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SMOTE: Synthetic Minority Oversampling Technique
 Journal of Artificial Intelligence Research
, 2002
"... An approach to the construction of classifiers from imbalanced datasets is described. A dataset is imbalanced if the classification categories are not approximately equally represented. Often realworld data sets are predominately composed of ``normal'' examples with only a small percentag ..."
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Cited by 635 (27 self)
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percentage of ``abnormal'' or ``interesting'' examples. It is also the case that the cost of misclassifying an abnormal (interesting) example as a normal example is often much higher than the cost of the reverse error. Undersampling of the majority (normal) class has been proposed as a
Principles and Practice in Second Language Acquisition
, 1982
"... This is the original version of Principles and Practice, as published in 1982, with only minor changes. It is gratifying to point out that many of the predictions made in this book were confirmed by subsequent research, for example, the superiority of comprehensibleinput based methods and sheltered ..."
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Cited by 772 (4 self)
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This is the original version of Principles and Practice, as published in 1982, with only minor changes. It is gratifying to point out that many of the predictions made in this book were confirmed by subsequent research, for example, the superiority of comprehensibleinput based methods
CORRECTING A MINOR ERROR IN CANTOR’S CALCULATION OF THE POWER OF THE CONTINUUM
, 2006
"... Abstract. Cantor’s algebraic calculation of the power of the continuum contains an easily repairable error related to Cantor own way of defining the addition of cardinal numbers. The appropriate correction is suggested. 1. The exponentiation of powers Cantor’s most significant contribution to the th ..."
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Abstract. Cantor’s algebraic calculation of the power of the continuum contains an easily repairable error related to Cantor own way of defining the addition of cardinal numbers. The appropriate correction is suggested. 1. The exponentiation of powers Cantor’s most significant contribution
Reprint from SSBA’04 proceedings. Minor errors correced. Blobs in Epipolar Geometry
"... Epipolar geometry is the geometry situation of two cameras depicting the same scene. For uncalibrated cameras epipolar geometry is compactly described by the fundamental matrix. Estimation of the fundamental matrix is trivial if we have a set of corresponding points in the two images. Corresponding ..."
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Epipolar geometry is the geometry situation of two cameras depicting the same scene. For uncalibrated cameras epipolar geometry is compactly described by the fundamental matrix. Estimation of the fundamental matrix is trivial if we have a set of corresponding points in the two images. Corresponding points are often found using e.g. the Harris interest point detector, but there are several advantages with using richer features instead. In this paper we will use blob features. Blobs are homogeneous regions which are compactly described by their colour, area, centroid and inertia matrix. Using blobs to establish correspondences is fast, and the extra information besides position, allows us to reject false matches more accurately. 1
SOME MINOR ERRORS HAVE BEEN CORRECTED COMPARED TO THE IEEE PUBLICATION. STEGANALYSIS BY ENSEMBLE CLASSIFIERS WITH BOOSTING BY REGRESSION, AND POSTSELECTION OF FEATURES
"... In this paper we extend the stateoftheart steganalysis tool developed by Kodovsky ́ and Fridrich: the Kodovský’s ensemble classifiers. We propose to boost the weak classifiers composing the Kodovsky ́ classifier. For this, we minimize the probability of error thanks to a regression approach of ..."
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In this paper we extend the stateoftheart steganalysis tool developed by Kodovsky ́ and Fridrich: the Kodovský’s ensemble classifiers. We propose to boost the weak classifiers composing the Kodovsky ́ classifier. For this, we minimize the probability of error thanks to a regression approach
Reasoning in Description Logics using Resolution and Deductive Databases
, 2006
"... This dissertation was updated on 12.07.2006 to correct a couple of minor errors. The original version is available at the following address: ..."
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Cited by 100 (14 self)
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This dissertation was updated on 12.07.2006 to correct a couple of minor errors. The original version is available at the following address:
Minors
, 2003
"... This compilation contains unofficial text of proposed amendments to the sentencing guidelines and is provided only for the convenience of the user in the preparation of public comment. Official text of the proposed amendments can be found in the December 30, 2003 Federal Register (68 Fed. Reg. 75339 ..."
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This compilation contains unofficial text of proposed amendments to the sentencing guidelines and is provided only for the convenience of the user in the preparation of public comment. Official text of the proposed amendments can be found in the December 30, 2003 Federal Register (68 Fed. Reg. 75339) and in the edition of the Federal Register that will be published on
II. THE MINORITY GAME WITH ERRORS
, 2006
"... We consider a population of agents competing for finite resources by using strategies based on two channels of signals. The model is applicable to financial markets, ecosystems and computer networks. We find that the dynamics of the system is determined by the correlation between the two channels. I ..."
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simulations and analyses show that this can be explained by the antipersistent nature of the dynamics. Antipersistence refers to the response of the system to a given signal being opposite to that of the signal’s previous occurrence and is a consequence of the competition of agents to make minority decisions
Supplementary Results 1. Measurement Error in 24hour Relative Humidity Measurements
, 1999
"... The 24hour relative humidity measurements have a minor error, probably due to the calibration ..."
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The 24hour relative humidity measurements have a minor error, probably due to the calibration
Dorset (c. A.D. 800)—the High Arctic was abandoned by
"... humans. In this connection, I must correct a minor error in ..."
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