upc at mediaeval 2014 social event detection task

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UPC at MediaEval 2014 Social Event Detection Daniel Manchon-Vizuete Irene Gris-Sarabia Xavier Giró-i-Nieto Results Reverse Geocoding Hypernym F1 NMI Div. F1 0.9240 0.9820 0.9231 0.9165 0.9793 0.9155 0.8141 0.9432 0.8127 0.8112 0.9393 0.8097 º Emily t John t Username: john Title= GPS=(43.3701, -8.39646) tags=Festival, stones, rock Username: emily Title=Coruña Music Festival GPS=( no data ) tags= stones, live, marvellous Username: emily Title= GPS=(41.4, 2.10) tags= sound Username: emily Title= GPS=(43.38, -8.40) tags= deerhunter, fantastic t [Platt et al, “PhotoTOC”, 2003] t g N .. . .. . .. . .. . d d tags= stones, live, marvellous, emily, fantastic tags= sound, Barcelona tags= deerhunter, fantastic, A coruña, emily tags= Festival, stones, rock, john, Coruña C User and time-based oversegmentation… ...and sequential merging of mini-clusters. t t Natural Language Toolkit (NLTK) Sponsored by: tag expansion with user ID

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UPC at MediaEval 2014Social Event Detection

Daniel Manchon-VizueteIrene Gris-SarabiaXavier Giró-i-Nieto

Results Reverse Geocoding

Hypernym F1 NMI Div. F1

0.9240 0.9820 0.9231

0.9165 0.9793 0.9155

0.8141 0.9432 0.8127

0.8112 0.9393 0.8097

º

Emily

t

John

t

Username: john

Title=

GPS=(43.3701, -8.39646)

tags=Festival, stones,

rock

Username: emily

Title=Coruña Music Festival

GPS=( no data )

tags= stones, live, marvellous

Username: emily

Title=

GPS=(41.4, 2.10)

tags= sound

Username: emily

Title=

GPS=(43.38, -8.40)

tags= deerhunter, fantastic

t

[Platt et al, “PhotoTOC”, 2003] t

gN...

..

....

..

.

d d

tags= stones, live,

marvellous, emily,

fantastic

tags= sound, Barcelonatags= deerhunter, fantastic,

A coruña, emilytags= Festival, stones,

rock, john, Coruña C

User and time-based oversegmentation…

...and sequential merging of mini-clusters.

t

t

Natural Language Toolkit (NLTK)

Sponsored by:

tag expansion with user ID