Cutaneous and Kinaesthetic Perception of Traversed Distance
|
|
- Rachel Sanders
- 5 years ago
- Views:
Transcription
1 Cutaneous and Knaesthetc Percepton of Traversed Dstance Wouter M. Bergmann Test L. Martjn A. van der Hoff Astrd M. L. Kappers Helmholtz Insttute, Utrecht Unversty, The Netherlands ABSTRACT Dscrmnaton thresholds for tactually perceved traversed dstance were measured n three condtons: cutaneous-only, knaesthetconly and combned nformaton. The results were mm (3 %) n the frst and 11 mm (14 %) n the latter two condtons. Although cutaneous length percepton was shown to be possble, percepton n the combned condton was found to be manly based on knaesthetc nformaton. The maxmum-lkelhood estmaton model of cue combnaton was not supported. Keywords: length percepton, cue combnaton, movement Index Terms: H.1. [Models and Prncples]: User/Machne Systems Human Informaton Processng; H.. [Informaton Interfaces and Presentaton]: User Interfaces Haptc I/O 1 INTRODUCTION In daly lfe, we often move our hands over objects or surfaces. We can obtan nformaton about the sze of these objects by determnng the dstance our fngers traversed over the surface. Ths haptc length percepton s about as accurate as vsual or bmodal length percepton [1, 1]. In haptc length percepton, we make use of two channels of nformaton: knaesthetc percepton tells us how much our hand has moved n space. At the same tme, cutaneous percepton tells us how much of the surface has sld over our fngers. These two sources of nformaton are combned n some way to produce a sngle percept of the traversed dstance. In ths experment, we wanted to nvestgate how these two cues are combned and what ther respectve roles are n percepton of traversed dstance. Two man types of haptc length percepton can be dstngushed: Frst, there s the fnger-span method, n whch the sze or length of an object s determned by percevng the dstance between thumb and ndex or mddle fnger that enclose the object. Wth ths method, lengths can be perceved that are related to the physcal length by a power functon wth an exponent of 1.3 []. The percepton s ndependent of pushng force or complance of the object [3], but there seems to be an adaptaton effect [14]. Usng dscrmnaton experments, the threshold for dstngushng dfferent lengths n ths way was determned to le n the range of. 1.3 mm [6, 13, 17]. Ths value ncreases wth ncreasng dstance between the fngers up to about 3 mm for the largest fnger span [7, 9, ]. Ths range of thresholds can be consdered as a base lne for length dscrmnaton between the fngers. Due to physologcal constrants, ths method s lmted to dstances of about 8 mm. For larger dstances, movement s requred. Wth ths second method, the length of the object s determned by percevng the traversed dstance between the endponts of the object. Ths method seems to be somewhat less accurate than the fngerspan method [1]. Interestngly, when a length perceved wth the movement method s reproduced wth the fnger-span method, t s greatly exaggerated up to a factor of.. An underestmaton occurs f the methods of percevng and reproducng are nter- emal: W.M.BergmannTest@uu.nl IEEE World Haptcs Conference June, Istanbul, Turkey /11/$6. 11 IEEE changed [1]. Also when a vsual match s to be made, lengths perceved through the movement method are judged to be larger than through the fnger-span method []. Length perceved usng the movement method also has a less steep relatonshp wth physcal length than wth the fnger-span method, wth a power functon exponent rangng from.89 [16] to unty (a lnear relatonshp) [1]. However, there are many nfluencng factors, such as orentaton effects [, 4, ] or adaptaton effects [3]. Also, the perceved length depends on the speed of movement, both wth passve movements (the subject s fnger s beng moved) [4] and actve movements (the subject moves hs/her own fnger) [11]. In general, the perceved traversed dstance s larger wth slower movement speeds. However, n the range of 4 1 cm/s, the perceved dstance does not seem to depend on movement speed [11]. A smlar plateau was found earler n experments regardng the perceved path length of a pont movng over the skn of the forearm [18, ]. Ths ndcates that ths range of speeds s sutable for mnmsng the effect of speed on length percepton. It s surprsng that for haptc length percepton wth the movement method, no dscrmnaton experments have been publshed. It s unknown how accurate length percepton n ths way s. Moreover, hardly anythng s known about purely cutaneous percepton of traversed dstance, apart from the two studes on the perceved path length of a pont movng over the skn [18, ]. Ths s a fundamentally dfferent stuaton (the pont moves over an extended area of skn, as opposed to a surface movng over a sngle locaton on the skn). Therefore, the purpose of the present study s to measure for the frst tme dscrmnaton thresholds for tactual length percepton usng the movement method. It should be noted that the experments descrbed n [11] and [4] only used knaesthetc nformaton: the subject s fnger rested on a plate or rder that could slde back and forth, ether drven by an electrc motor or the subject hm/herself. Ths s a hghly unnatural stuaton n the sense that n normal haptc length percepton, also cutaneous cues are avalable n the form of the skn of the fngers sldng over the surface of the object. It has been found that cutaneous nformaton also play a role n length percepton usng the movement method []. In that experment, magntude estmaton usng cutaneous, knaesthetc, and combned nformaton was performed. In all cases, lengths were underestmated, the effect beng the largest wth only cutaneous nformaton and the smallest wth combned nformaton. In the present study, we would lke to nvestgate the role of these cutaneous cues n length dscrmnaton. To ths end, a length dscrmnaton experment was performed wth three condtons: knaesthetc (the fnger moves wthout touchng a surface), cutaneous (the statonary fnger touches a movng surface) and a combnaton of knaesthetc and cutaneous (the movng fnger touches a statonary surface). A secondary goal of the experment s to determne the weght factors for cutaneous and knaesthetc cues n the combned condton. Ths enables us to check whether these cues are combned n a statstcally optmal fashon,.e. accordng to the maxmum-lkelhood estmaton (MLE) model of cue combnaton [8]. METHODS The experment conssted of measurng dscrmnaton thresholds for traversed dstance n three condtons. A two-alternatve forced- 93
2 C, C+K K Fgure 1: Photograph of the set-up n the cutaneous condton. The hand rests on a statonary surface whle the ndex fnger touches a movng surface. The other set of straps s used n the knaesthetc and combned condtons, where the hand moves and the surface s statonary. choce paradgm was used. Each tral, the subjects had to feel two lengths and say whch was the greater. Passve percepton was used n ths experment. In the case of cutaneous percepton, ths s justfed snce there was found lttle dfference n performance between actve and statonary passve length percepton [19]. A smlarly small dfference between actve and dynamc passve length percepton s assumed to exst, although ths was not tested. Passve percepton has the advantage that there s complete control over the movement speed, preventng any confoundng effects thereof..1 Subjects Twelve people (4 women) volunteered to partcpate. They were naïve wth regard to the purpose of the experment. They ranged n age from to 1 years. Eleven were rght-handed and one was ambdextrous. All used the ndex fnger of ther rght hand.. Apparatus The lengths were presented usng a computer-controlled lnear postonng system (Isel-automaton) nterfaced wth a CNC controller (Isel C14-1). The system provdes a postonal accuracy of.13 mm. Mounted on the system was a medum densty fbreboard (MDF) surface wth a smooth area for touchng and another area where the subject s hand could rest. On the edge of the board, there was a notch for the ndex fnger. The hand was held n place wth Velcro straps. A smlar MDF board was mounted on a lab stand and could be adjusted n heght to be just above or just below the movng board. A photograph of the setup s shown n fgure 1. The setup could be easly adapted to accomodate the three condtons..3 Condtons There were three condtons: cutaneous (C), knaesthetc (K) and combned (C+K). These are llustrated n fgure. In the cutaneous condton, the hand was attached to the statonary holder wth the ndex fnger n the notch touchng a smooth surface that was attached to the movement devce. In the knaesthetc condton, the hand was attached to the movng holder wth the ndex fnger n the notch, but not touchng anythng. The combned condton was smlar to the knaesthetc condton except that the fnger touched the statonary surface. In the C and C+K condtons, subjects were asked to let ther fnger touch the surface wth a natural force, but ths force was not controlled. Fgure : Illustraton of the three condtons (sde vew). The ndex fnger rests n an openng n the top board. Top: n the cutaneous condton (C), the fnger stays stll and the surface moves. In the combned condton (C+K), t s the other way around. Bottom: n the knaesthetc condton (K), the fnger moves but does not touch the surface. In all condtons, a reference length of 8 mm was used. Each tral, ths reference length was pared wth one of 8 test lengths, whch were 38,,..., 1 mm n the cutaneous condton, 4,,..., 11 mm n the knaesthetc condton, and, 6,..., 8 mm n the combned condton. These step szes (1, and 8 mm) were chosen to provde the optmum range for determnng dscrmnaton thresholds, based on plot experments. The three condtons were performed n a pseudo-random, counterbalanced order (.e. every possble orderng occured equally often)..4 Procedure After recevng nstructons, the subject was blndfolded and donned nose protecton earmuffs (Gamma, 3 db) to prevent the sound from the movement devce to be used as a cue. In addton, s/he wore n-ear earphones on whch whte nose was played at a volume just below the rrtaton threshold to mask any remanng sound cues. For each condton, 8 trals were performed n random order, every test/reference par occurng tmes. In a tral, the test and reference lengths were presented one after the other, n pseudo-random, counterbalanced order (.e. n half the trals, the reference was presented frst and n the other half the test was presented frst). The subjects were not told whch was whch. Presentaton of a length conssted of the fnger beng moved frst to the rght and then the same dstance to the left n the K and C+K condtons. In the C condton, the surface moved n the opposte drectons. The start pont was the same for all trals n all condtons. After a pause of 1. s, the second length was presented n the same way. The subject then had to say whch of the two was the greater length. Then, the next tral began. In half the trals (randomly dstrbuted), the two lengths were presented at the same speed (113 mm/s). In the other half, the two lengths were presented at the same duraton (.89 s), the speeds beng dctated by the chosen test lengths. In ths way, subjects could use nether speed nor duraton alone as a cue for length percepton, and had to rely on ther tactual senses. Each condton took about mnutes. Between condtons, there was a short break. The whole experment took 3 4 mnutes per subject.. Analyss For every subject and every condton, the number of tmes that the test length was chosen to be the greater one was plotted as a functon of the test length. An example s shown n fgure 3. To 94
3 tmes test chosen Σ 13mm threshold mm C K C K testlength mm mean subject Fgure 3: Example of a psychometrc curve from one of the subjects n the knaesthetc condton. The dots are the measured data and the sold lne s a ft. The dashed lne ndcates the length of the reference stmulus. The best-ft value of the fttng parameter σ s ndcated. Fgure 4: Dscrmnaton thresholds for traversed dstance n cutaneous (C), knaesthetc (K) and combned (C+K) condtons. The last set of bars shows the average over subjects. The error bars ndcate the standard error of the sample mean. these data, a psychometrc functon of the form ( ) x lref f(x) = +erf σ was ftted, where l ref = 8 mm s the reference length. The parameter σ corresponds to the 84 % dscrmnaton threshold. In ths way, three thresholds per subject were determned, correspondng to the three condtons. In addton, the data from the equal-speed and equal-duraton trals were also analysed separately to check for possble effects. When multple cues are combned to form a sngle percept, the nformaton from those cues s weghted wth a certan weght factor w. These weght factors should add up to 1. The varance σ that s present on these cues s also combned nto the fnal percept. When the varances can be assumed to be ndependent, the combned varance s gven by: (1) σtotal = w σ. () In the case of combnng cutaneous and knaesthetc cues, wth w c + w k = 1, we can wrte Solvng for w c yelds σ c+k = w cσ c +(1 w c ) σ k. (3) σk σ ± c+k σ k + σ ( c σ c+k σ ) k w c = σc + σk. (4) Usng ths equaton and the measured dscrmnaton thresholds n the three condtons, we can calculate the weght factors for each subject. From the MLE model of cue combnaton follows that the best result (lowest varance of the combned percept) s obtaned when the weght factor for a partcular cue s nversely proportonal to ts varance: w j,mle = σ j σ For combnng cutaneous and knaesthetc cues, ths yelds w c,mle = σ k σc + σk () (6) as the optmal weght factor for the cutaneous contrbuton. When we substtute ths n equaton (3), we obtan a value for the predcted dscrmnaton threshold n the combned condton, based on the MLE model and the measured dscrmnaton thresholds n the two separate condtons: σc σk σ c+k,mle = σc + σk (7) By comparng ths to the actual measured threshold n the combned condton, we can check whether the MLE model apples to percepton of traversed dstance and whether the cues are combned n a statstcally optmal fashon. 3 RESULTS The thresholds for all subjects n the three condtons are shown n fgure 4. On average, the thresholds are ± mm, 11 ± 1 mm and 11±1 mm for condtons C, K, and C+K, respectvely (value±se). A repeated-measures ANOVA shows an effect of condton: F, = 3, p = Bonferron-corrected parwse comparsons show that the thresholds n the knaesthetc and combned condtons are sgnfcantly lower than the threshold n the cutaneous condton (p = 1.6 4,. 4, respectvely). There s no sgnfcant dfference between the knaesthetc and combned condtons. As for the separate analyss of the equal-speed and equalduraton trals, t must be noted that those thresholds are less relable because n that stuaton, each pont of the psychometrc curve s only based on trals nstead of. That sad, t was found that n the K and C+K condtons, the thresholds were approxmately the same for the equal-speed and the equal-duraton trals. However, n the C condton, the thresholds were sgnfcantly hgher for the equal-duraton trals than for the equal-speed trals (t 11 = 3., p =.4). Usng equaton (7), we can calculate a predcted value of the thresholds n the combned condton from those n the two separate condtons, based on the MLE model. These predcted threshold values are plotted as a functon of the actual measured values n fgure. The correlaton between measured and predcted values s not sgnfcant (R =.44, p =.1). Ths means that on the level of the ndvdual subjects, the MLE model s not a good predctor of the thresholds n the combned condton. If the weght factors are not based on the MLE model, then what are they? Usng equaton (4), we can calculate the weghts that have 9
4 predctedcombnedthreshold mm mean measuredcombnedthreshold mm 4 8 Fgure : Predcted threshold values for the combned condton as calculated from the measured data n the other two condtons, plotted as a functon of the measured thresholds n the combned condton. The numbers refer to the subjects. The calculaton s also performed on the mean of the data. The straght lne ndcates a perfect match. been used n the cue combnaton. These are plotted n fgure 6. For subjects 6, 7, 9, and 1, equaton (4) dd not yeld a (real) outcome (although the magnary part for subject 6 s very small). Note that most weghts are negatve, meanng that for those subjects, the addton of cutaneous nformaton has a detrmental rather than a benefcal effect on haptc length percepton. The cutaneous weghts are overall low, meanng that length percepton n the combned condton must be prmarly based on knaesthetc cues. Therefore, one mght expect a strong correlaton between the thresholds n the knaesthetc condton and the combned condton. However, ths correlaton s not sgnfcant: R =.1, p =.9. 4 DISCUSSION AND CONCLUSIONS The man result of ths experment s that for a reference length of 8 mm, the dscrmnaton threshold for passve tactual percepton of traversed dstance s about 11 mm, or about 14 %. Ths s qute a bt hgher than the Just Notceable Dfferences (JND) of. mm [7] or 3.1 mm [] reported for the same dstance wth the fnger-span method. Although these JNDs were measured n a dfferent way from the thresholds n the current experment, they should be qute comparable wthn a factor of 1.. In the present experment, the cutaneous nformaton dd not contrbute sgnfcantly, so ths threshold must be manly based on knaesthetc cues. In the fngerspan method, cutaneous cues also do not play a role, and the nformaton s purely proproceptve. Apparently, the accuracy of the proproceptve percepton of the poston of the thumb and fngers s about 3 tmes better than the knaesthetc percepton of the movement of the hand. It s noted that n the present experment, the whole hand was moved. It could be that when the hand s kept stll and only the ndex fnger s moved, lower thresholds are found. Of course, ths s vable only up to dstances of about 6 mm, dependng on fnger length. A second result s that purely cutaneous percepton of the length of an object sldng over the fnger s possble, wth an accuracy of 1 cutaneous weght mean subject Fgure 6: Calculated weght factors for the cutaneous cue n the combned condton. For subjects 6, 7, 9, and 1, no value could be calculated. The last bar s not the average of the others, but the cutaneous weght factor calculated from the average over subjects. about mm or 3 %. Ths s a novel and nterestng result, that opens up possbltes for ungrounded haptc dsplays. Although length percepton wth the movement method s manly based on knaesthetc cues, no sgnfcant correlaton was found between the thresholds n the K and C+K condtons. Ths mght be due to a dsruptve effect of the cutaneous nformaton n the C+K condton. Although cutaneous length percepton was found to be possble and ths nformaton could potentally contrbute to length percepton n the combned condton, the cutaneous stmulaton mght have drawn attenton away from the knaesthetc percepton. The severty of ths effect could be dfferent for dfferent subjects, resultng n a loss of correlaton between the thresholds n the K and C+K condtons. For of the 1 subjects (nos. 1, 6, 7, 9, and 1), a more or less benefcal effect was found of havng cutaneous nformaton present n the combned condton. However, for only one of these (no. 1) could separate weghts be calculated: 3 % cutaneous and 97 % knaesthetc. For the other 4, the cutaneous-only threshold s so hgh compared to the other two that ts contrbuton cannot account for the dfference between the knaesthetc and combned thresholds. It s not clear why ths s. It must be that n the combned condton, more nformaton s avalable than just the cutaneous and knaesthetc nformaton, but t s unknown what ths nformaton s. There mght be some effect of the fact that the startng poston was the same for all trals, so that n the K and C+K condtons, the task could be performed by just percevng the end postons. If ths were the case, then the task n the C condton was somewhat dfferent than that n the K and C+K condtons. Future research wth randomsed startng postons should provde more clarty n ths respect. Other cues were present n the stmul, such as speed cues and duraton cues. Care was taken to elmnate the usefulness of these cues by randomly swtchng between equal-speed and equalduraton trals. But even f subjects stll managed to somehow use these cues, the effect of ths would be the same n the three condtons. The conclusons about the relatve roles of cutaneous and knaesthetc nformaton would not change. In the separate analyss, t was found that n the K and C+K condtons, the thresholds were approxmately the same for the equal-speed and the equalduraton trals. However, n the C condton, the thresholds were sgnfcantly hgher for the equal-duraton trals than for the equalspeed trals. Ths would suggest that n ths condton, n whch t s harder to determne the traversed dstance, subjects may have used the duraton of the movement as an addtonal cue, but not so much the speed of the movement. In the condtons wth knaesthetc n- 96
5 formaton present (K and C+K), they probably dd not need any addtonal cues. The MLE model does not seem to correctly predct the thresholds n the combned condton from the measured thresholds n the separate condtons, judgng by the low correlaton coeffcent. However, the model cannot be rejected, because a pared-samples t-test between predcted and measured thresholds dd not show a sgnfcant dfference (t 11 = 1., p =.17). It appears that the varance over subjects s too large to draw such a concluson. (Also wth the data of subject 1 removed, who mght have been an outler, was ths dfference not sgnfcant). Although the correlaton between knaesthetc and combned thresholds s also not sgnfcant, t mght be that ths correlaton became sgnfcant f t were based on more subjects. A model n whch the most accurate source of nformaton alone determnes the percept n the combned stuaton can be charactersed as a wnner-take-all model. The predctve power of the two models can be compared by lookng at the RMS dfference between the predcted and measured thresholds for the two models. The RMS devaton from the measured thresholds for the wnner-take-all model (4. mm) s slghtly smaller than for the MLE model (4. mm). Therefore, t seems that a wnner-take-all model of cue combnaton (.e. combned percepton equals knaesthetc percepton n ths case) s more applcable to ths stuaton. However, n a stuaton of magntude estmaton n whch conflctng nformaton was present, t was found that the combned percept was determned by the nformaton source that provded the greater length, not necessarly the greater accuracy []. Ths s another clue that the MLE model does not apply to haptc length percepton. In concluson, we have shown that cutaneous length percepton s possble, and n some cases contrbutes a lttle to percepton of traversed dstance, but on average, percepton of traversed dstance s based on knaesthetc nformaton, whereas cutaneous nformaton can even have a dsruptve effect. The MLE model does not seem to apply to ths type of cue combnaton, although an outrght rejecton of ths model s not possble. ACKNOWLEDGEMENTS Ths work was supported by a grant from the Netherlands Organsaton for Scentfc Research (NWO) and by the Collaboratve Project no. 4887, THE Hand Emboded, wthn the FP7-ICT program Cogntve Systems and Robotcs. [] A. Hohmuth, W. D. Phllps, and H. VanRomer. A dscrepancy between two modes of haptc length percepton. Journal of Psychology, 9(1):79 87, [11] M. Hollns and A. K. Goble. Percepton of the length of voluntary movements. Somatosensory Research, (4):33 348, [1] J. Jastrow. The percepton of space by dsparate senses. Mnd, 11(44):39 4, [13] R. P. Kelvn. Dscrmnaton of sze by sght and touch. Quarterly Journal of Expermental Psychology, 6:3 34, 194. [14] R. P. Kelvn and A. Mulk. Dscrmnaton of length by sght and touch. Quarterly Journal of Expermental Psychology, (4):187 19, 198. [1] A. Kumazak, K. Terada, and A. Ito. Role of vson on haptc length percepton. In Proc. nd Jont EuroHaptcs Conference and Symposum on Haptc Interfaces for Vrtual Envronment and Teleoperator Systems, pages , Tsukuba, Japan, 7. IEEE. [16] M. Lanca and D. J. Bryant. Effect of orentaton n haptc reproducton of lne length. Perceptual and Motor Sklls, 8: , 199. [17] H. S. Langfeld. The dfferental spatal lmen for fnger span. Journal of Expermental Psychology, (6):416 43, [18] N. Langford, R. J. Hall, and R. A. Monty. Cutaneous percepton of a track produced by a movng pont across the skn. Journal of Expermental Psychology, 97(1):9 63, [19] R. Schellngerhout, A. W. Smtsman, and G. P. van Galen. Texture nformaton n tactual space percepton. Acta Psychologca, 99:93 114, [] S. S. Stevens and G. Stone. Fnger span: rato scale, category scale and JND scale. Journal of Expermental Psychology, 7():91 9, 199. [1] M. Teghtsoonan and R. Teghtsoonan. Seen and felt length. Psychonomc Scence, 3:46 466, 196. [] K. Terada, A. Kumazak, D. Myata, and A. Ito. Haptc length dsplay based on cutaneous-proproceptve ntegraton. Journal of Robotcs and Mechatroncs, 18(4): , 6. [3] J. T. Walker. Smple and contgent aftereffects n the knesthetc percepton of length. Journal of Expermental Psychology: Human Percepton and Performance, 4():94 31, [4] S. Wapner, J. Wenberg, J. A. Glck, and G. Rand. Effect of speed of movement on tactutal-knesthetc percepton of extent. Amercan Journal of Psychology, 8:68 613, [] B. L. Whtsel, O. Franzen, D. A. Dreyer, M. Hollns, M. Young, G. K. Essck, and C. Wong. Dependence of subjectve traverse length on velocty of movng tactle stmul. Somatosensory Research, 3(3):18 196, REFERENCES [1] E. Abravanel. The synthess of length wthn and between perceptual systems. Percepton & Psychophyscs, 9(4):37 38, [] L. Armstrong and L. E. Marks. Haptc percepton of lnear extent. Percepton & Psychophyscs, 61(6):111 16, [3] L. J. Berryman, J. M. Yau, and S. S. Hsao. Representaton of object sze n the somatosensory system. Journal of Neurophysology, 96:7 39, 6. [4] M.-F. Cheng. Tactle-knesthetc percepton of length. Amercan Journal of Psychology, 81:74 8, [] R. S. Davdon and M.-F. H. Cheng. Apparent dstance n a horzontal plane wth tactle-knesthetc stmul. Quarterly Journal of Expermental Psychology, 16:77 81, [6] A. G. Detze. Knaesthetc dscrmnaton: the dfference lmen for fnger span. Journal of Psychology, 1(16 168), [7] N. I. Durlach, L. A. Delhorne, A. Wong, W. Y. Ko, W. M. Rabnowtz, and J. Hollerbach. Manual dscrmnaton and dentfcaton of length by the fnger-span method. Percepton & Psychophyscs, 46(1):9 38, [8] M. O. Ernst and H. H. Bülthoff. Mergng the senses nto a robust percept. Trends n Cogntve Scences, 8(4):16 169, 4. [9] H. F. Gaydos. Senstvty n the judgment of sze by fnger-span. Amercan Journal of Psychology, 71:7 6,
Integration of sensory information within touch and across modalities
Integraton of sensory nformaton wthn touch and across modaltes Marc O. Ernst, Jean-Perre Brescan, Knut Drewng & Henrch H. Bülthoff Max Planck Insttute for Bologcal Cybernetcs 72076 Tübngen, Germany marc.ernst@tuebngen.mpg.de
More informationUsing the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures
Usng the Perpendcular Dstance to the Nearest Fracture as a Proxy for Conventonal Fracture Spacng Measures Erc B. Nven and Clayton V. Deutsch Dscrete fracture network smulaton ams to reproduce dstrbutons
More informationARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx
Neuropsychologa xxx (200) xxx xxx Contents lsts avalable at ScenceDrect Neuropsychologa journal homepage: www.elsever.com/locate/neuropsychologa Storage and bndng of object features n vsual workng memory
More informationParameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores
Parameter Estmates of a Random Regresson Test Day Model for Frst Three actaton Somatc Cell Scores Z. u, F. Renhardt and R. Reents Unted Datasystems for Anmal Producton (VIT), Hedeweg 1, D-27280 Verden,
More informationEncoding processes, in memory scanning tasks
vlemory & Cognton 1976,4 (5), 501 506 Encodng processes, n memory scannng tasks JEFFREY O. MILLER and ROBERT G. PACHELLA Unversty of Mchgan, Ann Arbor, Mchgan 48101, Three experments are presented that
More information310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16
310 Int'l Conf. Par. and Dst. Proc. Tech. and Appl. PDPTA'16 Akra Sasatan and Hrosh Ish Graduate School of Informaton and Telecommuncaton Engneerng, Toka Unversty, Mnato, Tokyo, Japan Abstract The end-to-end
More informationThe Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis
The Lmts of Indvdual Identfcaton from Sample Allele Frequences: Theory and Statstcal Analyss Peter M. Vsscher 1 *, Wllam G. Hll 2 1 Queensland Insttute of Medcal Research, Brsbane, Australa, 2 Insttute
More informationAn expressive three-mode principal components model for gender recognition
Journal of Vson (4) 4, 36-377 http://journalofvson.org/4/5// 36 An expressve three-mode prncpal components model for gender recognton James W. Davs Hu Gao Department of Computer and Informaton Scence,
More informationInternational Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS)
Internatonal Assocaton of Scentfc Innovaton and Research (IASIR (An Assocaton Unfyng the Scences, Engneerng, and Appled Research Internatonal Journal of Emergng Technologes n Computatonal and Appled Scences
More informationAn Introduction to Modern Measurement Theory
An Introducton to Modern Measurement Theory Ths tutoral was wrtten as an ntroducton to the bascs of tem response theory (IRT) modelng and ts applcatons to health outcomes measurement for the Natonal Cancer
More informationINITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE
INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE Wang Yng, Lu Xaonng, Ren Zhhua, Natonal Meteorologcal Informaton Center, Bejng, Chna Tel.:+86 684755, E-mal:cdcsjk@cma.gov.cn Abstract From, n Chna meteorologcal
More informationTHE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II
Name: Date: THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II The normal dstrbuton can be used n ncrements other than half-standard devatons. In fact, we can use ether our calculators or tables
More informationOptimal Planning of Charging Station for Phased Electric Vehicle *
Energy and Power Engneerng, 2013, 5, 1393-1397 do:10.4236/epe.2013.54b264 Publshed Onlne July 2013 (http://www.scrp.org/ournal/epe) Optmal Plannng of Chargng Staton for Phased Electrc Vehcle * Yang Gao,
More informationA GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel,
A GEOGRAPHICAL AD STATISTICAL AALYSIS OF LEUKEMIA DEATHS RELATIG TO UCLEAR POWER PLATS Whtney Thompson, Sarah McGnns, Darus McDanel, Jean Sexton, Rebecca Pettt, Sarah Anderson, Monca Jackson ABSTRACT:
More informationNon-linear Multiple-Cue Judgment Tasks
Non-lnear Multple-Cue Tasks Anna-Carn Olsson (anna-carn.olsson@psy.umu.se) Department of Psychology, Umeå Unversty SE-09 87, Umeå, Sweden Tommy Enqvst (tommy.enqvst@psyk.uu.se) Department of Psychology,
More informationIncorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015
Incorrect Belefs Overconfdence Econ 1820: Behavoral Economcs Mark Dean Sprng 2015 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty
More informationInvestigation of zinc oxide thin film by spectroscopic ellipsometry
VNU Journal of Scence, Mathematcs - Physcs 24 (2008) 16-23 Investgaton of znc oxde thn flm by spectroscopc ellpsometry Nguyen Nang Dnh 1, Tran Quang Trung 2, Le Khac Bnh 2, Nguyen Dang Khoa 2, Vo Th Ma
More informationPhysical Model for the Evolution of the Genetic Code
Physcal Model for the Evoluton of the Genetc Code Tatsuro Yamashta Osamu Narkyo Department of Physcs, Kyushu Unversty, Fukuoka 8-856, Japan Abstract We propose a physcal model to descrbe the mechansms
More informationPrediction of Total Pressure Drop in Stenotic Coronary Arteries with Their Geometric Parameters
Tenth Internatonal Conference on Computatonal Flud Dynamcs (ICCFD10), Barcelona, Span, July 9-13, 2018 ICCFD10-227 Predcton of Total Pressure Drop n Stenotc Coronary Arteres wth Ther Geometrc Parameters
More informationStudy and Comparison of Various Techniques of Image Edge Detection
Gureet Sngh et al Int. Journal of Engneerng Research Applcatons RESEARCH ARTICLE OPEN ACCESS Study Comparson of Varous Technques of Image Edge Detecton Gureet Sngh*, Er. Harnder sngh** *(Department of
More informationJoint Modelling Approaches in diabetes research. Francisco Gude Clinical Epidemiology Unit, Hospital Clínico Universitario de Santiago
Jont Modellng Approaches n dabetes research Clncal Epdemology Unt, Hosptal Clínco Unverstaro de Santago Outlne 1 Dabetes 2 Our research 3 Some applcatons Dabetes melltus Is a serous lfe-long health condton
More informationSparse Representation of HCP Grayordinate Data Reveals. Novel Functional Architecture of Cerebral Cortex
1 Sparse Representaton of HCP Grayordnate Data Reveals Novel Functonal Archtecture of Cerebral Cortex X Jang 1, Xang L 1, Jngle Lv 2,1, Tuo Zhang 2,1, Shu Zhang 1, Le Guo 2, Tanmng Lu 1* 1 Cortcal Archtecture
More informationModeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of
Appled Mathematcal Scences, Vol. 7, 2013, no. 41, 2047-2053 HIKARI Ltd, www.m-hkar.com Modelng Mult Layer Feed-forward Neural Network Model on the Influence of Hypertenson and Dabetes Melltus on Famly
More informationTHE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION.
MET9401 SE 10May 2000 Page 13 of 154 2 SYNOPSS MET9401 SE THE NATURAL HSTORY AND THE EFFECT OF PVMECLLNAM N LOWER URNARY TRACT NFECTON. L A study of the natural hstory and the treatment effect wth pvmecllnam
More informationA Novel artifact for evaluating accuracies of gear profile and pitch measurements of gear measuring instruments
A Novel artfact for evaluatng accuraces of gear profle and ptch measurements of gear measurng nstruments Sonko Osawa, Osamu Sato, Yohan Kondo, Toshyuk Takatsuj (NMIJ/AIST) Masaharu Komor (Kyoto Unversty)
More informationPerceptual image quality: Effects of tone characteristics
Journal of Electronc Imagng 14(2), 023003 (Apr Jun 2005) Perceptual mage qualty: Effects of tone characterstcs Peter B. Delahunt Exponent Inc. 149 Commonwealth Drve Menlo Park, Calforna 94025 Xueme Zhang
More informationMichael Dorman Department of Speech and Hearing Science, Arizona State University, Tempe, Arizona 85287
Speech recognton by normal-hearng and cochlear mplant lsteners as a functon of ntensty resoluton Phlpos C. Lozou a) Department of Electrcal Engneerng, Unversty of Texas at Dallas, Rchardson, Texas 75083-0688
More informationAppendix for. Institutions and Behavior: Experimental Evidence on the Effects of Democracy
Appendx for Insttutons and Behavor: Expermental Evdence on the Effects of Democrac 1. Instructons 1.1 Orgnal sessons Welcome You are about to partcpate n a stud on decson-makng, and ou wll be pad for our
More information(From the Gastroenterology Division, Cornell University Medical College, New York 10021)
ROLE OF HEPATIC ANION-BINDING PROTEIN IN BROMSULPHTHALEIN CONJUGATION* BY N. KAPLOWITZ, I. W. PERC -ROBB,~ ANn N. B. JAVITT (From the Gastroenterology Dvson, Cornell Unversty Medcal College, New York 10021)
More informationNUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 TIANHONG ZHOU
NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 by TIANHONG ZHOU B.S., Chna Agrcultural Unversty, 2003 M.S., Chna Agrcultural Unversty, 2006 A THESIS submtted n partal fulfllment of the requrements
More informationWhat Determines Attitude Improvements? Does Religiosity Help?
Internatonal Journal of Busness and Socal Scence Vol. 4 No. 9; August 2013 What Determnes Atttude Improvements? Does Relgosty Help? Madhu S. Mohanty Calforna State Unversty-Los Angeles Los Angeles, 5151
More informationMuscle Activating Force Detection Using Surface Electromyography
Muscle force, F v (v m ) (Fracton of maxmum sometrc force) Muscle force, F l (l m ) (Fracton of maxmum sometrc force) Muscle Actvatng Force Detecton Usng Surface Electromyography Saran KEERATIHATTAYAKORN
More informationADDITIVE MAIN EFFECTS AND MULTIPLICATIVE INTERACTION (AMMI) ANALYSIS OF GRAIN YIELD STABILITY IN EARLY DURATION RICE ABSTRACT
Bose et al., The Journal of Anmal & Plant Scences, 4(6): 014, Page: J. 1885-1897 Anm. Plant Sc. 4(6):014 ISSN: 1018-7081 ADDITIVE MAIN EFFECTS AND MULTIPLICATIVE INTERACTION (AMMI) ANALYSIS OF GRAIN YIELD
More informationThe Influence of the Isomerization Reactions on the Soybean Oil Hydrogenation Process
Unversty of Belgrade From the SelectedWorks of Zeljko D Cupc 2000 The Influence of the Isomerzaton Reactons on the Soybean Ol Hydrogenaton Process Zeljko D Cupc, Insttute of Chemstry, Technology and Metallurgy
More informationRichard Williams Notre Dame Sociology Meetings of the European Survey Research Association Ljubljana,
Rchard Wllams Notre Dame Socology rwllam@nd.edu http://www.nd.edu/~rwllam Meetngs of the European Survey Research Assocaton Ljubljana, Slovena July 19, 2013 Comparng Logt and Probt Coeffcents across groups
More informationFast Algorithm for Vectorcardiogram and Interbeat Intervals Analysis: Application for Premature Ventricular Contractions Classification
Fast Algorthm for Vectorcardogram and Interbeat Intervals Analyss: Applcaton for Premature Ventrcular Contractons Classfcaton Irena Jekova, Vessela Krasteva Centre of Bomedcal Engneerng Prof. Ivan Daskalov
More informationStatistical Analysis on Infectious Diseases in Dubai, UAE
Internatonal Journal of Preventve Medcne Research Vol. 1, No. 4, 015, pp. 60-66 http://www.ascence.org/journal/jpmr Statstcal Analyss on Infectous Dseases 1995-013 n Duba, UAE Khams F. G. 1, Hussan H.
More informationPrototypes in the Mist: The Early Epochs of Category Learning
Journal of Expermental Psychology: Learnng, Memory, and Cognton 1998, Vol. 24, No. 6, 1411-1436 Copyrght 1998 by the Amercan Psychologcal Assocaton, Inc. 0278-7393/98/S3.00 Prototypes n the Mst: The Early
More informationEVALUATION OF BULK MODULUS AND RING DIAMETER OF SOME TELLURITE GLASS SYSTEMS
Chalcogende Letters Vol. 12, No. 2, February 2015, p. 67-74 EVALUATION OF BULK MODULUS AND RING DIAMETER OF SOME TELLURITE GLASS SYSTEMS R. EL-MALLAWANY a*, M.S. GAAFAR b, N. VEERAIAH c a Physcs Dept.,
More informationPrice linkages in value chains: methodology
Prce lnkages n value chans: methodology Prof. Trond Bjorndal, CEMARE. Unversty of Portsmouth, UK. and Prof. José Fernández-Polanco Unversty of Cantabra, Span. FAO INFOSAMAK Tangers, Morocco 14 March 2012
More informationA Geometric Approach To Fully Automatic Chromosome Segmentation
A Geometrc Approach To Fully Automatc Chromosome Segmentaton Shervn Mnaee ECE Department New York Unversty Brooklyn, New York, USA shervn.mnaee@nyu.edu Mehran Fotouh Computer Engneerng Department Sharf
More informationA hybrid brain-computer interface combining the EEG and NIRS. Ma, L; Zhang, L; Wang, L; Xu, M; Qi, H; Wan, B; Ming, D; Hu, Y
Ttle A hybrd bran-computer nterface combnng the EEG and NIRS Author(s) Ma, L; Zhang, L; Wang, L; Xu, M; Q, H; Wan, B; Mng, D; Hu, Y Ctaton The 2012 IEEE Internatonal Conference on Vrtual Envronments, Human-Computer
More informationRHEUMATOID ARTHRITIS PATIENTS CANNOT ACCURATELY REPORT SIGNS OF INFLAMMATORY ACTIVITY
Brtsh Journal of Rheumatology 995;4:547-55 RHEUMATOID ARTHRITIS PATIENTS CANNOT ACCURATELY REPORT SIGNS OF INFLAMMATORY ACTIVITY S. E. HEWLETT, J. HAYNES, L. SHEPSTONE and J. R. KIRWAN Unversty of Brstol
More informationModeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana
Internatonal Journal of Appled Scence and Technology Vol. 5, No. 6; December 2015 Modelng the Survval of Retrospectve Clncal Data from Prostate Cancer Patents n Komfo Anokye Teachng Hosptal, Ghana Asedu-Addo,
More informationThis article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and
Ths artcle appeared n a journal publshed by Elsever. The attached copy s furnshed to the author for nternal non-commercal research and educaton use, ncludng for nstructon at the authors nsttuton and sharng
More informationMuscle Synergy Analysis Between Young and Elderly People in Standing-Up Motion
An, Q., Ikemoto, Y., and Asama, H. Paper: Muscle Synergy Analyss Between Young and Elderly People n Standng-Up Moton Q An, Yusuke Ikemoto, and Hajme Asama The Unversty of Tokyo 7-3-1 Hongo, Bunkyou-ku,
More informationJ. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander
2?Hr a! A Report of Research on o ^^ -^~" r" THE STABILITY OF AUTOKINETIC JUDGMENTS J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander A techncal report made under ONR Contract Nonr-475(01) between
More informationISOBARIC VAPOR-LIQUID EQUILIBRIUM FOR THE BINARY MIXTURE OF ETHANOL (1) + 1-HEXANOL (2) AT 100 kpa
ISOBARIC VAPOR-LIQUID EQUILIBRIUM FOR THE BINARY MIXTURE OF ETHANOL (1) + 1-HEXANOL (2) AT 100 Pa Dhon Hartanto 1), Asall Mustan 2), Bayu Trwbowo 1), Aula Septan Muta 1) 1) Department of Chemcal Engneerng,
More informationCopy Number Variation Methods and Data
Copy Number Varaton Methods and Data Copy number varaton (CNV) Reference Sequence ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA Populaton ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA ACCTGCAATGAT TTGCAACGTTAGGCA
More informationEffects of Estrogen Contamination on Human Cells: Modeling and Prediction Based on Michaelis-Menten Kinetics 1
J. Water Resource and Protecton, 009,, 6- do:0.6/warp.009.500 Publshed Onlne ovember 009 (http://www.scrp.org/ournal/warp) Effects of Estrogen Contamnaton on Human Cells: Modelng and Predcton Based on
More informationBalanced Query Methods for Improving OCR-Based Retrieval
Balanced Query Methods for Improvng OCR-Based Retreval Kareem Darwsh Electrcal and Computer Engneerng Dept. Unversty of Maryland, College Park College Park, MD 20742 kareem@glue.umd.edu Douglas W. Oard
More informationA Mathematical Model of the Cerebellar-Olivary System II: Motor Adaptation Through Systematic Disruption of Climbing Fiber Equilibrium
Journal of Computatonal Neuroscence 5, 71 90 (1998) c 1998 Kluwer Academc Publshers. Manufactured n The Netherlands. A Mathematcal Model of the Cerebellar-Olvary System II: Motor Adaptaton Through Systematc
More informationDoes reporting heterogeneity bias the measurement of health disparities?
HEDG Workng Paper 06/03 Does reportng heterogenety bas the measurement of health dspartes? Teresa Bago d Uva Eddy Van Doorslaer Maarten Lndeboom Owen O Donnell Somnath Chatterj March 2006 ISSN 1751-1976
More informationUsing Past Queries for Resource Selection in Distributed Information Retrieval
Purdue Unversty Purdue e-pubs Department of Computer Scence Techncal Reports Department of Computer Scence 2011 Usng Past Queres for Resource Selecton n Dstrbuted Informaton Retreval Sulleyman Cetntas
More informationEFFECTS OF FEEDBACK CONTROL ON SLOW CORTICAL POTENTIALS AND RANDOM EVENTS
Hnterberger, Houtkooper, & Kotchoubey EFFECTS OF FEEDBACK CONTROL ON SLOW CORTICAL POTENTIALS AND RANDOM EVENTS Thlo Hnterberger 1, Joop M. Houtkooper 2, & Bors Kotchoubey 1 1 Insttute of Medcal Psychology
More informationProject title: Mathematical Models of Fish Populations in Marine Reserves
Applcaton for Fundng (Malaspna Research Fund) Date: November 0, 2005 Project ttle: Mathematcal Models of Fsh Populatons n Marne Reserves Dr. Lev V. Idels Unversty College Professor Mathematcs Department
More informationThe High way code. the guide to safer, more enjoyable drug use. (alcohol)
The Hgh way code the gude to safer, more enjoyable drug use (alcohol) ntroducng the GDS Hgh Way Code GDS knows pleasure drves drug use, not the avodance of harm. As far as we know no gude has ever outlned
More informationN-back Training Task Performance: Analysis and Model
N-back Tranng Task Performance: Analyss and Model J. Isaah Harbson (jharb@umd.edu) Center for Advanced Study of Language and Department of Psychology, Unversty of Maryland 7005 52 nd Avenue, College Park,
More informationMaize Varieties Combination Model of Multi-factor. and Implement
Maze Varetes Combnaton Model of Mult-factor and Implement LIN YANG,XIAODONG ZHANG,SHAOMING LI Department of Geographc Informaton Scence Chna Agrcultural Unversty No. 17 Tsnghua East Road, Bejng 100083
More informationAerobics Training for Athletes Limb Joints and Research on the Effects of the Characteristics of the Strength
Send Orders for Reprnts to reprnts@benthamscence.ae The Open Cybernetcs & Systemcs Journal, 05, 9, 05-0 05 Open Access Aerobcs Tranng for Athletes Lmb Jonts and Research on the Effects of the Characterstcs
More informationExperimental Study of Dielectric Properties of Human Lung Tissue in Vitro
Journal of Medcal and Bologcal Engneerng, 34(6): 598-64 598 Expermental Study of Delectrc Propertes of Human Lung Tssue n Vtro Je-Ran Wang 1 Ben-Yuan Sun 1 Hua-Xang Wang 1,* Shan Pang 1 Xao Xu Qng Sun
More informationSubject-Adaptive Real-Time Sleep Stage Classification Based on Conditional Random Field
Subject-Adaptve Real-Tme Sleep Stage Classfcaton Based on Condtonal Random Feld Gang Luo, PhD, Wanl Mn, PhD IBM TJ Watson Research Center, Hawthorne, NY {luog, wanlmn}@usbmcom Abstract Sleep stagng s the
More information[ ] + [3] i 1 1. is the density of the vegetable oil, R is the universal gas constant, T r. is the reduced temperature, and F c
Densty and Vscosty of Vegetable Ols C.M. Rodenbush a, F.H. Hseh b, and D.S. Vswanath a, * Departments of a Chemcal Engneerng and b Bologcal and Agrcultural Engneerng, Unversty of Mssour-Columba, Columba,
More informationMathematical model of fish schooling behaviour in a set-net
ICES Journal of Marne Scence, 61: 114e13 (004) do:10.1016/j.cesjms.004.07.009 Mathematcal model of fsh schoolng behavour n a set-net Tsutomu Takag, Yutaka Mortom, Jyun Iwata, Hrosh Nakamne, and Nobuo Sannomya
More informationII. Key stimuli in avoidance learning
Anmal Learnng & Behavor 1986, 14 (/), 101-109 Ethologcal analyss of predator avodance by the paradse fsh (Macropodus operculars L.): II. Key stmul n avodance learnng V. CSANYI L. Eotvos Unversty of Budapest.
More informationThe effect of salvage therapy on survival in a longitudinal study with treatment by indication
Research Artcle Receved 28 October 2009, Accepted 8 June 2010 Publshed onlne 30 August 2010 n Wley Onlne Lbrary (wleyonlnelbrary.com) DOI: 10.1002/sm.4017 The effect of salvage therapy on survval n a longtudnal
More informationHYPEIIGLTCAEMIA AS A MENDELIAN P~ECESSIVE CHAI~ACTEP~ IN MICE.
HYPEGLTCAEMA AS A MENDELAN P~ECESSVE CHA~ACTEP~ N MCE. BY P. J. CAM~CDGE, M.D. (LEND.), 32 Nottngham Place, Ma~'y~ebone, London, W, 1, AND H. A. H. {OWAZD, B.So. (Lol, m.). h'~ the course of an nvestgaton
More informationHIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi
Unversty of Pennsylvana ScholarlyCommons PSC Workng Paper Seres 7-29-20 HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande RAND Corporaton, Nova School of Busness and Economcs
More informationBimodal Score Distributions and the MBTI: Fact or Artifact?
Paper presented at the 2001 (Aprl Annual Conference of the Socety for Industral and Organzatonal Psychology, San Dego. Bmodal Score Dstrbutons and the MBTI: Fact or Artfact? Tammy L. Bess and Robert J.
More informationLateral Transfer Data Report. Principal Investigator: Andrea Baptiste, MA, OT, CIE Co-Investigator: Kay Steadman, MA, OTR, CHSP. Executive Summary:
Samar tmed c ali ndus t r esi nc 55Fl em ngdr ve, Un t#9 Cambr dge, ON. N1T2A9 T el. 18886582206 Ema l. nf o@s amar t r ol l boar d. c om www. s amar t r ol l boar d. c om Lateral Transfer Data Report
More informationEXAMINATION OF THE DENSITY OF SEMEN AND ANALYSIS OF SPERM CELL MOVEMENT. 1. INTRODUCTION
JOURNAL OF MEDICAL INFORMATICS & TECHNOLOGIES Vol.3/00, ISSN 64-6037 Łukasz WITKOWSKI * mage enhancement, mage analyss, semen, sperm cell, cell moblty EXAMINATION OF THE DENSITY OF SEMEN AND ANALYSIS OF
More informationHIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi
HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande Unversty of Essex and RAND Corporaton Hans-Peter Kohler Unversty of Pennsylvanna January 202 Abstract We use probablstc expectatons
More informationSemantics and image content integration for pulmonary nodule interpretation in thoracic computed tomography
Semantcs and mage content ntegraton for pulmonary nodule nterpretaton n thoracc computed tomography Danela S. Racu a, Ekarn Varutbangkul a, Jane G. Csneros a, Jacob D. Furst a, Davd S. Channn b, Samuel
More information4.2 Scheduling to Minimize Maximum Lateness
4. Schedulng to Mnmze Maxmum Lateness Schedulng to Mnmzng Maxmum Lateness Mnmzng lateness problem. Sngle resource processes one ob at a tme. Job requres t unts of processng tme and s due at tme d. If starts
More informationThe High way code. the guide to safer, more enjoyable drug use [GHB] Who developed it?
The Hgh way code the gude to safer, more enjoyable drug use [] Who developed t? What s t? The frst gude to safer drug use voted for by people who take drugs. How was t was developed? GDS asked loads of
More informationA Linear Regression Model to Detect User Emotion for Touch Input Interactive Systems
2015 Internatonal Conference on Affectve Computng and Intellgent Interacton (ACII) A Lnear Regresson Model to Detect User Emoton for Touch Input Interactve Systems Samt Bhattacharya Dept of Computer Scence
More informationThe Assessment of Evoked Potenfiol Contrast Thresholds Using Real-Time Retrieval
June 1964 Vol. 25/6 nvestgatve Ophthalmology & Vsual Scence Journal of Dosc and Clncal Research rtcles The ssessment of Evoked Potenfol Contrast Thresholds Usng Real-Tme Retreval Wllam H. Seple,* Mark
More informationMyocardial Mural Thickness During the Cardiac Cycle
Myocardal Mural Thckness Durng the Cardac Cycle By Erc O. Fegl, M.D., and Donald L. Fry, M.D. An understandng of the relatonshp between forces and veloctes of contracton n muscle fbers to the pressures
More informationArithmetic Average: Sum of all precipitation values divided by the number of stations 1 n
Char of ssgnment Suggested soluton PRCIPITTION Task (Charactersaton of the study area) rea: 43.3 km 2 Rver length: 0.296 km Hghest pont: 346 m a.s.l. Lowest pont (staton elevaton): 668 m a.s.l. Domnant
More informationIntersegmental dynamics of the lower limb in vertical jumps
Journal of echancal Scence and Technology 5 (7) (11) 1817~18 www.sprngerlnk.com/content/178-9x DOI 1.17/s1-11-51-y Intersegmental dynamcs of the lower lmb n vertcal jumps Young-Kwan Km 1 and Yoon Hyuk
More informationAn Approach to Discover Dependencies between Service Operations*
36 JOURNAL OF SOFTWARE VOL. 3 NO. 9 DECEMBER 2008 An Approach to Dscover Dependences between Servce Operatons* Shuyng Yan Research Center for Grd and Servce Computng Insttute of Computng Technology Chnese
More informationKNEE FLEXION (STANDING, LYING AND SITTING)
KNEE FLEXION (STANDING, LYING AND SITTING) Am To be able to safely and effectvely teach and supervse knee flexon exercses as prescrbed To understand the reasons for knee flexon exercses To be able to dentfy
More informationTOPICS IN HEALTH ECONOMETRICS
TOPICS IN HEALTH ECONOMETRICS By VIDHURA SENANI BANDARA WIJAYAWARDHANA TENNEKOON A dssertaton submtted n partal fulfllment of the requrements for the degree of DOCTOR OF PHILOSOPHY WASHINGTON STATE UNIVERSITY
More informationClinging to Beliefs: A Constraint-satisfaction Model
Clngng to Belefs: A Constrant-satsfacton Model Thomas R. Shultz (shultz@psych.mcgll.ca) Department of Psychology; McGll Unversty Montreal, QC H3C 1B1 Canada Jacques A. Katz (jakatz@cnbc.cmu.edu) Department
More informationHERMAN AGUINIS University of Colorado at Denver. SCOTT A. PETERSEN U.S. Military Academy at West Point. CHARLES A. PIERCE Montana State University
ORGANIZATIONAL Aguns et al. / MODERATING RESEARCH EFFECTS METHODS Apprasal of the Homogenety of Error Varance Assumpton and Alternatves to Multple Regresson for Estmatng Moderatng Effects of Categorcal
More informationStudy on Psychological Crisis Evaluation Combining Factor Analysis and Neural Networks *
Psychology 2011. Vol.2, No.2, 138-142 Copyrght 2011 ScRes. DOI:10.4236/psych.2011.22022 Study on Psychologcal Crss Evaluaton Combnng Factor Analyss and Neural Networks * Hu Ln 1, Yngb Zhang 1, Hengqng
More informationOptimization of Neem Seed Oil Extraction Process Using Response Surface Methodology
ISSN 4-186 (Paper) ISSN 5-091 (Onlne) Vol., No.6, 01 Optmzaton of Neem Seed Ol Extracton Process Usng Response Surface Methodology Tunmse Latfat Adewoye 1 and Oladpupo Olaosebkan Ogunleye 1 Department
More informationInverted-U and Inverted-J Effects in Self-Referenced Decisions
Inverted-U and Inverted-J Effects n Self-Referenced Decsons Kenpe SHIINA (shnaatwaseda.jp) Department of Educatonal Psychology, Waseda Unversty, Tokyo, Japan Abstract Ratng one s own personalty trats s
More informationSingle-Case Designs and Clinical Biofeedback Experimentation
Bofeedback and Self-Regulaton, VoL 2, No. 3, 1977 Sngle-Case Desgns and Clncal Bofeedback Expermentaton Davd H. Barow: Brown Unversty and Butler Hosptal Edward B. Blanchard Unversty of Tennessee Medcal
More informationFAST DETECTION OF MASSES IN MAMMOGRAMS WITH DIFFICULT CASE EXCLUSION
computng@tanet.edu.te.ua www.tanet.edu.te.ua/computng ISSN 727-6209 Internatonal Scentfc Journal of Computng FAST DETECTION OF MASSES IN MAMMOGRAMS WITH DIFFICULT CASE EXCLUSION Gábor Takács ), Béla Patak
More informationAlma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA
Alma Mater Studorum Unverstà d Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Cclo XXVII Settore Concorsuale d afferenza: 13/D1 Settore Scentfco dscplnare: SECS-S/02
More informationDesperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract
Desperaton or Desre? The Role of Rsk Averson n Marrage Chrsty Spvey, Ph.D. * forthcomng, Economc Inury Abstract Because of the uncertanty nherent n searchng for a spouse and the uncertanty of the future
More informationCombined Temporal and Spatial Filter Structures for CDMA Systems
Combned Temporal and Spatal Flter Structures for CDMA Systems Ayln Yener WINLAB, Rutgers Unversty yener@wnlab.rutgers.edu Roy D. Yates WINLAB, Rutgers Unversty ryates@wnlab.rutgers.edu Sennur Ulukus AT&T
More informationShape-based Retrieval of Heart Sounds for Disease Similarity Detection Tanveer Syeda-Mahmood, Fei Wang
Shape-based Retreval of Heart Sounds for Dsease Smlarty Detecton Tanveer Syeda-Mahmood, Fe Wang 1 IBM Almaden Research Center, 650 Harry Road, San Jose, CA 95120. {stf,wangfe}@almaden.bm.com Abstract.
More informationUsing a Wavelet Representation for Classification of Movement in Bed
Usng a Wavelet Representaton for Classfcaton of Movement n Bed Adrana Morell Adam Depto. de Matemátca e Estatístca Unversdade de Caxas do Sul Caxas do Sul RS E-mal: amorell@ucs.br André Gustavo Adam Depto.
More informationLEG EXERCISES 1. To be able to teach and supervise a service user undertaking prescribed leg exercises
LEG EXERCISES 1 Am To be able to teach and supervse a servce user undertakng prescrbed leg exercses To be able to recognse the sgns of muscle fatgue Thngs to note Sgns of fatgue shakng, tredness, achng,
More informationWere the babies switched? The Genetics of Blood Types i
Were the babes swtched? The Genetcs of Blood Types Two couples had babes on the same day n the same hosptal. Dense and Earnest had a grl, Tonja. Danelle and Mchael had twns, a boy, Mchael, Jr., and a grl,
More informationWHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS
WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS ELLIOTT PARKER and JEANNE WENDEL * Department of Economcs, Unversty of Nevada, Reno, NV, USA SUMMARY Ths paper examnes the econometrc
More informationA New Machine Learning Algorithm for Breast and Pectoral Muscle Segmentation
Avalable onlne www.ejaet.com European Journal of Advances n Engneerng and Technology, 2015, 2(1): 21-29 Research Artcle ISSN: 2394-658X A New Machne Learnng Algorthm for Breast and Pectoral Muscle Segmentaton
More informationEvaluation of the generalized gamma as a tool for treatment planning optimization
Internatonal Journal of Cancer Therapy and Oncology www.jcto.org Evaluaton of the generalzed gamma as a tool for treatment plannng optmzaton Emmanoul I Petrou 1,, Ganesh Narayanasamy 3, Eleftheros Lavdas
More information