Modeling asynchronous event sequences with RNNs
Sign Up to like & getrecommendations! Published in 2018 at "Journal of biomedical informatics"
DOI: 10.1016/j.jbi.2018.05.016
Abstract: Sequences of events have often been modeled with computational techniques, but typical preprocessing steps and problem settings do not explicitly address the ramifications of timestamped events. Clinical data, such as is found in electronic health… read more here.
Keywords: modeling asynchronous; time; event sequences; event ... See more keywords
THE NO FREE LUNCH THEOREM: BAD NEWS FOR (WHITE'S ACCOUNT OF) THE PROBLEM OF INDUCTION
Sign Up to like & getrecommendations! Published in 2021 at "Episteme"
DOI: 10.1017/epi.2018.54
Abstract: Abstract White (2015) proposes an a priori justification of the reliability of inductive prediction methods based on his thesis of induction-friendliness. It asserts that there are by far more induction-friendly event sequences than induction-unfriendly event… read more here.
Keywords: free lunch; nfl theorem; event sequences; theorem ... See more keywords
Anomaly Detection in Smart Home Operation From User Behaviors and Home Conditions
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Consumer Electronics"
DOI: 10.1109/tce.2020.2981636
Abstract: As several home appliances, such as air conditioners, heaters, and refrigerators, were connecting to the Internet, they became targets of cyberattacks, which cause serious problems such as compromising safety and even harming users. We have… read more here.
Keywords: home; event sequences; method; anomaly detection ... See more keywords
EventThread: Visual Summarization and Stage Analysis of Event Sequence Data
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Visualization and Computer Graphics"
DOI: 10.1109/tvcg.2017.2745320
Abstract: Event sequence data such as electronic health records, a person's academic records, or car service records, are ordered series of events which have occurred over a period of time. Analyzing collections of event sequences can… read more here.
Keywords: analysis; sequence data; event sequence; event sequences ... See more keywords
RASIPAM: Interactive Pattern Mining of Multivariate Event Sequences in Racket Sports
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Visualization and Computer Graphics"
DOI: 10.1109/tvcg.2022.3209452
Abstract: Experts in racket sports like tennis and badminton use tactical analysis to gain insight into competitors' playing styles. Many data-driven methods apply pattern mining to racket sports data — which is often recorded as multivariate… read more here.
Keywords: multivariate event; racket sports; event sequences; pattern mining ... See more keywords