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Predicting phase inversion in agitated dispersions with machine learning algorithms
Artikel
Artikel
Maffi, Juan M. et al · RI ITBA · 2021 · ISSN 0098-6445
"In agitated systems, the phase inversion (PI) phenomenon – the mechanism by which a dispersed phase becomes the continuous one – has been studied extensively in an empirical manner and few models have been put for...
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Open Access
The use of the area under the ROC curve in the evaluation of machine learning algorithms
Artikel
Artikel
Andrew P. Bradley · Pattern Recognition · 1997
Fachgebiete / Stichwörter: Algorithm; Receiver operating characteristic; Machine learning; Artificial intelligence; Perceptron; Computer science; Discriminant; Multilayer perceptron; Mathematics; Artificial neural network
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Predictive Accuracy of Machine Learning Algorithms in Recommender Systems
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Text / Ressource
Dumón, Marcos · RI ITBA · 2019
This work presents a systematic literature review on the application of Machine Learning algorithms in the development of effective movie recommender systems. With the increasing popularity of movie recommender systems i...
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Genetic algorithms in search, optimization, and machine learning
Artikel
Artikel
Choice Reviews Online · 1989
From the Publisher: This book brings together - in an informal and tutorial fashion - the computer techniques, mathematical tools, and research results that will enable both students and practitioners to apply genetic al...
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Scikit-learn: Machine Learning in Python
Artikel
Artikel
PedregosaFabian; VaroquauxGaël; GramfortAlexandre; MichelVincent; ThirionBertrand; GriselOlivier; BlondelMathieu; PrettenhoferPeter · Journal of Machine Learning Research · 2011
Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems. This package focuses on bringing mach...
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Representation Learning: A Review and New Perspectives
Text / Ressource
Text / Ressource
Yoshua Bengio; Aaron Courville; P. M. Durai Raj Vincent · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013
The success of machine learning algorithms generally depends on data representation, and we hypothesize that this is because different representations can entangle and hide more or less the different explanatory factors ...
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EEG waveform identification based on deep learning techniques
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Text / Ressource
Ail, Brian Ezequiel · RI ITBA · 2022
"The use of Brain-Computer Interfaces can provide substantial improvements to the quality of life of patients with diseases such as severe Amyotrophic lateral sclerosis that cause Locked-in syndrome, by creating new aven...
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A Comprehensive Survey on Graph Neural Networks
Artikel
Artikel
Zonghan Wu; Shirui Pan; Fengwen Chen; Guodong Long; Chengqi Zhang; Philip S. Yu · IEEE Transactions on Neural Networks and Learning Systems · 2020
Deep learning has revolutionized many machine learning tasks in recent years, ranging from image classification and video processing to speech recognition and natural language understanding. The data in these tasks are t...
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Anomaly detection using prior knowledge: application to TCP/IP traffic
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Couchet, Jorge et al · SEDICI UNLP · 2006
This article introduces an approach to anomaly intrusion detection based on a combination of supervised and unsupervised machine learning algorithms. The main objective of this work is an effective modeling of the TCP/IP...
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Automatic classification of oranges using image processing and data mining techniques
Text / Ressource
Text / Ressource
Mercol, Juan Pablo et al · SEDICI UNLP · 2008
Data mining is the discovery of patterns and regularities from large amounts of data using machine learning algorithms. This can be applied to object recognition using image processing techniques. In fruits and vegetabl...
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Open Access
Classification based on dynamic mode decomposition applied to brain recognition of context
Artikel
Artikel
Martínez, Sebastián et al · RI ITBA · 2021 · ISSN 0960-0779
"Local Field Potentials (LFPs) are easy to access electrical signals of the brain that represent the summation in the extracellular space, of currents originated within the neurons. As such, LFPs could contain infor mati...
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Machine learning: Trends, perspectives, and prospects
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Text / Ressource
Michael I. Jordan; Tom M. Mitchell · Science · 2015
Machine learning addresses the question of how to build computers that improve automatically through experience. It is one of today's most rapidly growing technical fields, lying at the intersection of computer science a...
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Learning with Kernels
Buch
Buch
Bernhard Schölkopf; Alexander J. Smola · The MIT Press eBooks · 2001
A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Mach...
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Data Mining: Practical Machine Learning Tools and Techniques
Buch
Buch
Ian H. Witten; Eibe Frank; Mark A. Hall · Elsevier eBooks · 2011
As with any burgeoning technology that enjoys commercial attention, the use of data mining is surrounded by a great deal of hype. Exaggerated reports tell of secrets that can be uncovered by setting algorithms loose on o...
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Extreme Learning Machine for Regression and Multiclass Classification
Artikel
Artikel
Guang-Bin Huang; Hongming Zhou; Xiaojian Ding; Rui Zhang · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2011
Due to the simplicity of their implementations, least square support vector machine (LS-SVM) and proximal support vector machine (PSVM) have been widely used in binary classification applications. The conventional LS-SVM...
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Large-Scale Machine Learning with Stochastic Gradient Descent
Kapitel
Kapitel
Léon Bottou · OpenAlex · 2010
During the last decade, the data sizes have grown faster than the speed of processors. In this context, the capabilities of statistical machine learning methods is limited by the computing time rather than the sample siz...
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TensorFlow: a system for large-scale machine learning
Artikel
Artikel
Martı́n Abadi; Paul Barham; Jianmin Chen; Zhifeng Chen; Andy Davis; Jay B. Dean; Matthieu Devin; Sanjay Ghemawat · Operating Systems Design and Implementation · 2016
TensorFlow is a machine learning system that operates at large scale and in heterogeneous environments. Tensor-Flow uses dataflow graphs to represent computation, shared state, and the operations that mutate that state. ...
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Analysis and benchmarking for gravitational waves spectrogram’s classification by usage of machine learning techniques
Text / Ressource
Text / Ressource
Martínez, Ezequiel H · RI ITBA · 2021
"Gravitatonal waves, the seed of the 2015 Nobel’s prize are the cause of several complex celestial phenomena that is non-observable for the naked eye. Their identification, classification and study is s(ll a handmade w...
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Open Access
A Survey on Transfer Learning
Artikel
Artikel
Sinno Jialin Pan; Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009
A major assumption in many machine learning and data mining algorithms is that the training and future data must be in the same feature space and have the same distribution. However, in many real-world applications, this...
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An overview of statistical learning theory
Artikel
Artikel
Vladimir Vapnik · IEEE Transactions on Neural Networks · 1999
Statistical learning theory was introduced in the late 1960's. Until the 1990's it was a purely theoretical analysis of the problem of function estimation from a given collection of data. In the middle of the 1990's new ...
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Support vector machines
Artikel
Artikel
Marti A. Hearst; Susan Dumais; E. Osuna; John Platt; Bernhard Schölkopf · IEEE Intelligent Systems and their Applications · 1998
My first exposure to Support Vector Machines came this spring when heard Sue Dumais present impressive results on text categorization using this analysis technique. This issue's collection of essays should help familiari...
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Survey of Clustering Algorithms
Artikel
Artikel
Rui Xu; D. WunschII · IEEE Transactions on Neural Networks · 2005
Data analysis plays an indispensable role for understanding various phenomena. Cluster analysis, primitive exploration with little or no prior knowledge, consists of research developed across a wide variety of communitie...
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Pattern discovery and model construction: an evolutionary learning and data mining approach
Text / Ressource
Text / Ressource
Zhou, Harry · SEDICI UNLP · 2006
In the information age, knowledge leads to profits, power and success. As an ancestor of data mining, machine learning has concerned itself with discovery of new knowledge on its own. This paper presents experiment resul...
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Open Access
Taxonomic evidence applying algorithms of intelligent data mining : Asteroids families
Text / Ressource
Text / Ressource
Perichinsky, Gregorio et al · SEDICI UNLP · 2003
Numerical Taxonomy aims to group in clusters, using so-called structure analysis of operational taxonomic units (OTUs or taxons or taxa) through numerical methods. Clusters that consitute families was the purpose of this...
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Open Access
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