A Framework for Bus Trajectory Extraction and Missing Data Recovery for Data Sampled from the Internet

This paper presents a novel framework for trajectories’ extraction and missing data recovery for bus traveling data sampled from the Internet. The trajectory extraction procedure is composed of three main parts: trajectory clustering, trajectory cleaning and trajectory connecting. In the clustering...

Full description

Saved in:

Bibliographic Details
Published in:	Sensors (Basel, Switzerland) Vol. 17; no. 2; p. 342
Main Authors:	Tong, Changfei, Chen, Huiling, Xuan, Qi, Yang, Xuhua
Format:	Journal Article
Language:	English
Published:	Switzerland MDPI AG 10.02.2017 MDPI
Subjects:	Algorithms anomaly detection Clustering Data recovery Extraction Fuzzy Internet Missing data missing data recovery Trajectories trajectory processing anomaly detection clustering missing data recovery trajectory processing
ISSN:	1424-8220, 1424-8220
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Abstract	This paper presents a novel framework for trajectories’ extraction and missing data recovery for bus traveling data sampled from the Internet. The trajectory extraction procedure is composed of three main parts: trajectory clustering, trajectory cleaning and trajectory connecting. In the clustering procedure, we focus on feature construction and parameter selection for the fuzzy C-means clustering method. Following the clustering procedure, the trajectory cleaning algorithm is implemented based on a new introduced fuzzy connecting matrix, which evaluates the possibility of data belonging to the same trajectory and helps detect the anomalies in a ranked context-related order. Finally, the trajectory connecting algorithm is proposed to solve the issue that occurs in some cases when a route trajectory is incorrectly partitioned into several clusters. In the missing data recovery procedure, we developed the contextual linear interpolation for the cases of missing data occurring inside the trajectory and the median value interpolation for the cases of missing data outside the trajectory. Extensive experiments are conducted to demonstrate that the proposed framework offers a powerful ability to extract and recovery bus trajectories sampled from the Internet.
AbstractList	This paper presents a novel framework for trajectories’ extraction and missing data recovery for bus traveling data sampled from the Internet. The trajectory extraction procedure is composed of three main parts: trajectory clustering, trajectory cleaning and trajectory connecting. In the clustering procedure, we focus on feature construction and parameter selection for the fuzzy C-means clustering method. Following the clustering procedure, the trajectory cleaning algorithm is implemented based on a new introduced fuzzy connecting matrix, which evaluates the possibility of data belonging to the same trajectory and helps detect the anomalies in a ranked context-related order. Finally, the trajectory connecting algorithm is proposed to solve the issue that occurs in some cases when a route trajectory is incorrectly partitioned into several clusters. In the missing data recovery procedure, we developed the contextual linear interpolation for the cases of missing data occurring inside the trajectory and the median value interpolation for the cases of missing data outside the trajectory. Extensive experiments are conducted to demonstrate that the proposed framework offers a powerful ability to extract and recovery bus trajectories sampled from the Internet.
Author	Yang, Xuhua Chen, Huiling Tong, Changfei Xuan, Qi
AuthorAffiliation	1 College of Physics & Electronic Information Engineering, Wenzhou University, Wenzhou 325035, China; chenhuiling_jsj@wzu.edu.cn 2 College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023, China; xuanqi@zjut.edu.cn 3 College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China; xhyang@zjut.edu.cn
AuthorAffiliation_xml	– name: 2 College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023, China; xuanqi@zjut.edu.cn – name: 3 College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China; xhyang@zjut.edu.cn – name: 1 College of Physics & Electronic Information Engineering, Wenzhou University, Wenzhou 325035, China; chenhuiling_jsj@wzu.edu.cn
Author_xml	– sequence: 1 givenname: Changfei surname: Tong fullname: Tong, Changfei – sequence: 2 givenname: Huiling surname: Chen fullname: Chen, Huiling – sequence: 3 givenname: Qi surname: Xuan fullname: Xuan, Qi – sequence: 4 givenname: Xuhua surname: Yang fullname: Yang, Xuhua
BackLink	https://www.ncbi.nlm.nih.gov/pubmed/28208621$$D View this record in MEDLINE/PubMed
BookMark	eNqNkktvEzEQgFeoiD7gwB9AlrjAIdTvtS9IpbQQqQgJytmatb3phl072E6h_x6naau2XDjZGn_zaTwz-81OiME3zUuC3zGm8WEmLaaYcfqk2SOc8pmiFO_cu-82-zkvMaaMMfWs2aWKYiUp2Wv6I3SaYPK_Y_qJ-pjQh3VG5wmW3paYrtDJn5LAliEGBMGhL0POQ1igj1AAffM2XvoKbfKuI99hWo3eoT7FCZULj-ah-BR8ed487WHM_sXNedD8OD05P_48O_v6aX58dDazAtMyY44rhZ2zXkjbtZ6AAOoIIS3tJeOeQk81x0Q465S1VHQYOgcSsO1bixk7aOZbr4uwNKs0TJCuTITBXAdiWhhIZbCjN170joiuVZJjDtJrwSnlHda87bUkurreb12rdTf5WlOorRgfSB--hOHCLOKlEYwJ3bZV8OZGkOKvtc_FTEO2fhwh-LjOhijNlNKS_g8qtZaaMVzR14_QZVynULtaqVZxJoXcUK_uF39X9e3kK3C4BWyKOSffGzsU2Ay6_mUYDcFms1vmbrdqxttHGbfSf9m_oaLMrw
CitedBy_id	crossref_primary_10_1016_j_jmsy_2024_06_006 crossref_primary_10_1016_j_tre_2024_103799 crossref_primary_10_3390_s17081792 crossref_primary_10_1016_j_neucom_2017_11_075 crossref_primary_10_1080_15472450_2025_2479227 crossref_primary_10_3390_app131911020 crossref_primary_10_3390_ijgi11030209
Cites_doi	10.1007/s10618-013-0334-x 10.1007/s10115-015-0845-4 10.1023/B:DAMI.0000023676.72185.7c 10.1109/TITS.2014.2328231 10.1145/2339530.2339637 10.1080/13658816.2015.1081909 10.1016/j.tra.2009.07.006 10.1109/ITSC.2011.6082904 10.1007/s11704-011-1192-6 10.1016/j.cad.2010.08.008 10.1145/2743025 10.1109/TKDE.2014.2345405 10.1016/j.trb.2011.11.001 10.1109/TITS.2012.2209201 10.1109/TCSVT.2008.2005599 10.1109/TPAMI.2006.196 10.1016/j.eswa.2011.08.001 10.1109/TKDE.2014.2334313 10.1016/j.cagd.2015.04.002 10.1016/j.cie.2015.03.004 10.1016/j.amc.2012.11.098 10.1145/2543581.2543584 10.1186/s40537-014-0011-y 10.1016/j.ins.2014.09.005 10.1145/1541880.1541882 10.1109/MCOM.2013.6525604 10.1109/ITSC.2010.5625144 10.1016/j.tre.2007.10.002 10.1007/s10618-008-0093-2 10.1007/978-1-4757-0450-1 10.1016/j.fss.2008.03.017 10.1016/j.knosys.2016.01.027
ContentType	Journal Article
Copyright	2017. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2017 by the authors. 2017
Copyright_xml	– notice: 2017. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: 2017 by the authors. 2017
DBID	AAYXX CITATION NPM 3V. 7X7 7XB 88E 8FI 8FJ 8FK ABUWG AFKRA AZQEC BENPR CCPQU DWQXO FYUFA GHDGH K9. M0S M1P PHGZM PHGZT PIMPY PJZUB PKEHL PPXIY PQEST PQQKQ PQUKI PRINS 7X8 7SP 7TB 7U5 8FD FR3 L7M 5PM DOA
DOI	10.3390/s17020342
DatabaseName	CrossRef PubMed ProQuest Central (Corporate) Health & Medical Collection ProQuest Central (purchase pre-March 2016) Medical Database (Alumni Edition) Hospital Premium Collection Hospital Premium Collection (Alumni Edition) ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central UK/Ireland ProQuest Central Essentials ProQuest Central ProQuest One Community College ProQuest Central Korea Proquest Health Research Premium Collection Health Research Premium Collection (Alumni) ProQuest Health & Medical Complete (Alumni) ProQuest Health & Medical Collection Medical Database ProQuest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest Health & Medical Research Collection ProQuest One Academic Middle East (New) ProQuest One Health & Nursing ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China MEDLINE - Academic Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Solid State and Superconductivity Abstracts Technology Research Database Engineering Research Database Advanced Technologies Database with Aerospace PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals
DatabaseTitle	CrossRef PubMed Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest Health & Medical Complete (Alumni) ProQuest Central (Alumni Edition) ProQuest One Community College ProQuest One Health & Nursing ProQuest Central China ProQuest Central ProQuest Health & Medical Research Collection Health Research Premium Collection Health and Medicine Complete (Alumni Edition) ProQuest Central Korea Health & Medical Research Collection ProQuest Central (New) ProQuest Medical Library (Alumni) ProQuest One Academic Eastern Edition ProQuest Hospital Collection Health Research Premium Collection (Alumni) ProQuest Hospital Collection (Alumni) ProQuest Health & Medical Complete ProQuest Medical Library ProQuest One Academic UKI Edition ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni) MEDLINE - Academic Solid State and Superconductivity Abstracts Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts Advanced Technologies Database with Aerospace Electronics & Communications Abstracts
DatabaseTitleList	PubMed MEDLINE - Academic Solid State and Superconductivity Abstracts Publicly Available Content Database CrossRef
Database_xml	– sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: PIMPY name: Publicly Available Content Database url: http://search.proquest.com/publiccontent sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering
EISSN	1424-8220
EndPage	342
ExternalDocumentID	oai_doaj_org_article_e5fd15b786404a6e954224b0947f9619 PMC5335977 4320954027 28208621 10_3390_s17020342
Genre	Journal Article
GroupedDBID	--- 123 2WC 53G 5VS 7X7 88E 8FE 8FG 8FI 8FJ AADQD AAHBH AAYXX ABDBF ABUWG ACUHS ADBBV ADMLS ADRAZ AENEX AFFHD AFKRA AFZYC ALMA_UNASSIGNED_HOLDINGS BENPR BPHCQ BVXVI CCPQU CITATION CS3 D1I DU5 E3Z EBD ESX F5P FYUFA GROUPED_DOAJ GX1 HH5 HMCUK HYE IPNFZ KQ8 L6V M1P M48 MODMG M~E OK1 OVT P2P P62 PHGZM PHGZT PIMPY PJZUB PPXIY PQQKQ PROAC PSQYO RIG RNS RPM TUS UKHRP XSB ~8M 3V. ABJCF ALIPV ARAPS HCIFZ KB. M7S NPM PDBOC 7XB 8FK AZQEC DWQXO K9. PKEHL PQEST PQUKI PRINS 7X8 7SP 7TB 7U5 8FD FR3 L7M PUEGO 5PM
ID	FETCH-LOGICAL-c502t-3d4880ddce56cb7e1a5a2d11172f634e2af294015dcd8cc25b0abda6a0cf7c033
IEDL.DBID	DOA
ISICitedReferencesCount	8
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000395482700126&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	1424-8220
IngestDate	Mon Nov 10 04:33:50 EST 2025 Tue Nov 04 01:48:50 EST 2025 Sun Aug 24 03:46:55 EDT 2025 Sun Nov 09 12:09:51 EST 2025 Tue Oct 07 06:50:52 EDT 2025 Wed Feb 19 02:40:57 EST 2025 Sat Nov 29 07:13:16 EST 2025 Tue Nov 18 21:26:05 EST 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Issue	2
Keywords	anomaly detection clustering missing data recovery trajectory processing
Language	English
License	Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c502t-3d4880ddce56cb7e1a5a2d11172f634e2af294015dcd8cc25b0abda6a0cf7c033
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23
OpenAccessLink	https://doaj.org/article/e5fd15b786404a6e954224b0947f9619
PMID	28208621
PQID	1878436560
PQPubID	2032333
PageCount	1
ParticipantIDs	doaj_primary_oai_doaj_org_article_e5fd15b786404a6e954224b0947f9619 pubmedcentral_primary_oai_pubmedcentral_nih_gov_5335977 proquest_miscellaneous_1893889627 proquest_miscellaneous_1869969330 proquest_journals_1878436560 pubmed_primary_28208621 crossref_citationtrail_10_3390_s17020342 crossref_primary_10_3390_s17020342
PublicationCentury	2000
PublicationDate	2017-02-10
PublicationDateYYYYMMDD	2017-02-10
PublicationDate_xml	– month: 02 year: 2017 text: 2017-02-10 day: 10
PublicationDecade	2010
PublicationPlace	Switzerland
PublicationPlace_xml	– name: Switzerland – name: Basel
PublicationTitle	Sensors (Basel, Switzerland)
PublicationTitleAlternate	Sensors (Basel)
PublicationYear	2017
Publisher	MDPI AG MDPI
Publisher_xml	– name: MDPI AG – name: MDPI
References	Ma (ref_3) 2015; 27 Bartholdi (ref_31) 2012; 46 Castro (ref_6) 2013; 46 ref_14 ref_13 ref_12 ref_11 Li (ref_32) 2013; 219 ref_10 Zheng (ref_1) 2015; 6 Ang (ref_29) 2012; 39 Dai (ref_15) 2012; 21 Chandola (ref_16) 2009; 41 Lin (ref_34) 2008; 44 Markou (ref_18) 2006; 28 Zhang (ref_2) 2015; 6 Ghoting (ref_19) 2008; 16 Yamanishi (ref_17) 2004; 8 Gama (ref_36) 2015; 293 Li (ref_9) 2012; 6 Ando (ref_27) 2015; 29 Zhang (ref_5) 2015; 16 Hayes (ref_22) 2015; 2 Chen (ref_33) 2009; 43 Lei (ref_26) 2016; 47 He (ref_35) 2015; 85 Pan (ref_7) 2013; 51 Gama (ref_21) 2016; 98 Zenebe (ref_30) 2009; 160 Yuan (ref_4) 2015; 27 Piciarelli (ref_20) 2008; 18 Pan (ref_8) 2013; 14 ref_28 Yuksel (ref_25) 2011; 43 Winkel (ref_24) 2015; 39 Long (ref_23) 2016; 30 16986546 - IEEE Trans Pattern Anal Mach Intell. 2006 Oct;28(10):1664-77
References_xml	– volume: 29 start-page: 39 year: 2015 ident: ref_27 article-title: Ensemble anomaly detection from multi-resolution trajectory features publication-title: Data Min. Knowl. Discov. doi: 10.1007/s10618-013-0334-x – volume: 47 start-page: 189 year: 2016 ident: ref_26 article-title: A framework for anomaly detection in maritime trajectory behavior publication-title: Knowl. Inf. Syst. doi: 10.1007/s10115-015-0845-4 – volume: 8 start-page: 275 year: 2004 ident: ref_17 article-title: On-Line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms publication-title: Data Min. Knowl. Discov. doi: 10.1023/B:DAMI.0000023676.72185.7c – volume: 16 start-page: 123 year: 2015 ident: ref_5 article-title: Understanding Taxi Service Strategies From Taxi GPS Traces publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2014.2328231 – ident: ref_10 doi: 10.1145/2339530.2339637 – volume: 30 start-page: 854 year: 2016 ident: ref_23 article-title: Kinematic interpolation of movement data publication-title: Int. J. Geogr. Inf. Sci. doi: 10.1080/13658816.2015.1081909 – volume: 43 start-page: 722 year: 2009 ident: ref_33 article-title: Analyzing urban bus service reliability at the stop, route, and network levels publication-title: Transp. Res. Part A Policy Pract. doi: 10.1016/j.tra.2009.07.006 – ident: ref_12 doi: 10.1109/ITSC.2011.6082904 – volume: 6 start-page: 111 year: 2012 ident: ref_9 article-title: Prediction of urban human mobility using large-scale taxi traces and its applications publication-title: Front. Comput. Sci. China doi: 10.1007/s11704-011-1192-6 – volume: 43 start-page: 747 year: 2011 ident: ref_25 article-title: Parameterization and applications of Catmull-Rom curves publication-title: Comput. Aided Des. doi: 10.1016/j.cad.2010.08.008 – volume: 6 start-page: 1 year: 2015 ident: ref_1 article-title: Trajectory Data Mining: An Overview publication-title: ACM Trans. Intell. Syst. Technol. doi: 10.1145/2743025 – volume: 27 start-page: 712 year: 2015 ident: ref_4 article-title: Discovering Urban Functional Zones Using Latent Activity Trajectories publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2014.2345405 – ident: ref_14 – volume: 46 start-page: 481 year: 2012 ident: ref_31 article-title: A self-coordinating bus route to resist bus bunching publication-title: Transp. Res. Part B Methodol. doi: 10.1016/j.trb.2011.11.001 – volume: 14 start-page: 113 year: 2013 ident: ref_8 article-title: Land-Use Classification Using Taxi GPS Traces publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2012.2209201 – volume: 18 start-page: 1544 year: 2008 ident: ref_20 article-title: Trajectory-Based Anomalous Event Detection publication-title: IEEE Trans. Circ. Syst. Video Technol. doi: 10.1109/TCSVT.2008.2005599 – volume: 28 start-page: 1664 year: 2006 ident: ref_18 article-title: A Neural Network-Based Novelty Detector for Image Sequence Analysis publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2006.196 – volume: 39 start-page: 2279 year: 2012 ident: ref_29 article-title: Supervised pseudo self-evolving cerebellar algorithm for generating fuzzy membership functions publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2011.08.001 – volume: 27 start-page: 1782 year: 2015 ident: ref_3 article-title: Real-Time City-Scale Taxi Ridesharing publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2014.2334313 – volume: 39 start-page: 1 year: 2015 ident: ref_24 article-title: On a generalization of Bernstein polynomials and Bezier curves based on umbral calculus (II): De Casteljau algorithm publication-title: Comput. Aided Geom. Des. doi: 10.1016/j.cagd.2015.04.002 – volume: 85 start-page: 17 year: 2015 ident: ref_35 article-title: An anti-bunching strategy to improve bus schedule and headway reliability by making use of the available accurate information publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2015.03.004 – volume: 219 start-page: 5849 year: 2013 ident: ref_32 article-title: Expected value model for optimizing the multiple bus headways publication-title: Appl. Math. Comput. doi: 10.1016/j.amc.2012.11.098 – volume: 46 start-page: 1 year: 2013 ident: ref_6 article-title: From Taxi GPS Traces to Social and Community Dynamics: A Survey publication-title: ACM Comput. Surv. doi: 10.1145/2543581.2543584 – volume: 6 start-page: 1 year: 2015 ident: ref_2 article-title: Sensing the Pulse of Urban Refueling Behavior: A Perspective from Taxi Mobility publication-title: ACM Trans. Intell. Syst. Technol. – volume: 21 start-page: 599 year: 2012 ident: ref_15 article-title: An Algorithm for Bus Trajectory Extraction Based on Incomplete Data Source publication-title: Chin. J. Electron. – volume: 2 start-page: 1 year: 2015 ident: ref_22 article-title: Contextual anomaly detection framework for big sensor data publication-title: J. Big Data doi: 10.1186/s40537-014-0011-y – volume: 293 start-page: 299 year: 2015 ident: ref_36 article-title: Validating the coverage of bus schedules: A Machine Learning approach publication-title: Inf. Sci. doi: 10.1016/j.ins.2014.09.005 – ident: ref_13 – volume: 41 start-page: 1 year: 2009 ident: ref_16 article-title: Anomaly detection: A survey publication-title: ACM Comput. Surv. doi: 10.1145/1541880.1541882 – volume: 51 start-page: 120 year: 2013 ident: ref_7 article-title: Trace Analysis and Mining for Smart Cities: Issues, Methods, and Applications publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2013.6525604 – ident: ref_11 doi: 10.1109/ITSC.2010.5625144 – volume: 44 start-page: 1086 year: 2008 ident: ref_34 article-title: A quality control framework for bus schedule reliability publication-title: Transp. Res. Part E Logist. Transp. Rev. doi: 10.1016/j.tre.2007.10.002 – volume: 16 start-page: 349 year: 2008 ident: ref_19 article-title: Fast mining of distance-based outliers in high-dimensional datasets publication-title: Data Min. Knowl. Discov. doi: 10.1007/s10618-008-0093-2 – ident: ref_28 doi: 10.1007/978-1-4757-0450-1 – volume: 160 start-page: 76 year: 2009 ident: ref_30 article-title: Representation, similarity measures and aggregation methods using fuzzy sets for content-based recommender systems publication-title: Fuzzy Sets Syst. doi: 10.1016/j.fss.2008.03.017 – volume: 98 start-page: 130 year: 2016 ident: ref_21 article-title: Tensor-based anomaly detection: An interdisciplinary survey publication-title: Knowl. Based Syst. doi: 10.1016/j.knosys.2016.01.027 – reference: 16986546 - IEEE Trans Pattern Anal Mach Intell. 2006 Oct;28(10):1664-77
SSID	ssj0023338
Score	2.2241957
Snippet	This paper presents a novel framework for trajectories’ extraction and missing data recovery for bus traveling data sampled from the Internet. The trajectory... This paper presents a novel framework for trajectories' extraction and missing data recovery for bus traveling data sampled from the Internet. The trajectory...
SourceID	doaj pubmedcentral proquest pubmed crossref
SourceType	Open Website Open Access Repository Aggregation Database Index Database Enrichment Source
StartPage	342
SubjectTerms	Algorithms anomaly detection Clustering Data recovery Extraction Fuzzy Internet Missing data missing data recovery Trajectories trajectory processing
SummonAdditionalLinks	– databaseName: Health & Medical Collection dbid: 7X7 link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELagcIAD70egIIM4cIma-BHbJ9RCVxygQgKkvUUTP6AIZctuFtF_z0ySTbuo6oWrPZaczIw939j-hrFXpdKyssTy6VPICUDkLiWEKk5CUTZauNCTuH4wR0d2PnefxoTbarxWuVkT-4U6LDzlyPdKa6ySRBXz5uRXTlWj6HR1LKFxlV2jstlk52Z-Brgk4q-BTUgitN9blYbO3ZTY2oN6qv6L4st_r0me23dmt_93xnfYrTHi5PuDidxlV2J7j908x0N4n6V9Pttc0uIYxfKD9YrjLvajT-mf8sM_3XJ4AMGhDfwjKgvH8XfQASf8iu5w2o_rWz4DMQ4HTi9XOMaXfMg6xu4B-zo7_PL2fT4WYMi9LkSXy0DuHfAH6Mo3JpagQQRcHY1IlVRRQBIOAZoOxDDghW4KaAJUgIo3vpDyIdtpF218zLjW1qXSl6kBp7xyIABiA-B9ZVWyKWOvNyqp_chOTkUyftaIUkh79aS9jL2cRE8GSo6LhA5Ir5MAsWj3DYvlt3p0yjrqFErdGFupQkEVnVYY0TRosCY5RJYZ291oth5de1WfqTVjL6ZudEo6aYE2LtYkUyGOpFzRZTJOWku1jzL2aDC0abaIgwlqlhkzWya49TnbPe3x954cHMN3ohR8cvnUn7IbguITqmxT7LKdbrmOz9h1_7s7Xi2f9170F7AVKFc priority: 102 providerName: ProQuest
Title	A Framework for Bus Trajectory Extraction and Missing Data Recovery for Data Sampled from the Internet
URI	https://www.ncbi.nlm.nih.gov/pubmed/28208621 https://www.proquest.com/docview/1878436560 https://www.proquest.com/docview/1869969330 https://www.proquest.com/docview/1893889627 https://pubmed.ncbi.nlm.nih.gov/PMC5335977 https://doaj.org/article/e5fd15b786404a6e954224b0947f9619
Volume	17
WOSCitedRecordID	wos000395482700126&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
journalDatabaseRights	– providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: DOA dateStart: 20010101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: M~E dateStart: 20010101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVPQU databaseName: Health & Medical Collection customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: 7X7 dateStart: 20010101 isFulltext: true titleUrlDefault: https://search.proquest.com/healthcomplete providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: BENPR dateStart: 20010101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: Publicly Available Content Database customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: PIMPY dateStart: 20010101 isFulltext: true titleUrlDefault: http://search.proquest.com/publiccontent providerName: ProQuest
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lj9MwELZg4QAHxJvAUhnEgUu1iR-xfdxCK5BoVfGQyily_BCLUBa1KWIv_HZmnDRq0QouXHywx5E9Hsfz-fENIS8KIXmpkeXTRT9GADE2MQJUMdzmRS2Z8YnE9Z1aLPRqZZZ7ob7wTlhHD9wp7iTI6AtZK12KXNgyGClg1anhoyqaMhF-slyZHZjqoRYH5NXxCHEA9SebQuGJm2AHq08i6b_Ms_zzguTeijO7TW71riI97Zp4h1wJzV1yc49A8B6Jp3S2u11Fwf2kk-2GwvLzNe3FX9Dpz3bdvVygtvF0DlqGevS1bS1F4Al2fJHqpZwPFqmCPcUnJxQcQ9ptF4b2Pvk0m3589WbcR04YO5mzdsw9zksP7Zelq1UorLTMw29NsVhyEZiNzACykh6pARyTdW5rb0sLI6ZczvkDctScN-ERoVJqEwtXxNoa4YSxzNpQW-tcqUXUMSMvdxqtXE8rjtEtvlUAL1D51aD8jDwfRL93XBqXCU1wWAYBpL9OGWAUVW8U1b-MIiPHu0Gt-jm5qQqttOBINpSRZ0MxzCY8IrFNON-iTAkAEDd5_iZjuNYYtCgjDzs7GVoLABYxYpERdWBBB905LGnOviRWb_C7kQvw8f_o_xNyg6H7gYFr8mNy1K634Sm57n60Z5v1iFxVK5VSPSLXJtPF8v0oTR9I57-mkLd8O19-_g2hCR9Q
linkProvider	Directory of Open Access Journals
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB5VBQk48H4EChgEEpeoiRPH8QGhlnbVqtsVEkXaW3D8gCKULbtZYP8Uv5GZPLZdVPXWA1dnItnJN-P5_PgG4FWciiTLSeXTeBsSgQiV90hVVKKjuBRc2UbEdShHo3w8Vh_W4E9_F4aOVfYxsQnUdmJojXwzzmWeJiQV8-7kR0hVo2h3tS-h0cLiwC1-IWWbvd3fwf_7mvPB7tH7vbCrKhAaEfE6TCxh1lrjRGZK6WItNLfo8pL7LEkd154rZB3C0rV5w0UZ6dLqTONopIloARRD_hWM45LInhyfErwE-V6rXpQkKtqcxZL2-VK-Muc1pQHOy2f_PZZ5Zp4b3PrfvtBtuNll1GyrdYE7sOaqu3DjjM7iPfBbbNAfQmOYpbPt-YzhLP2t2bJYsN3f9bS94MF0ZdkhghHfYzu61oz4Obr7onmvafmoSVHZMrqZwzB_Zu2qqqvvw6dLGegDWK8mlXsETIhc-djEvtQqNanSXGtXam1Mlqc-9wG86SFQmE59nYqAfC-QhRFaiiVaAni5ND1pJUfOM9omHC0NSCW8aZhMvxRd0Cmc8DYWpcyzNEp15pRIMWMr0SGlV8icA9jokVR0oWtWnMIogBfLxxh0aCdJV24yJ5sMeTKthV1ko5I8p9pOATxsgb3sLfJ8otJxAHIF8ivDWX1SHX9txM-RnpBk4uOLu_4cru0dHQ6L4f7o4Alc55SLURWfaAPW6-ncPYWr5md9PJs-azyYwefLdoi_zr-HRQ
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9NAEB5VLUJw4P0wFFgQSFys2Guv7T0g1JJGRG2jSIBUTma9DyhCTkkcIH-NX8eMXzSo6q0HruuxtGt_MzvfPr4BeB7GIkoyUvnUzvhEIHzpHFIVGakgLASXphZxPUgnk-zoSE434Hd3F4aOVXYxsQ7UZqZpjXwQZmkWRyQVM3DtsYjpcPT65LtPFaRop7Urp9FAZN-ufiJ9W7waD_Ffv-B8tPf-zVu_rTDgaxHwyo8M4dcYbUWii9SGSihu0P1T7pIotlw5LpGBCENX6DUXRaAKoxKFI0t1QIuhGP63MCWP-SZsTceH04893YuQ_TVaRlEkg8EiTGnXL-ZrM2BdKOCs7PbfQ5qnZr3R9f_5e92Aa22uzXYa57gJG7a8BVdPKTDeBrfDRt3xNIb5O9tdLhjO31_rzYwV2_tVzZurH0yVhh0iTPE9NlSVYsTcMRCs6vfqlneKtJYNozs7DDNr1qy32uoOfLiQgd6FzXJW2vvAhMikC3XoCiVjHUvFlbKFUlonWewy58HLDg65bnXZqTzItxz5GSEn75HjwbPe9KQRIznLaJcw1RuQfnjdMJt_zttwlFvhTCiKNEviIFaJlSLGXK5AV02dRE7twXaHqrwNaov8L6Q8eNo_xnBEe0yqtLMl2STIoGmV7DwbGWUZVX3y4F4D8r63HDNSJNmhB-ka_NeGs_6kPP5Sy6IjcSExxQfnd_0JXEY_yA_Gk_2HcIVTkkblfYJt2KzmS_sILukf1fFi_rh1ZwafLtoj_gDLZpGU
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+Framework+for+Bus+Trajectory+Extraction+and+Missing+Data+Recovery+for+Data+Sampled+from+the+Internet&rft.jtitle=Sensors+%28Basel%2C+Switzerland%29&rft.au=Changfei+Tong&rft.au=Huiling+Chen&rft.au=Qi+Xuan&rft.au=Xuhua+Yang&rft.date=2017-02-10&rft.pub=MDPI+AG&rft.eissn=1424-8220&rft.volume=17&rft.issue=2&rft.spage=342&rft_id=info:doi/10.3390%2Fs17020342&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_e5fd15b786404a6e954224b0947f9619
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1424-8220&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1424-8220&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1424-8220&client=summon