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Formal Concept Analysis "FCA" is a data analysis method which enables to discover hidden knowledge existing in data. A kind of hidden knowledge extracted from data is association rules. Different quality measures were reported in the…

信息论 · 计算机科学 2010-08-24 Dhouha Grissa , Sylvie Guillaume , Engelbert Mephu Nguifo

Finding interesting association rules is an important and active research field in data mining. The algorithms of the Apriori family are based on two rule extraction measures, support and confidence. Although these two measures have the…

信息论 · 计算机科学 2012-06-29 Sylvie Guillaume , Dhouha Grissa , Engelbert Mephu Nguifo

Interestingness measures provide information that can be used to prune or select association rules. A given value of an interestingness measure is often interpreted relative to the overall range of the values that the interestingness…

应用统计 · 统计学 2013-08-20 Mateen Shaikh , Paul D. McNicholas , M. Luiza Antonie , T. Brendan Murphy

Associative Classifier is a novel technique which is the integration of Association Rule Mining and Classification. The difficult task in building Associative Classifier model is the selection of relevant rules from a large number of class…

机器学习 · 计算机科学 2010-03-25 S. Kannan , R. Bhaskaran

Researchers are often interested in examining between-individual differences in within-individual processes. If the process under investigation is tracked for a long time, its trajectory may show a certain degree of nonlinearity, so that…

统计方法学 · 统计学 2025-12-02 Jin Liu , Robert A. Perera

Understanding customer buying patterns is of great interest to the retail industry and has shown to benefit a wide variety of goals ranging from managing stocks to implementing loyalty programs. Association rule mining is a common technique…

数据库 · 计算机科学 2016-03-16 Martin Kirchgessner , Vincent Leroy , Sihem Amer-Yahia , Shashwat Mishra

This work proposes and evaluates a novel approach to determine interesting categorical attributes for lists of entities. Once identified, such categories are of immense value to allow constraining (filtering) a current view of a user to…

数据库 · 计算机科学 2017-11-30 Koninika Pal , Sebastian Michel

This paper is an effort to evaluate the numerical indices for the assessment of the frequency response analysis (FRA) to provide a deeper understanding of their characteristics. The study introduces the indices in the literature and…

系统与控制 · 电气工程与系统科学 2021-06-28 Reza Khalilisenobari , Javad Sadeh

In several branches of the social sciences and humanities, surveys based on standardized questionnaires are a prominent research tool. While there are a variety of ways to analyze the data, some standard procedures have become established.…

机器学习 · 计算机科学 2024-03-28 Max Hahn-Klimroth , Paul W. Dierkes , Matthias W. Kleespies

The advent of modern data collection and processing techniques has seen the size, scale, and complexity of data grow exponentially. A seminal step in leveraging these rich datasets for downstream inference is understanding the…

应用统计 · 统计学 2024-07-30 Zeyi Wang , Eric Bridgeford , Shangsi Wang , Joshua T. Vogelstein , Brian Caffo

Association rule mining plays vital part in knowledge mining. The difficult task is discovering knowledge or useful rules from the large number of rules generated for reduced support. For pruning or grouping rules, several techniques are…

机器学习 · 计算机科学 2009-12-10 S. Kannan , R. Bhaskaran

Adjusted similarity measures, such as Cohen's kappa for inter-rater reliability and the adjusted Rand index used to compare clustering algorithms, are a vital tool for comparing discrete labellings. These measures are intended to have the…

统计方法学 · 统计学 2026-01-16 William L. Lippitt , Edward J. Bedrick , Nichole E. Carlson

An association rule is statistically significant, if it has a small probability to occur by chance. It is well-known that the traditional frequency-confidence framework does not produce statistically significant rules. It can both accept…

数据库 · 计算机科学 2014-05-07 Wilhelmiina Hämäläinen

For expressive music, the tempo may change over time, posing challenges to tracking the beats by an automatic model. The model may first tap to the correct tempo, but then may fail to adapt to a tempo change, or switch between several…

音频与语音处理 · 电气工程与系统科学 2022-11-23 Ching-Yu Chiu , Meinard Müller , Matthew E. P. Davies , Alvin Wen-Yu Su , Yi-Hsuan Yang

Rare categories abound in a number of real-world networks and play a pivotal role in a variety of high-stakes applications, including financial fraud detection, network intrusion detection, and rare disease diagnosis. Rare category analysis…

人工智能 · 计算机科学 2023-07-20 Longfeng Wu , Bowen Lei , Dongkuan Xu , Dawei Zhou

In the context of cluster analysis and graph partitioning, many external evaluation measures have been proposed in the literature to compare two partitions of the same set. This makes the task of selecting the most appropriate measure for a…

机器学习 · 计算机科学 2021-02-09 Nejat Arinik , Vincent Labatut , Rosa Figueiredo

It is shown that under certain circumstances in particular for small datasets the recently proposed citation impact indicators I3(6PR) and R(6,k) behave inconsistently when additional papers or citations are taken into consideration. Three…

应用统计 · 统计学 2013-01-31 Michael Schreiber

Before new clinical measurement methods are implemented in clinical practice, it must be confirmed whether their results are equivalent to those of existing methods. The agreement of the trend between these methods is evaluated using the…

统计方法学 · 统计学 2021-03-01 Mayu Hiraishi , Kensuke Tanioka , Toshio Shimokawa

With the growing size of data sets, feature selection becomes increasingly important. Taking interactions of original features into consideration will lead to extremely high dimension, especially when the features are categorical and…

数据库 · 计算机科学 2021-04-13 Qiuqiang Lin , Chuanhou Gao

In many settings, we have multiple data sets (also called views) that capture different and overlapping aspects of the same phenomenon. We are often interested in finding patterns that are unique to one or to a subset of the views. For…

机器学习 · 计算机科学 2015-07-15 Rong Ge , James Zou
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