Mining positional data streams

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Standard

Mining positional data streams. / Haase, Jens; Brefeld, Ulf.
New Frontiers in Mining Complex Patterns. Springer Verlag, 2015. S. 102-116.

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Harvard

Haase, J & Brefeld, U 2015, Mining positional data streams. in New Frontiers in Mining Complex Patterns. Springer Verlag, S. 102-116, 3rd International Workshop on New Frontiers in Mining Complex Patterns - NFMCP 2014, Nancy, Frankreich, 19.09.14. https://doi.org/10.1007/978-3-319-17876-9_7

APA

Haase, J., & Brefeld, U. (2015). Mining positional data streams. In New Frontiers in Mining Complex Patterns (S. 102-116). Springer Verlag. https://doi.org/10.1007/978-3-319-17876-9_7

Vancouver

Haase J, Brefeld U. Mining positional data streams. in New Frontiers in Mining Complex Patterns. Springer Verlag. 2015. S. 102-116 doi: 10.1007/978-3-319-17876-9_7

Bibtex

@inbook{a4f6db1289c04684bd8c28473bb637bf,
title = "Mining positional data streams",
abstract = "We study frequent pattern mining from positional data streams. Existing approaches require discretised data to identify atomic events and are not applicable in our continuous setting. We propose an efficient trajectory-based preprocessing to identify similar movements and a distributed pattern mining algorithm to identify frequent trajectories. We empirically evaluate all parts of the processing pipeline.",
keywords = "Informatics, Pattern Mining, Dynamic Time Warping, Positional Data, Frequent Episode, Event Stream, Business informatics",
author = "Jens Haase and Ulf Brefeld",
year = "2015",
doi = "10.1007/978-3-319-17876-9_7",
language = "English",
isbn = "978-3-319-17875-2",
pages = "102--116",
booktitle = "New Frontiers in Mining Complex Patterns",
publisher = "Springer Verlag",
address = "Germany",
note = "3rd International Workshop on New Frontiers in Mining Complex Patterns - NFMCP 2014, NFMCP 2014 ; Conference date: 19-09-2014 Through 19-09-2014",

}

RIS

TY - CHAP

T1 - Mining positional data streams

AU - Haase, Jens

AU - Brefeld, Ulf

N1 - Conference code: 3

PY - 2015

Y1 - 2015

N2 - We study frequent pattern mining from positional data streams. Existing approaches require discretised data to identify atomic events and are not applicable in our continuous setting. We propose an efficient trajectory-based preprocessing to identify similar movements and a distributed pattern mining algorithm to identify frequent trajectories. We empirically evaluate all parts of the processing pipeline.

AB - We study frequent pattern mining from positional data streams. Existing approaches require discretised data to identify atomic events and are not applicable in our continuous setting. We propose an efficient trajectory-based preprocessing to identify similar movements and a distributed pattern mining algorithm to identify frequent trajectories. We empirically evaluate all parts of the processing pipeline.

KW - Informatics

KW - Pattern Mining

KW - Dynamic Time Warping

KW - Positional Data

KW - Frequent Episode

KW - Event Stream

KW - Business informatics

UR - http://www.scopus.com/inward/record.url?scp=84931056379&partnerID=8YFLogxK

U2 - 10.1007/978-3-319-17876-9_7

DO - 10.1007/978-3-319-17876-9_7

M3 - Article in conference proceedings

AN - SCOPUS:84931056379

SN - 978-3-319-17875-2

SP - 102

EP - 116

BT - New Frontiers in Mining Complex Patterns

PB - Springer Verlag

T2 - 3rd International Workshop on New Frontiers in Mining Complex Patterns - NFMCP 2014

Y2 - 19 September 2014 through 19 September 2014

ER -

DOI

Zuletzt angesehen

Publikationen

  1. Tree cover mediates the effect on rapeseed leaf damage of excluding predatory arthropods, but in an unexpected way
  2. Mapping Complexity in Environmental Governance
  3. Comparing Instrument-induced effects in EFL requests
  4. Detection of significant tracer gases by means of polymer gas sensors
  5. Is Calluna vulgaris a suitable bio-monitor of management-mediated nutrient pools in heathland ecosystems?
  6. Scaffolding, software and scenarios
  7. Bordering the Area of Spatial Relevance for Schools
  8. Common Ground and Development
  9. Towards a Model for Building Trust and Acceptance of Artificial Intelligence Aided Medical Assessment Systems
  10. Optimal grazing management rules in semi-arid rangelands with uncertain rainfall
  11. A sensitive microsystem as biosensor for cell growth monitoring and antibiotic testing
  12. The effectiveness of nudging
  13. Influences of yttrium content on microstructure and mechanical properties of as-cast Mg–Ca–Y–Zr alloys
  14. Absolute and relative maximum strength measures show differences in their correlations with sprint and jump performances in trained youth soccer players
  15. DECODING SUSTAINABILITY IN THE HEALTHCARE SYSTEM. TEACHING STUDENTS HOW TO PROBLEMATIZE COMPLEX CONCEPTS
  16. The challenges of gamifying CSR communication
  17. Preference and willingness to pay for meat substitutes based on micro-algae
  18. Improved mechanical properties of cast Mg alloy welds via texture weakening by differential rotation refill friction stir spot welding
  19. The patterns of curriculum change processes that embed sustainability in higher education institutions
  20. Simultaneous Determination of 11 Sulfonamides by HPLC–UV and Application for Fast Screening of Their Aerobic Elimination and Biodegradation in a Simple Test
  21. The Role of Public Participation in Managing Uncertainty in the Implementation of the Water Framework Directive
  22. Determiner Ellipsis in Electronic Writing - Discourse or Syntax?
  23. Gehen in der Datenbank – Der BMLwalker
  24. Sustainability Transitions and the Spatial Interface: Developing Conceptual Perspectives
  25. Replik
  26. Organizing Colour
  27. Evaluation of a temporal causal model for predicting the mood of clients in an online therapy
  28. Almost-invariant sets and invariant manifolds
  29. Knowledge and social learning for sustainable development
  30. Norms and variation in L2 pragmatics
  31. Does Social Exclusion Improve Detection of Real and Fake Smiles?
  32. Medial erzeugte Befindlichkeiten
  33. Lifelong learning in practice at Leuphana University
  34. Productivity and size of the export market
  35. Repräsentative Wahlstatistik
  36. Using a leverage points perspective to compare social-ecological systems: a case study on rural landscapes
  37. Greater fit and a greater gap
  38. Case Study: Between radiation and imagination
  39. Formation mechanism of the abnormal texture during extrusion in Mg-Y-Sm-Zn-Zr alloy
  40. Article 6
  41. Continous preventive diagnosis for cardiovascular diseases based on stochastic modeling
  42. Anisotropic wavelet bases and thresholding
  43. AAL-Onto
  44. EU Normative Power and Regionalism
  45. Elterliche Milieus