FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2788693738> ?p ?o ?g. }

• W2788693738 abstract "Cyber-physical systems of today are generating large volumes of time-series data. As manual inspection of such data is not tractable, the need for learning methods to help discover logical structure in the data has increased. We propose a logic-based framework that allows domain-specific knowledge to be embedded into formulas in a parametric logical specification over time-series data. The key idea is to then map a time series to a surface in the parameter space of the formula. Given this mapping, we identify the Hausdorff distance between boundaries as a natural distance metric between two time-series data under the lens of the parametric specification. This enables embedding non-trivial domain-specific knowledge into the distance metric and then using off-the-shelf machine learning tools to label the data. After labeling the data, we demonstrate how to extract a logical specification for each label. Finally, we showcase our technique on real world traffic data to learn classifiers/monitors for slow-downs and traffic jams." @default.
• W2788693738 created "2018-03-06" @default.
• W2788693738 creator A5016475359 @default.
• W2788693738 creator A5044414209 @default.
• W2788693738 creator A5057473400 @default.
• W2788693738 creator A5064230639 @default.
• W2788693738 creator A5088660554 @default.
• W2788693738 date "2018-02-24" @default.
• W2788693738 modified "2023-09-23" @default.
• W2788693738 title "Time Series Learning using Monotonic Logical Properties" @default.
• W2788693738 cites W1547304883 @default.
• W2788693738 cites W1796872423 @default.
• W2788693738 cites W181236562 @default.
• W2788693738 cites W1847142364 @default.
• W2788693738 cites W1996335363 @default.
• W2788693738 cites W2011208599 @default.
• W2788693738 cites W2029438113 @default.
• W2788693738 cites W2065460148 @default.
• W2788693738 cites W2086359741 @default.
• W2788693738 cites W2123502857 @default.
• W2788693738 cites W2150483478 @default.
• W2788693738 cites W2158236771 @default.
• W2788693738 cites W2236968622 @default.
• W2788693738 cites W2276747974 @default.
• W2788693738 cites W2293761843 @default.
• W2788693738 cites W2339807279 @default.
• W2788693738 cites W2775913641 @default.
• W2788693738 cites W2956034981 @default.
• W2788693738 cites W2964140991 @default.
• W2788693738 hasPublicationYear "2018" @default.
• W2788693738 type Work @default.
• W2788693738 sameAs 2788693738 @default.
• W2788693738 citedByCount "1" @default.
• W2788693738 countsByYear W27886937382020 @default.
• W2788693738 crossrefType "posted-content" @default.
• W2788693738 hasAuthorship W2788693738A5016475359 @default.
• W2788693738 hasAuthorship W2788693738A5044414209 @default.
• W2788693738 hasAuthorship W2788693738A5057473400 @default.
• W2788693738 hasAuthorship W2788693738A5064230639 @default.
• W2788693738 hasAuthorship W2788693738A5088660554 @default.
• W2788693738 hasConcept C105795698 @default.
• W2788693738 hasConcept C11413529 @default.
• W2788693738 hasConcept C117251300 @default.
• W2788693738 hasConcept C119857082 @default.
• W2788693738 hasConcept C124101348 @default.
• W2788693738 hasConcept C134306372 @default.
• W2788693738 hasConcept C143724316 @default.
• W2788693738 hasConcept C151406439 @default.
• W2788693738 hasConcept C151730666 @default.
• W2788693738 hasConcept C154945302 @default.
• W2788693738 hasConcept C159985019 @default.
• W2788693738 hasConcept C160920958 @default.
• W2788693738 hasConcept C162319229 @default.
• W2788693738 hasConcept C162324750 @default.
• W2788693738 hasConcept C176217482 @default.
• W2788693738 hasConcept C192562407 @default.
• W2788693738 hasConcept C198043062 @default.
• W2788693738 hasConcept C199360897 @default.
• W2788693738 hasConcept C203702819 @default.
• W2788693738 hasConcept C207685749 @default.
• W2788693738 hasConcept C21547014 @default.
• W2788693738 hasConcept C26517878 @default.
• W2788693738 hasConcept C33923547 @default.
• W2788693738 hasConcept C36503486 @default.
• W2788693738 hasConcept C38652104 @default.
• W2788693738 hasConcept C41008148 @default.
• W2788693738 hasConcept C41608201 @default.
• W2788693738 hasConcept C4679612 @default.
• W2788693738 hasConcept C67186912 @default.
• W2788693738 hasConcept C77088390 @default.
• W2788693738 hasConcept C80444323 @default.
• W2788693738 hasConcept C86803240 @default.
• W2788693738 hasConceptScore W2788693738C105795698 @default.
• W2788693738 hasConceptScore W2788693738C11413529 @default.
• W2788693738 hasConceptScore W2788693738C117251300 @default.
• W2788693738 hasConceptScore W2788693738C119857082 @default.
• W2788693738 hasConceptScore W2788693738C124101348 @default.
• W2788693738 hasConceptScore W2788693738C134306372 @default.
• W2788693738 hasConceptScore W2788693738C143724316 @default.
• W2788693738 hasConceptScore W2788693738C151406439 @default.
• W2788693738 hasConceptScore W2788693738C151730666 @default.
• W2788693738 hasConceptScore W2788693738C154945302 @default.
• W2788693738 hasConceptScore W2788693738C159985019 @default.
• W2788693738 hasConceptScore W2788693738C160920958 @default.
• W2788693738 hasConceptScore W2788693738C162319229 @default.
• W2788693738 hasConceptScore W2788693738C162324750 @default.
• W2788693738 hasConceptScore W2788693738C176217482 @default.
• W2788693738 hasConceptScore W2788693738C192562407 @default.
• W2788693738 hasConceptScore W2788693738C198043062 @default.
• W2788693738 hasConceptScore W2788693738C199360897 @default.
• W2788693738 hasConceptScore W2788693738C203702819 @default.
• W2788693738 hasConceptScore W2788693738C207685749 @default.
• W2788693738 hasConceptScore W2788693738C21547014 @default.
• W2788693738 hasConceptScore W2788693738C26517878 @default.
• W2788693738 hasConceptScore W2788693738C33923547 @default.
• W2788693738 hasConceptScore W2788693738C36503486 @default.
• W2788693738 hasConceptScore W2788693738C38652104 @default.
• W2788693738 hasConceptScore W2788693738C41008148 @default.
• W2788693738 hasConceptScore W2788693738C41608201 @default.
• W2788693738 hasConceptScore W2788693738C4679612 @default.

• next