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Table 2 Dataset ranked by number of users, for mode detection

From: Transport behavior-mining from smartphones: a review

References Person-day Users Ground truth Observations Time Area Smartphone App
Semanjski et al. [96] 24,900 8303 Validated-by-respondents 30,000 trips 3,960,243 GPS points 340,000 km n.p. Leuven Routecoach
Yazdizadeh et al. [124] 88,630 6846 Validated-by-respondents (102,904 trips) 623,718 trips 2 months collection period Montreal MTL Traject App
Yazdizadeh et al. [123] 88,630 6846 Validated-by-respondents (P2D) 102,904 trips 2 months collection period Montreal MTL Traject App
Yazdizadeh et al. [122] 88,630 6846 Validated-by-respondents (P2D) 131,777 trips 33 mln GPS points 2 months collection period Montreal MTL Traject App
Bohte and Maat [21] 40,208 1104 Validated-by-respondents (P2D) n.p. 7395 days Netherlands GPS logger and Web based validation
Thomas et al. [104] n.p. 600 Validated-by-respondents 60,000 trips 3 batches per 1 month each Netherlands, [43] Move smarter
Xiao et al. [119] 1248 202 Validated-by-respondents 4685 Trip-legs n.p. Shanghai Shangai City—Smartphone based travel survey
Dabiri et al. [32] 4000 189 Partially validated-by-respondents (69 respondents) 17,621 trajectories 1,292,951 km 50,176 h 3 years collection period Beijing Geolife [129]
Rasmussen et al. [90] 644 101 Validated-by-respondents (P2P) 6,419,441 GPS points 1783 h of travel 3–5 days per respondent Copenhagen GPS logger
Assemi et al. [11] 372 76 Validated-by-respondents 760,000 GPS observations, 530 h trajectories 2 months per respondent New-Zealand Advanced Travel Logging Application for Smartphones II (ATLAS II)
Mäenpää et al. [72] 4000 > 69 Validated-by-respondents n.p. n.p. Beijing. 1 week BUS trajectories, 1000 trajectories from Open Street Map (OSM) Geolife [129], Journeys APIa, OpenStreetMapb
Dabiri and Heaslip [31] 4000 69 Validated-by-respondents n.p. 3 years collection period Beijing Geolife [129]
Jiang et al. [57] 4000 69 Validated-by-respondents n.p. 3 years collection period Beijing Geolife [129]
Zhou et al. [131] 4000 69 Validated-by-respondents n.p. 3 years collection period Beijing Geolife [129]
Zhu et al. [134] 4000 69 Validated-by-respondents n.p. 3 years collection period Beijing Geolife [129]
Zhou et al. [132] n.p. 12 Validated-by-respondents n.p. 6 days per respondent Georgia (USA) Self Developed App
Martin et al. [75] n.p. 6 Validated-by-respondents 347,719 GPS points in 96.59 h (1 Hz) 1.7 mln points Acceleration in 98.62 h (5 Hz) n.p. Minnesota Self Developed App
Byon and Liang [22] n.p. n.p. n.p. n.p. 50 h Toronto Self Developed App
Jahangiri and Rakha [55] n.p. n.p. Validated-by-respondents n.p. n.p. Tennessee Self Developed App
  1. aJourneys API, retrieved from web 01/01/2019, http://wiki.itsfactory.fi/index.php/Journeys_API
  2. bOpen-source Trajectories , retrieved from web 01/01/2019, https://www.openstreetmap.org/traces