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### Mining Stream, TimeSeries, and Sequence Data

web engr illinois edu/~hanj/cs512/bk2chaps/chapter_8 pdfby discussing the mining of stream, timeseries, and sequence data Chapter 9 focuses on the mining of graphs, social networks, Frequentpattern mining

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### A Survey on Frequent Pattern Mining Techniques in

ijirst /articles/IJIRSTV3I3040 pdfSequence Mining in Domain Categories Mohammed J Zaki proposed cSPADE [6] algorithm for mining frequent sequences It is an efficient algorithm based on a

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### THE CONTINUABLE MINING APPROACH TO

worldscientific /doi/pdf/10 1142/9789812701534_0138The 11th Joint International Computer Conference (JICC2005) THE CONTINUABLE MINING APPROACH TO MINING FREQUENT EPISODES IN THE EVENT SEQUENCE*

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### A Scalable Algorithm for Mining Maximal Frequent

doi ieeecomputersociety /10 1109/ICTAI 2004 16question for the maximal frequent sequence mining is how to look ahead for longer or maximal frequent sequences at a reasonable cost

- Published in: international conference on tools with artificial intelligence 183 2004Authors: Congnan Luo 183 Soon Myoung ChungAffiliation: Wright State UniversityAbout: Data mining 183 Database 183 Sampling 183 Pattern recognition 183 Tree structureInquire Now
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### DESQ: Frequent Sequence Mining with

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ieeexplore ieee /document/4262535Previous studies have presented convincing arguments that a frequent pattern mining algorithm should not mine all frequent patterns but only the closed one

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### ALGORITHMS FOR MINING FREQUENT

worldscientific /doi/pdf/10 1142/9789812704955_0001ALGORITHMS FOR MINING FREQUENT SEQUENCES BEN KAO AND MINGHUA ZHANG Department of Computer Science and Information System, The University of Hong Kong, Hong Kong

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### Indexed Bit Map (IBM) for Mining Frequent

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### REEF: Resolving Length Bias in Frequent Sequence

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### A Scalable Algorithm for Mining Maximal Frequent

doi ieeecomputersociety /10 1109/ICTAI 2004 16question for the maximal frequent sequence mining is how to look ahead for longer or maximal frequent sequences at a reasonable cost

- Published in: international conference on tools with artificial intelligence 183 2004Authors: Congnan Luo 183 Soon Myoung ChungAffiliation: Wright State UniversityAbout: Data mining 183 Database 183 Sampling 183 Pattern recognition 183 Tree structureInquire Now
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### Indexed Bit Map (IBM) for Mining Frequent

Indexed Bit Map (IBM) for Mining Frequent Sequences Lionel Savary, Karine Zeitouni PRiSM Laboratory, 45 Avenue des EtatsUnis, 78035 Versailles cedex

Inquire Now ### Mining anomalous events against frequent sequences

sciencedirect /science/article/pii/S0957417411014576Mining anomalous events against frequent sequences in surveillance videos from commercial environments events associated with a frequent sequence of

- Published in: Expert Systems With Applications 183 2012Authors: Fahad Anwar 183 Ilias Petrounias 183 Tim Morris 183 Vassilis KodogiannisAffiliation: University of Manchester 183 Manchester Business School 183 School of CoAbout: Business intelligence 183 Knowledge extraction 183 Data mining 183 SequentiaInquire Now
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### Data Mining Techniques: Frequent Patterns in Sets

ccs neu edu/ /Slides/Lecture3ItemsetsSequences pdfSequence Mining 2 What Is Frequent Pattern Analysis? Find patterns (itemset, sequence, structure, etc ) that occur frequently in a data set

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Sequential pattern mining is a topic of data mining The two common techniques that are applied to sequence databases for frequent itemset mining are the

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### Mining BestN Frequent Patterns in a Video

enggjournals /ijcse/doc/IJCSE110311029 pdfMining BestN Frequent Patterns in a Video Sequence Vijayakumar V* Research Scholar, Bharathiar University, Coimbatore, amp Department of Computer Applications,

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### FDSMO: Frequent DNA Sequence Mining Using

ass /share/2016123117 pdfFDSMO: Frequent DNA Sequence Mining Using FBSB and Optimization Frequent DNA Sequence Mining using Optimization we are mining the frequent

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I need to develop a tool for web log data mining Having many sequences of urls, requested in a particular user session (retrieved from webapplication logs), I need

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datamining philippefournierviger / frequentpatternminingThe second example that I will give is to discover sequential rules in a sequence A frequent pattern mining frequent pattern mining frequent

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In this paper we present SPADE, a new algorithm for fast discovery of Sequential Patterns The existing solutions to this problem make repeated database scans, and

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arulesSequences: Mining Frequent Sequences Addon for arules to handle and mine frequent sequences Provides interfaces to the C implementation of cSPADE by

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Mining frequent sequences is a critical stage before rule generation for sequence databases Currently, there are two main ways for mining frequent sequences, namely

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Frequent sequence mining ```{r} library(arulesSequences) source(quotutils Rquot) Load functions mine frequent sequences

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GSP algorithm The algorithms for solving sequence mining problems are mostly based on the a priori F1 = the set of frequent 1sequence k=2, do while F

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### REEF: Resolving Length Bias in Frequent Sequence

u math biu ac il/~sarit/data/articles/immm201352020043 pdfREEF: Resolving Length Bias in Frequent Sequence Mining Ariella Richardson Industrial Engineering Jerusalem College of Technology Jerusalem, Israel

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### Frequent pattern mining: current status and future

Frequent pattern mining: current status and future directions 59 Another related work which mines the frequent itemsets with the vertical data format is (Holsheimer

Inquire Now ### Mining anomalous events against frequent sequences

sciencedirect /science/article/pii/S0957417411014576Mining anomalous events against frequent sequences in surveillance videos from commercial environments events associated with a frequent sequence of

- Published in: Expert Systems With Applications 183 2012Authors: Fahad Anwar 183 Ilias Petrounias 183 Tim Morris 183 Vassilis KodogiannisAffiliation: University of Manchester 183 Manchester Business School 183 School of CoAbout: Business intelligence 183 Knowledge extraction 183 Data mining 183 SequentiaInquire Now
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### Algorithm for sequence mining using gap

ijerd /paper/vol10issue6/Version_1/F1063749 pdfAlgorithm for sequence mining using gap constraints 38 been adapted for mining frequent sequential patterns Also like FP algorithms, FSP can adopt either a count

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umapi1 github io/mgfsmMGFSM : Largescale frequent sequence mining View on GitHub MGFSM Largescale frequent sequence mining Download this project as a zip file Download this

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### Differentially Private Frequent Sequence Mining via

mathcs emory edu/aims/pub/xu15icde pdfDifferentially Private Frequent Sequence Mining via Samplingbased Candidate Pruning Shengzhi Xu 1, Sen Su 2, Xiang Cheng 3, Zhengyi Li 4 Li Xiong y5

- Published in: international conference on data engineering 183 2015Authors: Shengzhi Xu 183 Sen Su 183 Xiang Cheng 183 Zhengyi Li 183 Li XiongAffiliation: Beijing University of Posts and Telecommunications 183 Emory UniversityAbout: Text mining 183 Sensitivity 183 Database 183 Bioinformatics 183 Noise 183 PrivacyInquire Now
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### BIDE: Efﬁcient Mining of Frequent Closed Sequences

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### Differentially Private Frequent Sequence Mining IEEE

ieeexplore ieee /document/7546941In this paper, we study the problem of mining frequent sequences under the rigorous differential privacy model We explore the possibility of designing a d

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In this paper we present SPADE, a new algorithm for fast discovery of Sequential Patterns The existing solutions to this problem make repeated database scans, and

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In recent years many contributions have been published to solve the problem of mining frequent patterns The following are the frequent sequence patterns

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### Efficient Frequent Sequence Mining on Taxi Trip

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### Sequence Mining Rensselaer Polytechnic Institute

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Frequent sequence mining ```{r} library(arulesSequences) source(quotutils Rquot) Load functions mine frequent sequences

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### Frequent Contiguous Pattern Mining Algorithms

research ijcaonline /volume95/number14/pxc3896646 pdfFrequent Contiguous Pattern Mining Algorithms for Biological Data Sequences The Sequential Pattern Mining involves frequent subsequences in a sequence data set

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### Supersequence frequent pattern mining on sequential

Due to the importance of Frequent Pattern Mining (FPM) in bioinformatics, web mining, social networks and so on, researchers have been paying significant attention to

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### Frequent Sequence Mining from Massive Access

PoS(CENet2017)061 Frequent sequence mining from massive access log for users behaviour investigation Wei Chen 1 Introduction The fast development of Internet has

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### A TopDown Method for Mining Most Specific

A TopDown Method for Mining Most Specific Frequent Patterns in Biological Sequence Data Martin Ester Simon Fraser University School of Computing Science

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### Efficient Frequent Sequence Mining on Taxi Trip

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### Frequent Sequence Mining cvut cz

Frequent Sequence Mining In this tutorial, you will implement missing parts of two simple algorithms for frequent sequence mining There are many variants of this

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### REEF: Resolving Length Bias in Frequent Sequence

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dl acm /citation cfm?id=1765347Sequence mining is an active research field of data mining because algorithms designed in that domain lead to various valuable applications To increase efficiency of

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### An introduction to frequent pattern mining The Data

datamining philippefournierviger / frequentpatternminingThe second example that I will give is to discover sequential rules in a sequence A frequent pattern mining frequent pattern mining frequent

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### Mining Frequent Sequences Using ItemsetBased

iaeng /publication/IMECS2008/IMECS2008_pp591596 pdfitemsetbased extension approach for generating candidate sequence which contributes o a better and moret Since the problem of frequent sequence mining was

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### Who Rated What: a combination of SVD,

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### 6 FREQUENT PERIODIC CRYPTIC SEQUENCE

iaeme /MasterAdmin/UploadFolder/50620130101006/FREQUENT PERIODIC CRYPTIC SEQUENCE MINING IN FP tree, sequence mining, Repetition There is a vast amount of literature on mining databases for frequent

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### Chapter 8, Sequence Data Mining Baylor University

web ecs baylor edu/faculty/cho/4352/8_SequenceMining pdfChapter 8, Sequence Data Mining YoungRae Cho Associate Professor Department of Computer Science Baylor University Frequent sequence pattern mining

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### Sequence Mining Automata: a New Technique for

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### Efcient Mining of Frequent Episodes from Complex

in analyzing such a sequence is to nd frequent episodes, i e collections of events occurring frequently together [20, 19, 21] The goal of episode mining is to nd

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### DESQ: Frequent Sequence Mining with

1 DESQ: Frequent Sequence Mining with Subsequence Constraints Technical Report, October 2016 Kaustubh Beedkar Rainer Gemulla Data and Web Science Group

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### Online Frequent Episode Mining CSE SERVICES

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### Efficient frequent sequence mining by a dynamic

Mining frequent sequences in large databases has been an important research topic The main challenge of mining frequent sequences is the high processing cost due to

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### Frequent Pattern Mining Charu Aggarwal

charuaggarwal /freqbook pdffrequent pattern mining has a very special place in the data mining community At this point, 5 1 Serial Frequent Sequence Mining

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### Frequent Pattern Mining in Web Log Data 211budai

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### 6 FREQUENT PERIODIC CRYPTIC SEQUENCE

iaeme /MasterAdmin/UploadFolder/50620130101006/FREQUENT PERIODIC CRYPTIC SEQUENCE MINING IN FP tree, sequence mining, Repetition There is a vast amount of literature on mining databases for frequent

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Previous studies have presented convincing arguments that a frequent pattern mining algorithm should not mine all frequent patterns but only the closed ones because

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### Frequent pattern mining: current status and future

cs ucsb edu/~xyan/papers/dmkd07_frequentpattern pdfFrequent pattern mining: current status and future directions 59 Another related work which mines the frequent itemsets with the vertical data format is (Holsheimer

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### Online Frequent Episode Mining CSE SERVICES

ranger uta edu/~cli/pubs/2015/episodeicde15ao pdfmining to discover high utility episodes in complex event sequence In [40], the authors focus on mining probabilistic frequent serial episodes over a sequence of

- Published in: international conference on data engineering 183 2015Authors: Xiang Ao 183 Ping Luo 183 Chengkai Li 183 Fuzhen Zhuang 183 Qing HeAffiliation: Chinese Academy of Sciences 183 University of Texas at ArlingtonAbout: Data structure 183 Finite element method 183 Timefrequency analysis 183 DatInquire Now
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### SPADE: An Efficient Algorithm for Mining Frequent

philippefournierviger /spmf/SPADE pdfSPADE: An Efﬁcient Algorithm for Mining Frequent Sequences A frequent sequence is maximal if it is not a subsequence of any other frequent sequence

- Published in: Machine Learning 183 2001Authors: Mohammed J ZakiAffiliation: Rensselaer Polytechnic InstituteAbout: Sequential Pattern Mining 183 Data mining 183 Knowledge extractionInquire Now
### Good quotfrequent sequence miningquot packages in Python?

Has anyone used (and liked) any good quotfrequent sequence miningquot packages in Python other than the FPM in MLLib? I am looking for a stable package, preferable stilled

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### Mining Sequence Data Poznań University of

cs put poznan pl/jstefanowski/aed/TPD12csequence pdfOutline of the presentation 1 Realtionships to mining frequent items 2 Motivations for sequence databases and their analysis 3 Applications 4 Approximate queries

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### FDSMO: Frequent DNA Sequence Mining Using

ass /share/2016123117 pdfFDSMO: Frequent DNA Sequence Mining Using FBSB and Optimization Frequent DNA Sequence Mining using Optimization we are mining the frequent

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