Matches in SemOpenAlex for { <https://semopenalex.org/work/W1908960008> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W1908960008 abstract "Influenza is an acute respiratory illness that occurs virtually every year and results in substantial disease, death and expense. Detection of Influenza in its earliest stage would facilitate timely action that could reduce the spread of the illness. Existing systems such as CDC and EISS which try to collect diagnosis data, are almost entirely manual, resulting in about two-week delays for clinical data acquisition. Twitter, a popular microblogging service, provides us with a perfect source for early-stage flu detection due to its real- time nature. For example, when a flu breaks out, people that get the flu may post related tweets which enables the detection of the flu breakout promptly. In this paper, we investigate the real-time flu detection problem on Twitter data by proposing Flu Markov Network (Flu-MN): a spatio-temporal unsupervised Bayesian algorithm based on a 4 phase Markov Network, trying to identify the flu breakout at the earliest stage. We test our model on real Twitter datasets from the United States along with baselines in multiple applications, such as real-time flu breakout detection, future epidemic phase prediction, or Influenza-like illness (ILI) physician visits. Experimental results show the robustness and effectiveness of our approach. We build up a real time flu reporting system based on the proposed approach, and we are hopeful that it would help government or health organizations in identifying flu outbreaks and facilitating timely actions to decrease unnecessary mortality." @default.
- W1908960008 created "2016-06-24" @default.
- W1908960008 creator A5070511738 @default.
- W1908960008 creator A5077851706 @default.
- W1908960008 date "2013-09-27" @default.
- W1908960008 modified "2023-10-01" @default.
- W1908960008 title "Early Stage Influenza Detection from Twitter." @default.
- W1908960008 cites W146619314 @default.
- W1908960008 cites W1576520375 @default.
- W1908960008 cites W1590495275 @default.
- W1908960008 cites W1598756928 @default.
- W1908960008 cites W1749900216 @default.
- W1908960008 cites W1787944530 @default.
- W1908960008 cites W196350606 @default.
- W1908960008 cites W1986471774 @default.
- W1908960008 cites W1989730355 @default.
- W1908960008 cites W1998956117 @default.
- W1908960008 cites W2002253092 @default.
- W1908960008 cites W2009327139 @default.
- W1908960008 cites W201361503 @default.
- W1908960008 cites W2015186536 @default.
- W1908960008 cites W2057765075 @default.
- W1908960008 cites W2067695959 @default.
- W1908960008 cites W2118124327 @default.
- W1908960008 cites W2122369144 @default.
- W1908960008 cites W2124499489 @default.
- W1908960008 cites W2124686063 @default.
- W1908960008 cites W2152336115 @default.
- W1908960008 cites W2187828027 @default.
- W1908960008 cites W2369198016 @default.
- W1908960008 cites W2407058218 @default.
- W1908960008 cites W2797886686 @default.
- W1908960008 cites W29935650 @default.
- W1908960008 hasPublicationYear "2013" @default.
- W1908960008 type Work @default.
- W1908960008 sameAs 1908960008 @default.
- W1908960008 citedByCount "22" @default.
- W1908960008 countsByYear W19089600082014 @default.
- W1908960008 countsByYear W19089600082015 @default.
- W1908960008 countsByYear W19089600082016 @default.
- W1908960008 countsByYear W19089600082017 @default.
- W1908960008 countsByYear W19089600082018 @default.
- W1908960008 countsByYear W19089600082019 @default.
- W1908960008 countsByYear W19089600082020 @default.
- W1908960008 countsByYear W19089600082021 @default.
- W1908960008 crossrefType "posted-content" @default.
- W1908960008 hasAuthorship W1908960008A5070511738 @default.
- W1908960008 hasAuthorship W1908960008A5077851706 @default.
- W1908960008 hasConcept C10138342 @default.
- W1908960008 hasConcept C144133560 @default.
- W1908960008 hasConcept C154945302 @default.
- W1908960008 hasConcept C17744445 @default.
- W1908960008 hasConcept C199539241 @default.
- W1908960008 hasConcept C2778091849 @default.
- W1908960008 hasConcept C2781425195 @default.
- W1908960008 hasConcept C38652104 @default.
- W1908960008 hasConcept C41008148 @default.
- W1908960008 hasConcept C545542383 @default.
- W1908960008 hasConcept C71924100 @default.
- W1908960008 hasConceptScore W1908960008C10138342 @default.
- W1908960008 hasConceptScore W1908960008C144133560 @default.
- W1908960008 hasConceptScore W1908960008C154945302 @default.
- W1908960008 hasConceptScore W1908960008C17744445 @default.
- W1908960008 hasConceptScore W1908960008C199539241 @default.
- W1908960008 hasConceptScore W1908960008C2778091849 @default.
- W1908960008 hasConceptScore W1908960008C2781425195 @default.
- W1908960008 hasConceptScore W1908960008C38652104 @default.
- W1908960008 hasConceptScore W1908960008C41008148 @default.
- W1908960008 hasConceptScore W1908960008C545542383 @default.
- W1908960008 hasConceptScore W1908960008C71924100 @default.
- W1908960008 hasLocation W19089600081 @default.
- W1908960008 hasOpenAccess W1908960008 @default.
- W1908960008 hasPrimaryLocation W19089600081 @default.
- W1908960008 hasRelatedWork W1506033828 @default.
- W1908960008 hasRelatedWork W1527789501 @default.
- W1908960008 hasRelatedWork W1528377600 @default.
- W1908960008 hasRelatedWork W1590495275 @default.
- W1908960008 hasRelatedWork W1684832230 @default.
- W1908960008 hasRelatedWork W1880262756 @default.
- W1908960008 hasRelatedWork W1976323204 @default.
- W1908960008 hasRelatedWork W201361503 @default.
- W1908960008 hasRelatedWork W2015186536 @default.
- W1908960008 hasRelatedWork W2022783018 @default.
- W1908960008 hasRelatedWork W2033640210 @default.
- W1908960008 hasRelatedWork W2109734180 @default.
- W1908960008 hasRelatedWork W2117239687 @default.
- W1908960008 hasRelatedWork W2122369144 @default.
- W1908960008 hasRelatedWork W2124499489 @default.
- W1908960008 hasRelatedWork W2124650320 @default.
- W1908960008 hasRelatedWork W2147194983 @default.
- W1908960008 hasRelatedWork W2171468534 @default.
- W1908960008 hasRelatedWork W2251588416 @default.
- W1908960008 hasRelatedWork W371426616 @default.
- W1908960008 isParatext "false" @default.
- W1908960008 isRetracted "false" @default.
- W1908960008 magId "1908960008" @default.
- W1908960008 workType "article" @default.