ELIZA

return kwic search for identified out of >500 occurrences
324223 occurrences (No.64 in the rank) during 5 years in the PubMed. [cache]

156) The movement pattern is identified by 20 characteristics from the three components of the ground reaction force which are used as input information for the neural networks in gender-specific gait classification.

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PMID:23768190 DOI:10.1080/10255842.2013.803081

2015 Computer methods in biomechanics and biomedical engineering

* A new training algorithm using artificial neural networks to classify gender-specific dynamic gait patterns.

- The aim of this study was to present a new training algorithm using artificial neural networks called multi-objective least absolute shrinkage and selection operator (MOBJ-LASSO) applied to the classification of dynamic gait patterns. The movement pattern is identified by 20 characteristics from the three components of the ground reaction force which are used as input information for the neural networks in gender-specific gait classification. The classification performance between MOBJ-LASSO (97.4%) and multi-objective algorithm (MOBJ) (97.1%) is similar, but the MOBJ-LASSO algorithm achieved more improved results than the MOBJ because it is able to eliminate the inputs and automatically select the parameters of the neural network. Thus, it is an effective tool for data mining using neural networks. From 20 inputs used for training, MOBJ-LASSO selected the first and second peaks of the vertical force and the force peak in the antero-posterior direction as the variables that classify the gait patterns of the different genders.

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(1)62 as	(11)7 based	(21)3 an	(31)2 differences
(2)54 in	(12)7 on	(22)3 during	(32)2 five
(3)38 null	(13)6 with	(23)3 factors	(33)2 for
(4)24 by	(14)5 between	(24)3 several	(34)2 regulation
(5)21 and	(15)5 to	(25)3 three	(35)2 their
(6)19 the	(16)5 two	(26)2 14	(36)2 themes
(7)18 a	(17)4 four	(27)2 4	(37)2 through
(8)12 using	(18)4 including	(28)2 are
(9)10 that	(19)4 which	(29)2 at
(10)8 from	(20)3 along	(30)2 but

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--- WordNet output for identified --- =>確認飛行物体;略:IFO Overview of verb identify The verb identify has 6 senses (first 6 from tagged texts) 1. (32) identify, place -- (recognize as being; establish the identity of someone or something; "She identified the man on the 'wanted' poster") 2. (7) name, identify -- (give the name or identifying characteristics of; refer to by name or some other identifying characteristic property; "Many senators were named in connection with the scandal"; "The almanac identifies the auspicious months") 3. (6) identify -- (consider (oneself) as similar to somebody else; "He identified with the refugees") 4. (4) identify -- (conceive of as united or associated; "Sex activity is closely identified with the hypothalamus") 5. (2) identify, discover, key, key out, distinguish, describe, name -- (identify as in botany or biology, for example) 6. (2) identify -- (consider to be equal or the same; "He identified his brother as one of the fugitives") Overview of adj identified The adj identified has 1 sense (first 1 from tagged texts) 1. (1) identified -- (having the identity known or established; "the identified bodies were released for burial") --- WordNet end ---