Multihorizons transfer strategy for continuous online prediction of time‐series data in complex systems
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22900
Abstract: The sustainability online prediction is of great significance for higher horizon time‐series prediction in the future, and it embodies higher application value in equipment fault prediction and health management. However, compared with one‐step time‐series prediction,… read more here.
Keywords: online prediction; time; time series; prediction ... See more keywords
Surveillance video online prediction using multilayer ELM with object principal trajectory
Sign Up to like & getrecommendations! Published in 2019 at "Signal, Image and Video Processing"
DOI: 10.1007/s11760-019-01471-y
Abstract: For online prediction of surveillance video, how to design a valid machine learning model is a challenging problem. To deal with the issue, a multilayer ELM with object principal trajectory has been proposed. In this… read more here.
Keywords: video; online prediction; surveillance video; multilayer elm ... See more keywords
Sequential online prediction in the presence of outliers and change points: an instant temporal structure learning approach
Sign Up to like & getrecommendations! Published in 2020 at "Neurocomputing"
DOI: 10.1016/j.neucom.2020.07.011
Abstract: In this paper, we consider sequential online prediction (SOP) for streaming data in the presence of outliers and change points. We propose an INstant TEmporal structure Learning (INTEL) algorithm to address this problem. Our INTEL… read more here.
Keywords: temporal structure; online prediction; change points; presence outliers ... See more keywords
Prognosis of rotor parts fly-off based on cascade classification and online prediction ability index
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DOI: 10.1088/1361-6501/ac94ec
Abstract: Large rotating machines are critical equipment in many process industries, such as energy, chemical, and power generation. Due to high rotating speed and tremendous momentum of the rotor, the centrifugal force may lead to flying… read more here.
Keywords: online prediction; rotor parts; prediction; cascade classification ... See more keywords
Integrated Online Prediction Model for IoT Data
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2021.3115042
Abstract: Data prediction research is very important for applications based on the Internet of things (IoT). However, the large-scale, high-dimension, and the inevitable missing values seriously hinder accurate prediction result. To meet this challenge, an integrated… read more here.
Keywords: online prediction; model iot; prediction model; integrated online ... See more keywords
Online Prediction of Milling Inner Hole Roundness Error Based on Accurate SSEM Value Extraction
Sign Up to like & getrecommendations! Published in 2019 at "Shock and Vibration"
DOI: 10.1155/2019/6049316
Abstract: To improve the machining accuracy and production efficiency of precision components with deep hole structures, an online prediction method of the inner hole roundness error, which cannot be directly measured in real time during the… read more here.
Keywords: online prediction; prediction; method; roundness error ... See more keywords
Time-Aware Explainable Recommendation via Updating Enabled Online Prediction
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DOI: 10.3390/e24111639
Abstract: There has been growing attention on explainable recommendation that is able to provide high-quality results as well as intuitive explanations. However, most existing studies use offline prediction strategies where recommender systems are trained once while… read more here.
Keywords: online prediction; time; recommendation; explainable recommendation ... See more keywords