Mining Cyclically Repeated Patterns
نویسندگان
چکیده
In sequential pattern mining, the support of the sequential pattern for the transaction database is defined only by the fraction of the customers supporting this sequence, which is known as the customer support. In this paper, a new parameter is introduced for each customer, called as repetition support, as an additional constraint to specify the minimum number of repetitions of the patterns by each customer. We call the patterns discovered using this technique as cyclically repeated patterns. The additional parameter makes the new mining technique more efficient and also helps discovering more useful patterns by reducing the number of patterns searched. Also, ordinary sequential pattern mining can be represented as a special case of the cyclically repeated pattern mining. In this paper, we introduce the concept of mining cyclically repeated patterns, we describe the related algorithms, and at the end of the paper we give some performance results.
منابع مشابه
A new hierarchical control scheme for a class of cyclically repeated discrete-event systems
We extend the hierarchical control method in (Li et al., 2004) to a more generic setting which involves cyclically repeated processes. A hierarchical architecture is presented to facilitate control synthesis. Specifically, a conservative max-plus model for cyclically repeated processes is introduced on the upper level which provides an optimal online plan list. An enhanced min-plus algebra base...
متن کاملMining and Analysis of Tandem Repeated Patterns in Oncogenic Sequences involved in Cancer progression
Tandem repeat patterns are very useful for biologists as they describes a pattern that helps to determine an individual's inherited traits. Tandem repeats can be very useful in determining parentage. These repeated nucleotides play a very important role to analyse and understand the various disorders available in cancer disease. Various data mining techniques like clustering, association analys...
متن کاملPattern-growth Methods for Frequent Pattern Mining
Mining frequent patterns from large databases plays an essential role in many data mining tasks and has broad applications. Most of the previously proposed methods adopt apriorilike candidate-generation-and-test approaches. However, those methods may encounter serious challenges when mining datasets with prolific patterns and/or long patterns. In this work, we develop a class of novel and effic...
متن کاملIndependent Study Report Problem Solving Genome: modeling students by their common patterns on problem solving
Parameterized exercises present an interesting opportunity and challenge for educational data mining. Since this kind of exercise can be repeated many times with different parameters, it is possible to examine student's problem solving behavior on a deeper level. Preliminary analysis exposed unexpected patterns such as repeated successful and failed attempts to solve the same problem. To unders...
متن کاملDiscovery of Sequential Patterns with Quantity Factors
The sequential pattern mining stems from the need to obtain patterns that are repeated in multiple transactions in a database of sequences, which are related to time, or another type of criterion. This work presents the proposal of a new technique for the discovery of sequential patterns from a database of sequences, where the patterns not only provide information on how these relate to the tim...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001