A tutorial on support vector regression
Dados Bibliográficos
| ID | 23328489 |
|---|---|
| Autores | Alex J Smola, Alex Smola (Australian National University), Bernhard Schölkopf (0000-0002-8177-0925, Max Planck Society) |
| Ano | 2004 |
| Volume | 14 |
| Fascículo | 3 |
| Páginas | 199-222 |
| Data de publicação | 2004-08-01 |
| Peer Reviewed | Sim |
| Open Access | Sim |
| Tipo | ARTICLE |
| Periódico | Statistics and Computing (JOURNAL) |
| Identificadores do periódico | ISSN: 0960-3174 • E-ISSN: 1573-1375 |
| Editora | Springer Science and Business Media LLC (PUBLISHER) |
| DOI | 10.1023/b:stco.0000035301.49549.88 |
| OpenAlex | W1964357740 |
| Idioma | EN |
| Citações recebidas | 82 |
| Referências citadas | 65 |
Algorithm · Function (biology) · Machine learning · Mathematical optimization · Perspective (graphical) · Quadratic programming · Regular polygon · Regularization (linguistics) · Relevance vector machine · Support vector machine · Artificial Intelligence · Computer Science · Face and Expression Recognition · Machine Learning and Algorithms · Mathematics · Neural Networks and Applications
Urban Structural and Infrastructural Inequalities Shape Fine‐Scale Carbon Footprints of Diet, Housing, and Transportation
Economia circular na sociedade 4.0
A Data-Driven Voter Guide for U.S. Elections
Identifying social vulnerability profiles for coastal flood using supervised and unsupervised machine learning
Prediction of Facial Emotion Recognition Ability in Patients With First-Episode Schizophrenia Using Amplitude of Low-Frequency Fluctuation-Based Support Vector Regression Model
Do International Students Displace US Students in the Pursuit of Higher Degrees in Science and Engineering? A Forecasting Analysis
Support vector regression with genetic algorithms in forecasting tourism demand
Revealing associations between urban infrastructure and U5MR in sub-Saharan Africa through interpretable machine learning
Democracy and growth
T-GCN
Support vector machines in remote sensing
Executive Functioning in Adults with Down Syndrome
Estimation of Functional Fitness of Korean Older Adults Using Machine Learning Techniques
Brain Age Prediction With Morphological Features Using Deep Neural Networks
Forecast of Dengue Cases in 20 Chinese Cities Based on the Deep Learning Method
Prediction of Type 2 Diabetes Based on Machine Learning Algorithm
The Relationship between Health Expenditures and Economic Growth in EU Countries
Improving Individual Brain Age Prediction Using an Ensemble Deep Learning Framework
Predicting the Severity of Parkinson’s Disease Dementia by Assessing the Neuropsychiatric Symptoms with an SVM Regression Model
Interpretable machine learning reveals key determinants of creative thinking among East Asian students
Investigating job interview performance with a cutting-edge dataset of undergraduate students
Is Someone There or Is That the TV? Detecting Social Presence Using Sound
Machine learning-based prediction of course evaluation outcomes
Prediction of Solar Activity Using Hybrid Artificial Bee Colony With Neighborhood Rough Sets
A review of common statistical methods for dealing with multiple pollutant mixtures and multiple exposures
Covid-19 Dynamic Monitoring and Real-Time Spatio-Temporal Forecasting
Comparative Evaluation of Estimated Private Rates of Return to General and Vocational Upper Secondary Education in Greece
A Temporal Directed Graph Convolution Network for Traffic Forecasting Using Taxi Trajectory Data
Predicting User Activity Intensity Using Geographic Interactions Based on Social Media Check-In Data
STAE-BiSSSM
Cross-Attention Diffusion Model for Semantic-Aware Short-Term Urban OD Flow Prediction
Smart Urban Cadastral Map Enrichment—A Machine Learning Method
A Fourier Fitting Method for Floating Vehicle Trajectory Lines
Mapping Gross Domestic Product Distribution at 1 km Resolution across Thailand Using the Random Forest Area-to-Area Regression Kriging Model
PM2.5 Estimation and Spatial-Temporal Pattern Analysis Based on the Modified Support Vector Regression Model and the 1 km Resolution Maiac AOD in Hubei, China
A Deep Learning Approach to Urban Street Functionality Prediction Based on Centrality Measures and Stacked Denoising Autoencoder
Spatiotemporal Graph Convolutional Network for Multi-Scale Traffic Forecasting
Enhancing evacuation shelter suitability in compound hazard-prone regions with a Bayesian optimized convolutional neural network approach
Modelling and predicting house price indices in Canada via a hybridisation of machine learning methods
Leveraging Multisource Data with Machine Learning for Earthquake Loss Prediction
Statistical modelling of the impact of online courses in higher education on sustainable development
How is machine learning useful for macroeconomic forecasting
Statewide implementation of automated writing evaluation
The effect of automated feedback on revision behavior and learning gains in formative assessment of scientific argument writing
Inclusive accessibility
Predicting and mapping neighborhood-scale health outcomes
Non-compliance of the European Court of Human Rights decisions
Modeling fine-scale residential land price distribution
Learning additive decompositions of multiattribute utility functions
A novel approach for DDoS attacks detection in Covid-19 scenario for small entrepreneurs
Methodi Ordinatio 2.0
Comparative analysis of support vector regression (SVR) and SutteArima in predicting coal prices in Indonesia
Classification accuracy and efficiency of writing screening using automated essay scoring
From employee green behavior to sustainable competitive advantage
Prediction of building-scale solar energy potential in urban environment based on parametric modelling and machine learning algorithms
A machine learning-based forecasting model for personal maximum allowable exposure time under extremely hot environments
WebMRT
Generation of accurate weather files using a hybrid machine learning methodology for design and analysis of sustainable and resilient buildings
Traffic noise assessment in urban Bulgaria using explainable machine learning
An adaptive hand exoskeleton rehabilitation training system integrating virtual reality and an AI-based assessment engine
Weather Forecasting Using Radial Basis Function Neural Network in Warangal, India
AI for Motorized Travel Time Index Prediction
Exploring the Nonlinear Relationship of Environmental Sustainability Factors and Economic Growth in West Africa
Predicting Turkey's Sustainable Development Performance Using Machine Learning
Mapping burnt areas in the semi-arid savannahs
Estimating the outcome of UKs referendum on EU membership using e-petition data and machine learning algorithms
Advancing tourism demand forecasting in Sri Lanka
Hybrid SVR-Sarima model for tourism forecasting using PROMETHEE II as a selection methodology
A clustering based traffic flow prediction method with dynamic spatiotemporal correlation analysis
AI for integrity
A glossary for big data in population and public health
Dapp-Md
A data-driven approach to mapping multidimensional poverty at residential block level in Mexico
A sparse approach for high-dimensional data with heavy-tailed noise
Machine learning techniques for structural health monitoring of heritage buildings
Modern approaches to building interpretable models of the property market using machine learning on the base of mass cadastral valuation
Optimizing hotel demand forecasting through ensemble models
Does trade openness aggravate embodied species loss
Simulating Urban Form and Energy Consumption in the Pearl River Delta Under Different Development Strategies
Measuring Elite Personality Using Speech
Inferring Roll‐Call Scores from Campaign Contributions Using Supervised Machine Learning
Inclusive Accessibility
The Jackknife, the Bootstrap and Other Resampling Plans
Robust Statistics
An Introduction to the Bootstrap
Neural Networks for Pattern Recognition
Libsvm
Support-Vector Networks
Cross-Validatory Choice and Assessment of Statistical Predictions
A Mathematical Theory of Communication
Longman Scientific & Technical
| Obras citantes distintas | 82 |
|---|---|
| Citações por ano | 4,32 |
| Intervalo de citações | 2007 - 2026 (20) |
| Velocidade de citação | current |
| Altamente citado | Não |
| Tipos de citação | Neutras: 74 |