124 research outputs found

    Self-Regulation Therapy to Reproduce Drug Effects: A Suggestion Technique to Change Personality and the DRD3 Gene Expression

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    This study proposes a strategy, based on self-regulation therapy, to change personality and its biological substrate, the DRD3 gene expression. It has been demonstrated that acute doses of stimulating drugs, like methylphenidate, are able to change personality and the expression of certain genes in the short term. On the other hand, self-regulation therapy has been proven to reproduce the effects of drugs. Thus, it is feasible to hope that self-regulation therapy is equally effective as methylphenidate in changing personality and the gene expression. This is a preliminary study with a single-case experimental design with replication in which 2 subjects participated. The results and potential implications for research and psychotherapy are discussed.Amigó Borrás, S.; Caselles Moncho, A.; Micó Ruiz, JC. (2013). Self-Regulation Therapy to Reproduce Drug Effects: A Suggestion Technique to Change Personality and the DRD3 Gene Expression. International Journal of Clinical and Experimental Hypnosis. 61(3):282-304. doi:10.1080/00207144.2013.784094S282304613Accili, D., Fishburn, C. S., Drago, J., Steiner, H., Lachowicz, J. E., Park, B. H., … Fuchs, S. (1996). A targeted mutation of the D3 dopamine receptor gene is associated with hyperactivity in mice. Proceedings of the National Academy of Sciences, 93(5), 1945-1949. doi:10.1073/pnas.93.5.1945Amigó, S., Caselles, A., & Micó, J. C. (2008). A dynamic extraversion model. The brain’s response to a single dose of a stimulant drug. British Journal of Mathematical and Statistical Psychology, 61(1), 211-231. doi:10.1348/000711007x185514Amigó, S., Caselles, A., & Micó, J. C. (2010). General Factor of Personality Questionnaire (GFPQ): Only one Factor to Understand Personality? The Spanish journal of psychology, 13(1), 5-17. doi:10.1017/s1138741600003644Barbanti, P., Bronzetti, E., Ricci, A., Cerbo, R., Fabbrini, G., Buzzi, M. G., … Lenzi, G. L. (1996). Increased density of dopamine D5 receptor in peripheral blood lymphocytes of migraineurs: a marker for migraine? Neuroscience Letters, 207(2), 73-76. doi:10.1016/0304-3940(96)12491-5Barbanti, P., Fabbrini, G., Ricci, A., Bruno, G., Cerbo, R., Bronzetti, E., … Luigi Lenzi, G. (2000). Reduced density of dopamine D2-like receptors on peripheral blood lymphocytes in Alzheimer’s disease. Mechanisms of Ageing and Development, 120(1-3), 65-75. doi:10.1016/s0047-6374(00)00183-4Barbanti, P., Fabbrini, G., Ricci, A., Pascali, M. P., Bronzetti, E., Amenta, F., … Cerbo, R. (2000). Migraine Patients Show an Increased Density of Dopamine D3 and D4 Receptors on Lymphocytes. Cephalalgia, 20(1), 15-19. doi:10.1046/j.1468-2982.2000.00001.xBarr, G. A., Sharpless, N. S., Cooper, S., Schiff, S. R., Paredes, W., & Bridger, W. H. (1983). Classical conditioning, decay and extinction of cocaine-induced hyperactivity and stereotypy. Life Sciences, 33(14), 1341-1351. doi:10.1016/0024-3205(83)90817-2Baumann, F. (1970). Hypnosis and the Adolescent Drug Abuser. American Journal of Clinical Hypnosis, 13(1), 17-21. doi:10.1080/00029157.1970.10402074Bayot, A., Capafons, A., & Cardeña, E. (1997). Emotional Self-Regulation Therapy: A New and Efficacious Treatment for Smoking. American Journal of Clinical Hypnosis, 40(2), 146-156. doi:10.1080/00029157.1997.10403418Berke, J. D., Paletzki, R. F., Aronson, G. J., Hyman, S. E., & Gerfen, C. R. (1998). A Complex Program of Striatal Gene Expression Induced by Dopaminergic Stimulation. The Journal of Neuroscience, 18(14), 5301-5310. doi:10.1523/jneurosci.18-14-05301.1998Blachly, P. H. (1971). An «Electric Needle» for Aversive Conditioning of the Needle Ritual. International Journal of the Addictions, 6(2), 327-328. doi:10.3109/10826087109057791Brown, E., Robertson, G., & Fibiger, H. (1992). Evidence for conditional neuronal activation following exposure to a cocaine-paired environment: role of forebrain limbic structures. The Journal of Neuroscience, 12(10), 4112-4121. doi:10.1523/jneurosci.12-10-04112.1992Caine, S., & Koob, G. (1993). Modulation of cocaine self-administration in the rat through D-3 dopamine receptors. Science, 260(5115), 1814-1816. doi:10.1126/science.8099761Capafons, A., & Amigoó, S. (1995). Emotional Self-Regulation Therapy for Smoking Reduction: Description and Initial Empirical Data. International Journal of Clinical and Experimental Hypnosis, 43(1), 7-19. doi:10.1080/00207149508409372Caselles, A., Micó, J. C., & Amigó, S. (2010). Cocaine addiction and personality: A mathematical model. British Journal of Mathematical and Statistical Psychology, 63(2), 449-480. doi:10.1348/000711009x470768Caselles, A., Micó, J. C., & Amigó, S. (2011). Dynamics of the General Factor of Personality in Response to a Single Dose of Caffeine. The Spanish journal of psychology, 14(2), 675-692. doi:10.5209/rev_sjop.2011.v14.n2.16Comings, D., Gade-Andavolu, R., Gonzalez, N., Wu, S., Muhleman, D., Blake, H., … MacMurray, J. (2001). A multivariate analysis of 59 candidate genes in personality traits: the temperament and character inventory. Clinical Genetics, 58(5), 375-385. doi:10.1034/j.1399-0004.2000.580508.xCzermak, C., Lehofer, M., Renger, H., Wagner, E. M., Lemonis, L., Rohrhofer, A., … Liebmann, P. M. (2004). Dopamine receptor D3 mRNA expression in human lymphocytes is negatively correlated with the personality trait of persistence. Journal of Neuroimmunology, 150(1-2), 145-149. doi:10.1016/j.jneuroim.2004.01.009Daly, S. A., & Waddington, J. L. (1993). Behavioural effects of the putative D-3 dopamine receptor agonist 7-OH-DPAT in relation to other «D-2-like» agonists. Neuropharmacology, 32(5), 509-510. doi:10.1016/0028-3908(93)90177-5Gilbert, D. G., & Hagen, R. L. (1985). Electrodermal responses to movie stressors: Nicotine × extraversion interactions. Personality and Individual Differences, 6(5), 573-578. doi:10.1016/0191-8869(85)90006-6Gilbert, D. B., Millar, J., & Cooper, S. J. (1995). The putative dopamine D3 agonist, 7-OH-DPAT, reduces dopamine release in the nucleus accumbens and electrical self-stimulation to the ventral tegmentum. Brain Research, 681(1-2), 1-7. doi:10.1016/0006-8993(95)00247-nHastings, A. (2006). An Extended Nondrug MDMA-Like Experience Evoked Through Posthypnotic Suggestion. Journal of Psychoactive Drugs, 38(3), 273-283. doi:10.1080/02791072.2006.10399853Ilani, T., Ben-Shachar, D., Strous, R. D., Mazor, M., Sheinkman, A., Kotler, M., & Fuchs, S. (2001). A peripheral marker for schizophrenia: Increased levels of D3 dopamine receptor mRNA in blood lymphocytes. Proceedings of the National Academy of Sciences, 98(2), 625-628. doi:10.1073/pnas.98.2.625Kollins, S. H., MacDonald, E. K., & Rush, C. R. (2001). Assessing the abuse potential of methylphenidate in nonhuman and human subjects: a review. Pharmacology Biochemistry and Behavior, 68(3), 611-627. doi:10.1016/s0091-3057(01)00464-6Lejeune, F., & Millan, M. J. (1995). Activation of dopamine D3 autoreceptors inhibits firing of ventral tegmental dopaminergic neurones in vivo. European Journal of Pharmacology, 275(3), R7-R9. doi:10.1016/0014-2999(95)00106-uLevant, B. (1998). Differential distribution of D3 dopamine receptors in the brains of several mammalian species. Brain Research, 800(2), 269-274. doi:10.1016/s0006-8993(98)00529-0LEVINE, D. G. (1974). «Needle Freaks»: Compulsive Self-Injection Drug Users. American Journal of Psychiatry, 131(3), 297-300. doi:10.1176/ajp.131.3.297LYNCH, J. J., STEIN, E. A., & FERTZIGER, A. P. (1976). AN ANALYSIS OF 70 YEARS OF MORPHINE CLASSICAL CONDITIONING. The Journal of Nervous and Mental Disease, 163(1), 47-58. doi:10.1097/00005053-197607000-00007Merchant, K. M., Figur, L. M., & Evans, D. L. (1996). Induction of c-fos mRNA in Rat Medial Prefrontal Cortex by Antipsychotic Drugs: Role of Dopamine D2 and D3 Receptors. Cerebral Cortex, 6(4), 561-570. doi:10.1093/cercor/6.4.561Muntaner, C., Cascella, N. G., Kumor, K. M., Nagoshi, C., Herning, R., & Jaffe, J. (1989). Placebo responses to cocaine administration in humans: effects of prior administrations and verbal instructions. Psychopharmacology, 99(2), 282-286. doi:10.1007/bf00442823Musek, J. (2007). A general factor of personality: Evidence for the Big One in the five-factor model. Journal of Research in Personality, 41(6), 1213-1233. doi:10.1016/j.jrp.2007.02.003Nagai, Y., Ueno, S., Saeki, Y., Soga, F., Hirano, M., & Yanagihara, T. (1996). Decrease of the D3 dopamine receptor mRNA expression in lymphocytes from patients with Parkinson’s disease. Neurology, 46(3), 791-795. doi:10.1212/wnl.46.3.791Neisewander, J. L., Baker, D. A., Fuchs, R. A., Tran-Nguyen, L. T. L., Palmer, A., & Marshall, J. F. (2000). Fos Protein Expression and Cocaine-Seeking Behavior in Rats after Exposure to a Cocaine Self-Administration Environment. The Journal of Neuroscience, 20(2), 798-805. doi:10.1523/jneurosci.20-02-00798.2000IMissbrandt, H., Ekman, A., Eriksson, E., & Heilig, M. (1995). Dopamine D3 receptor antisense influences dopamine synthesis in rat brain. NeuroReport, 6(3), 573-576. doi:10.1097/00001756-199502000-00041O’BRIEN, C. P., CHILDRESS, A. R., McLELLAN, A. T., & EHRMAN, R. (1992). Classical Conditioning in Drug-Dependent Humans. Annals of the New York Academy of Sciences, 654(1 The Neurobiol), 400-415. doi:10.1111/j.1749-6632.1992.tb25984.xO’Brien, C. P., Nace, E. P., Mintz, J., Meyers, A. L., & Ream, N. (1980). Follow-up of Vietnam veterans. I. relapse to drug use after Vietnam service. Drug and Alcohol Dependence, 5(5), 333-340. doi:10.1016/0376-8716(80)90159-3Pilla, M., Perachon, S., Sautel, F., Garrido, F., Mann, A., Wermuth, C. G., … Sokoloff, P. (1999). Selective inhibition of cocaine-seeking behaviour by a partial dopamine D3 receptor agonist. Nature, 400(6742), 371-375. doi:10.1038/22560Post, R. M., Lockfeld, A., Squillace, K. M., & Contel, N. R. (1981). Drug-environment interaction: Context dependency of cocaine-induced behavioral sensitization. Life Sciences, 28(7), 755-760. doi:10.1016/0024-3205(81)90157-0Ricci, A., Bronzetti, E., Mignini, F., Tayebati, S. K., Zaccheo, D., & Amenta, F. (1999). Dopamine D1-like receptor subtypes in human peripheral blood lymphocytes. Journal of Neuroimmunology, 96(2), 234-240. doi:10.1016/s0165-5728(99)00042-9Schiltz, C. A., Kelley, A. E., & Landry, C. F. (2005). Contextual cues associated with nicotine administration increasearcmRNA expression in corticolimbic areas of the rat brain. European Journal of Neuroscience, 21(6), 1703-1711. doi:10.1111/j.1460-9568.2005.04001.xSchutte, N. S., Malouff, J. M., Segrera, E., Wolf, A., & Rodgers, L. (2003). States reflecting the Big Five dimensions. Personality and Individual Differences, 34(4), 591-603. doi:10.1016/s0191-8869(02)00031-4Smith, B. D., Rockwell-Tischer, S., & Davidson, R. (1986). Extraversion and arousal: Effects of attentional conditions on electrodermal activity. Personality and Individual Differences, 7(3), 293-303. doi:10.1016/0191-8869(86)90004-8Stewart, J., de Wit, H., & Eikelboom, R. (1984). Role of unconditioned and conditioned drug effects in the self-administration of opiates and stimulants. Psychological Review, 91(2), 251-268. doi:10.1037/0033-295x.91.2.251Strange, P. G. (1993). New insights into dopamine receptors in the central nervous system. Neurochemistry International, 22(3), 223-236. doi:10.1016/0197-0186(93)90050-fSuzuki, M., Hurd, Y. L., Sokoloff, P., Schwartz, J.-C., & Sedvall, G. (1998). D3 dopamine receptor mRNA is widely expressed in the human brain. Brain Research, 779(1-2), 58-74. doi:10.1016/s0006-8993(97)01078-0Takahashi, N., Nagai, Y., Ueno, S., Saeki, Y., & Yanagihara, T. (1992). Human peripheral blood lymphocytes express D5 dopamine receptor gene and transcribe the two pseudogenes. FEBS Letters, 314(1), 23-25. doi:10.1016/0014-5793(92)81452-rTorres, G., & Rivier, C. (1994). Induction of c-fos in rat brain by acute cocaine and fenfluramine exposure: a comparison study. Brain Research, 647(1), 1-9. doi:10.1016/0006-8993(94)91391-9Volkow, N. D., Wang, G.-J., Fowler, J. S., Gatley, S. J., Logan, J., Ding, Y.-S., … Pappas, N. (1998). Dopamine Transporter Occupancies in the Human Brain Induced by Therapeutic Doses of Oral Methylphenidate. American Journal of Psychiatry, 155(10), 1325-1331. doi:10.1176/ajp.155.10.1325Volkow, N. D., Wang, G.-J., Fowler, J. S., Telang, F., Maynard, L., Logan, J., … Swanson, J. M. (2004). Evidence That Methylphenidate Enhances the Saliency of a Mathematical Task by Increasing Dopamine in the Human Brain. American Journal of Psychiatry, 161(7), 1173-1180. doi:10.1176/appi.ajp.161.7.1173Vorel, S. R., Ashby, C. R., Paul, M., Liu, X., Hayes, R., Hagan, J. J., … Gardner, E. L. (2002). Dopamine D3Receptor Antagonism Inhibits Cocaine-Seeking and Cocaine-Enhanced Brain Reward in Rats. The Journal of Neuroscience, 22(21), 9595-9603. doi:10.1523/jneurosci.22-21-09595.2002Yano, M., & Steiner, H. (2004). Topography of Methylphenidate (Ritalin)-Induced Gene Regulation in the Striatum: Differential Effects on c-Fos, Substance P and Opioid Peptides. Neuropsychopharmacology, 30(5), 901-915. doi:10.1038/sj.npp.130061

    Nurses' intentions to wear gloves during venipuncture procedures: A behavioral psychology perspective

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    Registered nurses working at a teaching hospital in Kuwait were surveyed to assess the psychosocial variables associated with their intention to comply with glove-wearing recommendations. Perceived consequences and normative beliefs, as well as sex and years of nursing experience, significantly influenced their behavioral intentions, suggesting that improvements in intention to comply are more likely to come from practical demonstrations that show nurses the potential outcomes of both using and not using gloves

    Bandt-Pompe symbolization dynamics for time series with tied values: A data-driven approach

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    In 2002, Bandt and Pompe [Phys. Rev. Lett. 88, 174102 (2002)] introduced a successfully symbolic encoding scheme based on the ordinal relation between the amplitude of neighboring values of a given data sequence, from which the permutation entropy can be evaluated. Equalities in the analyzed sequence, for example, repeated equal values, deserve special attention and treatment as was shown recently by Zunino and co-workers [Phys. Lett. A 381, 1883 (2017)]. A significant number of equal values can give rise to false conclusions regarding the underlying temporal structures in practical contexts. In the present contribution, we review the different existing methodologies for treating time series with tied values by classifying them according to their different strategies. In addition, a novel data-driven imputation is presented that proves to outperform the existing methodologies and avoid the false conclusions pointed by Zunino and co-workers.Fil: Traversaro Varela, Francisco. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de Lanús; ArgentinaFil: Redelico, Francisco Oscar. Hospital Italiano; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de Quilmes; ArgentinaFil: Risk, Marcelo. Hospital Italiano; Argentina. Instituto Tecnológico de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; ArgentinaFil: Frery, Alejandro César. Universidade Federal de Alagoas; BrasilFil: Rosso, Osvaldo Aníbal. Hospital Italiano; Argentina. Universidade Federal de Alagoas; Brasil. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Los Andes; Chil

    Comparison between refinement results of apatites from Celia mine (Murcia, Spain) using X-ray diffraction powder and single-crystal data

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    The results of crystal structure refinement of apatites, Ca5(PO4)3(OH,F,Cl), found in Celia mine (Murcia, Spain) using X-ray powder diffraction single crystal data are compared. According chemical and X-ray results these apatites are fluorapatites. Finally this study shows that the X-ray powder diffraction technique can be successfully applied in mineralogy to crystal structure studies with a precision probably sufficient for most purposes

    An assessment of microstructure and properties of laser clad coatings of ultrafine eutectic beta Ti-Fe-Nb-Sn composite for implants

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    [EN] High mechanical strength (1800¿2500 MPa), elastic modulus (50¿110 GPa) close to that of human bone and good corrosion resistance are some characteristics of ultrafine eutectic Ti-based nanocomposite alloys. This is explained due to a combination of soft ß-Ti (bcc) matrix and hard/refined TiFe and/or Ti3Sn intermetallic particles. The present study focuses on the production and characterization of Ti-Fe-Nb-Sn eutectic alloys using biocompatible ß-stabilizer elements, such as Nb, Fe and Sn. Different fabrication techniques based on rapid solidification may be highlighted considering the application of these alloys as implant materials. In the present investigation, the processing routes comprise single tracks and coatings (overlapped tracks) by laser melting of pre-alloyed powders of the Ti66Fe20Nb8Sn6 alloy deposited into a Ti substrate. To select this composition (i.e., the Ti66Fe20Nb8Sn6 alloy), three Ti-Fe-Nb based chemistries (Ti63Fe23Nb8Sn6, Ti60Fe23Nb8Sn9 and Ti66Fe20Nb8Sn6) were originally generated under bulk conditions by using a suction casting apparatus. These alloys were further evaluated. All samples were analyzed by metallography, X-ray diffraction (XRD), scanning electron microscopy (SEM-EBSD and SEM-EDS), microhardness, nanohardness and elastic modulus. The results showed that the proportions of the formed TiFe and Ti3Sn intermetallic particles dispersed within the soft ß-Ti matrix play a fundamental role on the final properties. Lower elastic modulus (E ~72 GPa) is associated with the Ti66Fe20Nb8Sn6 bulk alloy. The laser clad coatings showed a broad range of nanohardness (4.8¿8.0 GPa) and elastic modulus (98¿150 GPa) depending on the related laser power and scanning speeds.The authors acknowledge the financial supports provided by CNPq (National Council for Scientific and Technological Development - Universal Project # 473777/2011-8) and by FAPESP (Sao Paulo State Research Foundation - Thematic Project # 2013/05987-8). Furthermore, we are grateful for the Grants (#2015/17090-8 - BEPE of A.L.V. and # 2015/19978-6 - BPE of C.R.M.A.) provided by FAPESP.Afonso, CRM.; Vidilli, AL.; Spinelli, JE.; Riva, R.; Amigó, V.; Kiminami, CS. (2017). An assessment of microstructure and properties of laser clad coatings of ultrafine eutectic beta Ti-Fe-Nb-Sn composite for implants. Surface and Coatings Technology. 328:161-171. https://doi.org/10.1016/j.surfcoat.2017.08.035S16117132

    Rhythmic dynamics and synchronization via dimensionality reduction : application to human gait

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    Reliable characterization of locomotor dynamics of human walking is vital to understanding the neuromuscular control of human locomotion and disease diagnosis. However, the inherent oscillation and ubiquity of noise in such non-strictly periodic signals pose great challenges to current methodologies. To this end, we exploit the state-of-the-art technology in pattern recognition and, specifically, dimensionality reduction techniques, and propose to reconstruct and characterize the dynamics accurately on the cycle scale of the signal. This is achieved by deriving a low-dimensional representation of the cycles through global optimization, which effectively preserves the topology of the cycles that are embedded in a high-dimensional Euclidian space. Our approach demonstrates a clear advantage in capturing the intrinsic dynamics and probing the subtle synchronization patterns from uni/bivariate oscillatory signals over traditional methods. Application to human gait data for healthy subjects and diabetics reveals a significant difference in the dynamics of ankle movements and ankle-knee coordination, but not in knee movements. These results indicate that the impaired sensory feedback from the feet due to diabetes does not influence the knee movement in general, and that normal human walking is not critically dependent on the feedback from the peripheral nervous system

    Low temperature microwave emission from molecular clusters

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    We investigate the experimental detection of the electromagnetic radiation generated in the fast magnetization reversal in Mn12-acetate at low temperatures. In our experiments we used large single crystals and assemblies of several small single crystals of Mn12-acetate placed inside a cylindrical stainless steel waveguide in which an InSb hot electron device was also placed to detect the radiation. All this was set inside a SQUID magnetometer that allowed to change the magnetic field and measure the magnetic moment and the temperature of the sample as the InSb detected simultaneously the radiation emitted from the molecular magnets. Our data show a sequential process in which the fast inversion of the magnetic moment first occurs, then the radiation is detected by the InSb device, and finally the temperature of the sample increases during 15 ms to subsequently recover its original value in several hundreds of milliseconds.Comment: changed conten

    Inhibition in multiclass classification

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    The role of inhibition is investigated in a multiclass support vector machine formalism inspired by the brain structure of insects. The so-called mushroom bodies have a set of output neurons, or classification functions, that compete with each other to encode a particular input. Strongly active output neurons depress or inhibit the remaining outputs without knowing which is correct or incorrect. Accordingly, we propose to use a classification function that embodies unselective inhibition and train it in the large margin classifier framework. Inhibition leads to more robust classifiers in the sense that they perform better on larger areas of appropriate hyperparameters when assessed with leave-one-out strategies. We also show that the classifier with inhibition is a tight bound to probabilistic exponential models and is Bayes consistent for 3-class problems. These properties make this approach useful for data sets with a limited number of labeled examples. For larger data sets, there is no significant comparative advantage to other multiclass SVM approaches

    Mixing Bandt-Pompe and Lempel-Ziv approaches: another way to analyze the complexity of continuous-states sequences

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    In this paper, we propose to mix the approach underlying Bandt-Pompe permutation entropy with Lempel-Ziv complexity, to design what we call Lempel-Ziv permutation complexity. The principle consists of two steps: (i) transformation of a continuous-state series that is intrinsically multivariate or arises from embedding into a sequence of permutation vectors, where the components are the positions of the components of the initial vector when re-arranged; (ii) performing the Lempel-Ziv complexity for this series of `symbols', as part of a discrete finite-size alphabet. On the one hand, the permutation entropy of Bandt-Pompe aims at the study of the entropy of such a sequence; i.e., the entropy of patterns in a sequence (e.g., local increases or decreases). On the other hand, the Lempel-Ziv complexity of a discrete-state sequence aims at the study of the temporal organization of the symbols (i.e., the rate of compressibility of the sequence). Thus, the Lempel-Ziv permutation complexity aims to take advantage of both of these methods. The potential from such a combined approach - of a permutation procedure and a complexity analysis - is evaluated through the illustration of some simulated data and some real data. In both cases, we compare the individual approaches and the combined approach.Comment: 30 pages, 4 figure

    Inhibition in multiclass classification

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    The role of inhibition is investigated in a multiclass support vector machine formalism inspired by the brain structure of insects. The so-called mushroom bodies have a set of output neurons, or classification functions, that compete with each other to encode a particular input. Strongly active output neurons depress or inhibit the remaining outputs without knowing which is correct or incorrect. Accordingly, we propose to use a classification function that embodies unselective inhibition and train it in the large margin classifier framework. Inhibition leads to more robust classifiers in the sense that they perform better on larger areas of appropriate hyperparameters when assessed with leave-one-out strategies. We also show that the classifier with inhibition is a tight bound to probabilistic exponential models and is Bayes consistent for 3-class problems. These properties make this approach useful for data sets with a limited number of labeled examples. For larger data sets, there is no significant comparative advantage to other multiclass SVM approaches
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