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Cerioli A, Farcomeni A, Riani M. Robust distances for outlier-free goodness-of-fit testing. Comput Stat Data Anal 2013. [DOI: 10.1016/j.csda.2012.03.008] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Riani M, Cerioli A, Rousseeuw PJ. Special Issue on Robust Methods for Classification and Data Analysis. ADV DATA ANAL CLASSI 2010. [DOI: 10.1007/s11634-010-0071-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Atkinson AC, Riani M, Cerioli A. Reply to discussion of “The Forward Search: Theory and data analysis”. J Korean Stat Soc 2010. [DOI: 10.1016/j.jkss.2010.02.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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31
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Perrotta D, Riani M, Torti F. New robust dynamic plots for regression mixture detection. ADV DATA ANAL CLASSI 2009. [DOI: 10.1007/s11634-009-0050-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Riani M, Atkinson AC, Cerioli A. Finding an unknown number of multivariate outliers. J R Stat Soc Series B Stat Methodol 2009. [DOI: 10.1111/j.1467-9868.2008.00692.x] [Citation(s) in RCA: 123] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Riani M, Atkinson AC. Fast calibrations of the forward search for testing multiple outliers in regression. ADV DATA ANAL CLASSI 2007. [DOI: 10.1007/s11634-007-0007-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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34
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Atkinson AC, Riani M. Building Regression Models with the Forward Search. JOURNAL OF COMPUTING AND INFORMATION TECHNOLOGY 2007. [DOI: 10.2498/cit.1001135] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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35
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Atkinson AC, Riani M. Distribution Theory and Simulations for Tests of Outliers in Regression. J Comput Graph Stat 2006. [DOI: 10.1198/106186006x113593] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Riani M. Robust multivariate transformations to normality: Constructed variables and likelihood ratio tests. STAT METHOD APPL-GER 2004. [DOI: 10.1007/s10260-004-0095-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Riani M, Atkinson AC. A Unified Approach to Outliers, Inuence, and Transformations in Discriminant Analysis. J Comput Graph Stat 2001. [DOI: 10.1198/106186001317114965] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Piana M, Canfora M, Riani M. Role of noise in image processing by the human perceptive system. PHYSICAL REVIEW. E, STATISTICAL PHYSICS, PLASMAS, FLUIDS, AND RELATED INTERDISCIPLINARY TOPICS 2000; 62:1104-1109. [PMID: 11088566 DOI: 10.1103/physreve.62.1104] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2000] [Indexed: 05/23/2023]
Abstract
Two psychophysics experiments are described, pointing out the significant role played by stochastic resonance in recognition of capital stylized noisy letters by the human perceptive apparatus. The first experiment shows that an optimal noise level exists at which the letter is recognized for a minimum threshold contrast. A simple two-parameter model that best fits the experimental data is also discussed. In the second experiment we show that a dramatically increased ability of the visual system in letter recognition occurs in an extremely narrow range of increasing noise. Possible interesting future investigations suggested by these experimental results and based on functional imaging techniques are discussed.
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Simonotto E, Spano F, Riani M, Ferrari A, Levrero F, Pilot A, Renzetti P, Parodi R, Sardanelli F, Vitali P, Twitty J, Chiou-Tan F, Moss F. fMRI studies of visual cortical activity during noise stimulation. Neurocomputing 1999. [DOI: 10.1016/s0925-2312(99)00042-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Cerioli A, Riani M. The Ordering of Spatial Data and the Detection of Multiple Outliers. J Comput Graph Stat 1999. [DOI: 10.2307/1390635] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Sannita W, Vitali P, Levrero F, Ferrari A, Pilot A, Parodi R, Renzetti P, Riani M, Sardanelli F, Simonotto F, Spano F. CHOLINERGIC BRAIN MODULATION and VISION: fMRI and electrophysiological pilot study of the effect of scopolamine in volunteers. Neuroimage 1998. [DOI: 10.1016/s1053-8119(18)31146-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Riani M, Simonotto E. Stochastic resonance in the perceptual interpretation of ambiguous figures: A neural network model. PHYSICAL REVIEW LETTERS 1994; 72:3120-3123. [PMID: 10056072 DOI: 10.1103/physrevlett.72.3120] [Citation(s) in RCA: 50] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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Saviolo Negrin N, Riani M, Zanforlin M. On the neural model of the visual system in flies. ETHOL ECOL EVOL 1990. [DOI: 10.1080/08927014.1990.9525467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Saviolo-Negrin N, Riani M, Zanforlin M. On flies' behavior with a visual excitatory-inhibitory stimulus. Percept Mot Skills 1990; 70:446. [PMID: 2342843 DOI: 10.2466/pms.1990.70.2.446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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Masulli F, Riani M. Ambiguity and structural information in the perception of reversible figures. PERCEPTION & PSYCHOPHYSICS 1989; 45:501-13. [PMID: 2740191 DOI: 10.3758/bf03208058] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
The perspective reversals elicited by a set of drawings based on the Mach truncated pyramid are examined. We obtained each pattern of the set from the previous one by adding to it some graphic cues, which were easily integrated into one of the two competing interpretations, thus reducing step by step the ambiguity of the basic pattern. The phenomenological model, proposed to link the mean times of both alternative interpretations with their complexities, is in close agreement with our experimental data. Furthermore, different aspects of such data are well described by the model equations: The measure of the prevalence of the supported interpretation is well correlated with the difference in complexity between the two alternative interpretations; the two different trends of the mean time of the unfavored interpretation, found in the data obtained from different observers as a function of the various patterns of the set, are well fitted by the model without the need for any specific additional hypothesis.
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Riani M, Tuccio MT, Borsellino A, Radilová J, Radil T. Perceptual ambiguity and stability of reversible figures. Percept Mot Skills 1986; 63:191-205. [PMID: 3748731 DOI: 10.2466/pms.1986.63.1.191] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
In this work, the results of two experiments on ambiguous patterns are reported, which have been obtained by presenting a series of stimuli designed, in both cases, to reduce gradually the ambiguity of the patterns. Such reduction has been performed by respectively increasing or decreasing the amount of graphic details in the experiments. Data of both experiments show a lengthening of mean reversal time. The increase in the stability of one percept can be regarded as associated with the increasing difficulties encountered by an observer in organizing and restating the alternative "hypothesis" through the perceptual mechanisms. The loss of balance in the durations of percepts is discussed in terms of their different informational contents. Finally, in Exp. 1 an analysis is made to evaluate to what extent an addition of perceptual cues, designed to reinforce a three-dimensional interpretation of a pattern, can influence its figure-ground alternation.
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Riani M, Oliva GA, Selis G, Ciurlo G, Rossi P. Effect of luminance on perceptual alternation of ambiguous patterns. Percept Mot Skills 1984; 58:267-74. [PMID: 6718192 DOI: 10.2466/pms.1984.58.1.267] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
The perceptual alternation of the Necker cube, in its stationary phase, is studied as a function of the stimulus luminance down to the extreme condition in which the cones are completely inactivated so that the pattern of neural excitation reaching the primary visual cortex is very different from the normal one. No evident effect of luminance was found under passive observation either on the reversal rate or on the features of data distributions. Moreover, the complementary situation in which perception is based only on the cones does not affect the phenomenon either. These results permit the assumption that the perceptual alternation in its stationary phase, is a passive and automatic process, that is affected neither by a satiation of the first levels of the visual system nor by the psychological attitude of the subject consequent on dazzling the retina.
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Borsellino A, Carlini F, Riani M, Tuccio MT, De Marco A, Penengo P, Trabucco A. Effects of visual angle on perspective reversal for ambiguous patterns. Perception 1982; 11:263-73. [PMID: 7167334 DOI: 10.1068/p110263] [Citation(s) in RCA: 46] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Reversal rates of an ambiguous figure (the Necker cube) were studied for different pattern sizes covering a range of visual angles theta from approximately 1 to 62 deg. A large number of reversals was obtained for each observer and each pattern in order to examine the statistical distributions of reversal times. A pronounced flattening of the statistical distributions (represented throughout by a gamma distribution) and a growth of the mean duration of each percept, with increasing pattern size was found. A plateau in the range of theta between 5 and 20-30 deg was observed. For larger values of theta two kinds of observers have been identified: for 'fast' observers the inversion rate is little affected by theta, whilst for 'slow' observers, the mean reversal time increases strongly with theta. A tentative model, based on three different contributions to the duration of the alternation process, is proposed: a constant term, independent of theta, and two terms dependent on theta--a retinal term, and a cortical one. The last term is interpreted as due to the spreading of excitation with the characteristic of a filling-in process.
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