ELIZA

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636281 occurrences (No.11 in the rank) during 5 years in the PubMed. [no cache] 500 found

204) The results indicate that the proposed system achieves high accuracy in classification of breast tissues using the electrical impedance spectroscopy.

--- ABSTRACT ---

PMID:23627999 DOI:10.1080/10255842.2013.789100

2015 Computer methods in biomechanics and biomedical engineering

* Combining extreme learning machines using support vector machines for breast tissue classification.

- In this paper, we present a new approach for breast tissue classification using the features derived from electrical impedance spectroscopy. This method is composed of a feature extraction method, feature selection phase and a classification step. The feature extraction phase derives the features from the electrical impedance spectra. The extracted features consist of the impedivity at zero frequency (I0), the phase angle at 500 KHz, the high-frequency slope of phase angle, the impedance distance between spectral ends, the area under spectrum, the normalised area, the maximum of the spectrum, the distance between impedivity at I0 and the real part of the maximum frequency point and the length of the spectral curve. The system uses the information theoretic criterion as a strategy for feature selection and the combining extreme learning machines (ELMs) for the classification phase. The results of several ELMs are combined using the support vector machines classifier, and the result of classification is reported as a measure of the performance of the system. The results indicate that the proposed system achieves high accuracy in classification of breast tissues using the electrical impedance spectroscopy.

--- ABSTRACT END ---

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(1)18 risk	(19)4 gamma	(37)2 AT	(55)2 importance
(2)14 and	(20)4 group	(38)2 N/L	(56)2 index
(3)12 prevalence	(21)4 patient	(39)2 PbB	(57)2 inter-specific
(4)10 levels	(22)4 rate	(40)2 accuracy	(58)2 internal
(5)9 level	(23)4 shear	(41)2 age	(59)2 job
(6)9 school	(24)3 blood	(42)2 alcohol	(60)2 mass
(7)8 null	(25)3 concentration	(43)2 areas	(61)2 population
(8)7 proportion	(26)3 density	(44)2 birth	(62)2 positive
(9)6 in	(27)3 dose	(45)2 caries	(63)2 production
(10)6 lipoprotein	(28)3 efficiency	(46)2 chemotherapy	(64)2 profile
(11)6 liquid	(29)3 frequency	(47)2 correlation	(65)2 relative
(12)6 mortality	(30)3 genetic	(48)2 dental	(66)2 reliability
(13)5 as	(31)3 groups	(49)2 diet	(67)2 resistance
(14)5 autism	(32)3 incidence	(50)2 exposure	(68)2 risks'
(15)5 degree	(33)3 patients	(51)2 expression	(69)2 specificity,
(16)4 concentrations	(34)3 rates	(52)2 frequencies	(70)2 technologies
(17)4 doses	(35)3 ulnar	(53)2 heart	(71)2 tumours
(18)4 for	(36)2 ASD	(54)2 hydrostatic	(72)2 variability

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--- WordNet output for high --- =>1.高いところにある, 高い, 高さが〜の, 高貴な, 高く, 高額の, 興奮状態の, 2.高い所, 高水準 Overview of noun high The noun high has 7 senses (first 1 from tagged texts) 1. (5) high -- (a lofty level or position or degree; "summer temperatures reached an all-time high") 2. high -- (an air mass of higher than normal pressure; "the east coast benefits from a Bermuda high") 3. high -- (a state of sustained elation; "I'm on a permanent high these days") 4. high -- (a state of altered consciousness induced by alcohol or narcotics; "they took drugs to get a high on") 5. high, heights -- (a high place; "they stood on high and observed the countryside"; "he doesn't like heights") 6. senior high school, senior high, high, highschool, high school -- (a public secondary school usually including grades 9 through 12; "he goes to the neighborhood highschool") 7. high gear, high -- (a forward gear with a gear ratio that gives the greatest vehicle velocity for a given engine speed) Overview of adj high The adj high has 7 senses (first 5 from tagged texts) 1. (134) high -- (greater than normal in degree or intensity or amount; "a high temperature"; "a high price"; "the high point of his career"; "high risks"; "has high hopes"; "the river is high"; "he has a high opinion of himself") 2. (51) high -- ((literal meaning) being at or having a relatively great or specific elevation or upward extension (sometimes used in combinations like `knee-high'); "a high mountain"; "high ceilings"; "high buildings"; "a high forehead"; "a high incline"; "a foot high") 3. (10) eminent, high -- (standing above others in quality or position; "people in high places"; "the high priest"; "eminent members of the community") 4. (7) high, high-pitched -- (used of sounds and voices; high in pitch or frequency) 5. (2) high, in high spirits -- (happy and excited and energetic) 6. gamey, gamy, high -- ((used of the smell of meat) smelling spoiled or tainted) 7. high, mellow -- (slightly and pleasantly intoxicated from alcohol or a drug (especially marijuana)) Overview of adv high The adv high has 4 senses (first 2 from tagged texts) 1. (9) high, high up -- (at a great altitude; "he climbed high on the ladder") 2. (2) high -- (in or to a high position, amount, or degree; "prices have gone up far too high") 3. high, richly, luxuriously -- (in a rich manner; "he lives high") 4. high -- (far up toward the source; "he lives high up the river") --- WordNet end ---