Search Results - "Hand, David"

Measuring classifier performance: a coherent alternative to the area under the ROC curve by Hand, David J.

“…The area under the ROC curve ( AUC ) is a very widely used measure of performance for classification and diagnostic rules. It has the appealing property of…”
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F: an interpretable transformation of the F-measure by Hand, David J., Christen, Peter, Kirielle, Nishadi

“…The F-measure, also known as the F1-score, is widely used to assess the performance of classification algorithms. However, some researchers find it lacking in…”
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Aspects of Data Ethics in a Changing World: Where Are We Now? by Hand, David J

“…Ready data availability, cheap storage capacity, and powerful tools for extracting information from data have the potential to significantly enhance the human…”
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Classifier Technology and the Illusion of Progress by Hand, David J.

“…A great many tools have been developed for supervised classification, ranging from early methods such as linear discriminant analysis through to modern…”
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Trustworthiness of statistical inference by Hand, David J.

“…We examine the role of trustworthiness and trust in statistical inference, arguing that it is the extent of trustworthiness in inferential statistical tools…”
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New statistics for old?—measuring the wellbeing of the UK by Allin, Paul, Hand, David J.

“…Attempts to create measures of national wellbeing and progress have a long history. In the UK, they go back at least as far as the 1790s, with Sir John…”
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Evaluating diagnostic tests: The area under the ROC curve and the balance of errors by Hand, David J.

“…Because accurate diagnosis lies at the heart of medicine, it is important to be able to evaluate the effectiveness of diagnostic tests. A variety of accuracy…”
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Assessing the Performance of Classification Methods by Hand, David J.

“…A large number of measures have been developed for evaluating the performance of classification rules. Some of these have been developed to meet the practical…”
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Principles of data mining by HAND, David J

“…Data mining is the discovery of interesting, unexpected or valuable structures in large datasets. As such, it has two rather different aspects. One of these…”
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Low-latitude Aurorae during the Extreme Space Weather Events in 1859 by Hayakawa, Hisashi, Ebihara, Yusuke, Hand, David P., Hayakawa, Satoshi, Kumar, Sandeep, Mukherjee, Shyamoli, Veenadhari, B.

“…The Carrington storm (1859 September 1/2) is one of the largest magnetic storms ever observed, and it caused global auroral displays in low-latitude areas,…”
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Exponentially weighted moving average charts for detecting concept drift by Ross, Gordon J., Adams, Niall M., Tasoulis, Dimitris K., Hand, David J.

“…► We present a single pass and computationally efficient concept drift detection algorithm. ► Suitable for deployment on high frequency data streams. ► Allows…”
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Editorial: 'Big data' and data sharing by Hand, David J.

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Dark data by Hand, David J.

“…On being misled by what isn't there, and what to do about it. By David J. Hand On being misled by what isn't there, and what to do about it. By David J. Hand…”
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From evidence to understanding: a commentary on Fisher (1922) 'On the mathematical foundations of theoretical statistics' by Hand, David J.

“…The nature of statistics has changed over time. It was originally concerned with descriptive 'matters of state'-with summarizing population numbers, economic…”
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Validating and Verifying AI Systems by Hand, David J., Khan, Shakeel

“…AI systems will only fulfill their promise for society if they can be relied upon. This means that the role and task of the system must be properly formulated;…”
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Top 10 algorithms in data mining by Wu, Xindong, Kumar, Vipin, Ross Quinlan, J., Ghosh, Joydeep, Yang, Qiang, Motoda, Hiroshi, McLachlan, Geoffrey J., Ng, Angus, Liu, Bing, Yu, Philip S., Zhou, Zhi-Hua, Steinbach, Michael, Hand, David J., Steinberg, Dan

“…This paper presents the top 10 data mining algorithms identified by the IEEE International Conference on Data Mining (ICDM) in December 2006: C4.5, k -Means,…”
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A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems by Hand, David J, Till, Robert J

“…The area under the ROC curve, or the equivalent Gini index, is a widely used measure of performance of supervised classification rules. It has the attractive…”
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Building back better needs better use of statistics by Allin, Paul, Hand, David J.

“…Paul Allin and David J. Hand call for official statistics to take centre stage Paul Allin and David J. Hand call for official statistics to take centre stage…”
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From a System of National Accounts to a Process of National Wellbeing Accounting by Allin, Paul, Hand, David J.

“…There are repeated calls to go 'Beyond GDP', for measures of wellbeing and progress in addition to those that the System of National Accounts (SNA) is designed…”
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Statistical Fraud Detection: A Review by Bolton, Richard J., Hand, David J.

“…Fraud is increasing dramatically with the expansion of modern technology and the global superhighways of communication, resulting in the loss of billions of…”
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