustering. This work presents a K-means specific domain code generator…”
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Conference Proceeding