Fair Use Agreement This agreement covers the use

Fair Use Agreement This agreement covers the use of all slides on this CD-Rom, please read carefully. • You may freely use these slides for teaching, if • You send me an email telling me the class number/ university in advance. • My name and email address appears on the first slide (if you are using all or most of the slides), or on each slide (if you are just taking a few slides). • You may freely use these slides for a conference presentation, if • You send me an email telling me the conference name in advance. • My name appears on each slide you use. • You may not use these slides for tutorials, or in a published work (tech report/ conference paper/ thesis/ journal etc). If you wish to do this, email me first, it is highly likely I will grant you permission. (c) Eamonn Keogh, eamonn@cs. ucr. edu

Shape matching examples Some of these slides have simple animation, so view these file in slide show mode (hit the F 5 button)

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We can convert shapes to time series, watch! 0 200 400 600 800 1000 1200

Lowland Gorilla (Gorilla graueri) DTW Alignment Mountain Gorilla (Gorilla gorilla beringei)

This region will not be matched LCSS Alignment DTW

Ve R R M M B B G G D D W rve e B ust edta Hool Born Oran eard hite ray- Juve Olive Man Red Ring Man ed HHom r r a a R d t o o e to i n n n r G azza' ched l mo ck G o Or gutan ed Sa -face ecke ile B Babo rill uffe tail L led H owle sap d L em ow r M ien ki ki d S ree mo s m Gu Gu nke ibb ang ju d O abo on s ak em ur ler v y on on o s n M nke onk en e u wl w o i ur Mo nkey Skhu fem ma tan enile Mo l Mo n ey on non on y l juv nk key nk nk ale le ey ey ey eni le All these are in the genus Cercopithecus, except for the skull identified as being either a Vervet or Green monkey, both of which belong in the Genus of Chlorocebus which is in the same Tribe (Cercopithecini) as Cercopithecus. Tribe Cercopithecini Cercopithecus De Brazza's Monkey, Cercopithecus neglectus Mustached Guenon, Cercopithecus cephus Red-tailed Monkey, Cercopithecus ascanius Chlorocebus Green Monkey, Chlorocebus sabaceus Vervet Monkey, Chlorocebus pygerythrus These are the same species Bunopithecus hooloc (Hoolock Gibbon) These are in the Genus Pongo All these are in the tribe Papionini Tribe Papionini Genus Papio – baboons Genus Mandrillus- Mandrill These are in the family Lemuridae All these are in the family Cebidae Family Cebidae (New World monkeys) Subfamily Aotinae Aotus trivirgatus Subfamily Pitheciinae sakis Black Bearded Saki, Chiropotes satanas White-nosed Saki, Chiropotes albinasus These are in the genus Alouatta These are in the same species Homo sapiens (Humans)

Flat-tailed Horned Lizard Phrynosoma mcallii Alignment by Dynamic Time Warping Texas Horned Lizard Phrynosoma cornutum

Iguania Chelonia Alligatoridae Alligatorinae Crocodylidae All iga tor Ca Cr ico ima mis Amphisbaenia nc roc sau Xa ntu sia ra Cr C To typ oco mis ilu roco ica s t d d o ien ylu ma sis s sc sch joh ata leg nst ph elii on rac i tus sip p od Gly Ph Ph Ph Els Ph Ph ryn ryn ryn eya pte o o oso m d s s o o y ent vig sm ma ma ma a ilis ta uh dit tau do bra her len u ma rus na con gla ber r nd si ssi nie esi gii i ri