EMORY UNIVERSITY · UNITED STATES
Frequent Itemset Generation in Materialized Databases
Master's · Taught in en
At a glance
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Duration
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IELTS
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Tuition / yr
en
Language
Master's
Level
- Learn foundational data mining techniques.Core Concepts
- Understand graph structures relevant to data mining (bipartite, lattice).Data Structures
- Master the Apriori Principle and its applications.Key Algorithm
- Explore methods for efficient candidate set generation.Optimization Techniques
- Study practical support counting strategies.Implementation Details
This program focuses on the fundamental concepts and algorithms for generating frequent itemsets in materialized databases. It covers essential data structures like bipartite and lattice graphs, and delves into techniques for reducing computational complexity. A key area of study is the Apriori Principle and its application in pruning candidate itemsets, a cornerstone of efficient data mining. The course explores the Apriori Algorithm in detail, including its phases of candidate generation, support counting, and pruning. Various methods for generating candidate sets and optimizing the support counting process are discussed, providing a comprehensive understanding of frequent itemset mining.
Curriculum
The curriculum covers theoretical concepts and practical algorithms for frequent itemset generation.
- Module
- Bipartite Graphs
- Lattice Graphs
- Subsets and Lattices
- Techniques to Reduce Computational Complexity of Frequent Set Generation
- The Apriori Principle
- Applying the Apriori Principle to Eliminate Candidate Sets
- The Apriori Algorithm
- Algorithms to Generate Candidate Sets
- Support Counting
Careers
This program equips students with skills applicable to various data-intensive roles. Graduates can pursue careers in data analysis, database management, and research in fields requiring efficient data mining techniques.
- Data Scientist
- Data Analyst
- Database Administrator
- Machine Learning Engineer
- Data Mining Specialist
- Researcher
Frequently asked questions
- What are the core topics covered in the Frequent Itemset Generation in Materialized Databases program?
- This program focuses on fundamental concepts and algorithms for generating frequent itemsets, covering essential data structures like bipartite and lattice graphs, and delving into techniques for reducing computational complexity using the Apriori Principle.
- What are the career prospects for graduates of this program?
- Graduates can pursue careers in data analysis, database management, and research. Common roles include Data Scientist, Data Analyst, Database Administrator, Machine Learning Engineer, Data Mining Specialist, and Researcher.
- How do I apply for this program?
- You need to identify your program of interest, review specific admission requirements on the relevant school's website, check application deadlines, prepare required documents like transcripts and test scores, and submit your application through the university's online portal.
- What are the tuition fees for this program?
- Tuition and costs vary by school and program at Emory University. Specific details regarding tuition for this program are not provided here.
- Are there any scholarships available for international students?
- The provided information mentions a Student Hardship Fund, which is a loan up to $1,000 for Laney Graduate School students experiencing financial hardship due to unexpected crises. It requires application and repayment within 89 days.
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Fees
Tuition (international)Tuition and cost vary by school and program.
Tuition (home)Tuition and cost vary by school and program.
LivingEstimated living costs are not specified.
For eligible undergraduate families earning less than $200,000, tuition is free starting fall 2026. Emory meets 100% of demonstrated financial need without loans for eligible undergraduates.
How to apply
1. Identify Program of InterestDetermine whether you are applying for undergraduate, graduate, or professional admission. Specific program details and admission information are available on individual school websites.
2. Review Admission RequirementsEach school and program has its own set of admission criteria. Check the relevant school's website for specific academic prerequisites and required standardized tests.
3. Check Application DeadlinesApplication deadlines vary by program and intake period. Refer to the program's specific page for the most up-to-date information.
4. Prepare Application DocumentsGather all necessary documents, which typically include academic transcripts, letters of recommendation, a personal statement or essay, and standardized test scores (e.g., GRE, GMAT, TOEFL/IELTS for international students).
5. Submit ApplicationComplete and submit your application through the university's online portal or the designated application system for your chosen program.
6. Apply for Financial Aid and ScholarshipsExplore financial aid options and scholarship opportunities. For undergraduate students, a Net Price Calculator is available. Graduate and professional students should consult their respective school's funding pages.
Scholarships
Student Hardship FundLoan amount up to $1,000 (emergency loan)
Frequently asked questions
What are the core topics covered in the Frequent Itemset Generation in Materialized Databases program?
+
This program focuses on fundamental concepts and algorithms for generating frequent itemsets, covering essential data structures like bipartite and lattice graphs, and delving into techniques for reducing computational complexity using the Apriori Principle.
What are the career prospects for graduates of this program?
+
Graduates can pursue careers in data analysis, database management, and research. Common roles include Data Scientist, Data Analyst, Database Administrator, Machine Learning Engineer, Data Mining Specialist, and Researcher.
How do I apply for this program?
+
You need to identify your program of interest, review specific admission requirements on the relevant school's website, check application deadlines, prepare required documents like transcripts and test scores, and submit your application through the university's online portal.
What are the tuition fees for this program?
+
Tuition and costs vary by school and program at Emory University. Specific details regarding tuition for this program are not provided here.
Are there any scholarships available for international students?
+
The provided information mentions a Student Hardship Fund, which is a loan up to $1,000 for Laney Graduate School students experiencing financial hardship due to unexpected crises. It requires application and repayment within 89 days.