CSCI 577: Data Mining

Computer Science · 4 credits

Techniques for extracting useful information from large data sets; attribute-value learning techniques (decision trees, association rules); relational mining techniques (inductive logic programming, efficient search of relational spaces); probabilistic techniques (Bayesian networks, conditional independence); statistical techniques; sampling strategies; applications in bioinformatics, personalization, information retrieval, web modeling, filtering, and text processing.

Offered in 1 of the 26 listed terms (Spring 2023).

Catalog entry Browse Classes Textbooks (WWU Bookstore)

Prerequisites

CSCI 510 and CSCI 511

Prerequisite tree

Each course's own prerequisites, down to the first courses in the chain.

CSCI 510 Automata and Formal Language Theory
requires CSCI 201 or CSCI 301
- CSCI 201 Discrete Math and Functional Programming for Computer Scientists
  requires CSCI 145 and (MATH 124 or MATH 125 or MATH 134 or MATH 135 or MATH 138 or Calculus AB AP Exam (AP66), score 3 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 3)
  - CSCI 145 Computer Programming and Linear Data Structures
    requires CSCI 141 and (MATH 115 or MATH 118 or MATH 124 or MATH 125 or MATH 138 or MATH 156 or MATH 157 or Precalculus AP Exam (AP65), score 5 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus 2 (PC2), score 1.70 or MPT - Advanced - Scaled Score, score 153 or ALEKS Math Placement Assessmnt, score 80)
    - CSCI 141 Computer Programming I
      requires MATH 112 or MATH 114 or MATH 115 or MATH 118 or MATH 124 or MATH 125 or MATH 134 or MATH 138 or MATH 156 or MATH 204 or Pre-Calculus 1 (PC1), score 1.70 or Precalculus AP Exam (AP65), score 3 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus (PC), score 1.70 or Pre-Calculus 2 (PC2), score 1.70 or College Algebra (CA), score 1.70 or MPT General - Scaled Score, score 152 or MPT - Advanced - Scaled Score, score 143 or ALEKS Math Placement Assessmnt, score 55
      - MATH 112 Functions and Algebraic Methods
        requires MPT - Advanced - Scaled Score, score 143 or MATH 099 (minimum grade YP) or College Algebra (CA), score 1.70 or Intermediate Algebra (IA), score 1.70 or MPT General - Scaled Score, score 148 or ALEKS Math Placement Assessmnt, score 35 or Precalculus AP Exam (AP65), score 2 or MATH 197C (minimum grade S) or MATH 109 (minimum grade S)
        MATH 099 Introductory Algebra
        requires ALEKS Math Placement Assessmnt, score 1
        MATH 197C Support Topics for Functions and Algebraic Methods
        requires ALEKS Math Placement Assessmnt, score 30
        MATH 109 Support for Functions and Algebraic Methods
        requires ALEKS Math Placement Assessmnt, score 30
      - MATH 114 Precalculus I
        requires MPT General - Scaled Score, score 153 or MPT - Advanced - Scaled Score, score 143 or ALEKS Math Placement Assessmnt, score 55 or MATH 112 or Precalculus AP Exam (AP65), score 3 or College Algebra (CA), score 1.70 or Pre-Calculus 1 (PC1), score 1.70
        MATH 112 Functions and Algebraic Methods (shown above)
      - MATH 115 Precalculus II
        requires MATH 114 or Precalculus AP Exam (AP65), score 4 or ALEKS Math Placement Assessmnt, score 65
        MATH 114 Precalculus I (shown above)
      - MATH 118 Accelerated Precalculus
        requires MPT General - Scaled Score, score 158 or MPT - Advanced - Scaled Score, score 149 or Precalculus AP Exam (AP65), score 4 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2 or ALEKS Math Placement Assessmnt, score 70
      - MATH 124 Calculus and Analytic Geometry I
        requires MPT - Advanced - Scaled Score, score 153 or MATH 115 or MATH 118 or Precalculus AP Exam (AP65), score 5 or Calculus BC AP Exam (AP68), score 3 or Calculus AB AP Exam (AP66), score 2 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus 2 (PC2), score 2.30 or ALEKS Math Placement Assessmnt, score 80
        MATH 115 Precalculus II (shown above)
        MATH 118 Accelerated Precalculus (shown above)
      - MATH 125 Calculus and Analytic Geometry II
        requires MATH 124 or MATH 134 or Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4
        MATH 124 Calculus and Analytic Geometry I (shown above)
        MATH 134 Calculus I Honors
        requires MATH 115 (minimum grade A) or MATH 118 (minimum grade A) or Math Placement - Advanced 2, score 20 or Precalculus AP Exam (AP65), score 5 (continues on its page)
      - MATH 134 Calculus I Honors
        requires MATH 115 (minimum grade A) or MATH 118 (minimum grade A) or Math Placement - Advanced 2, score 20 or Precalculus AP Exam (AP65), score 5
        MATH 115 Precalculus II (shown above)
        MATH 118 Accelerated Precalculus (shown above)
      - MATH 138 Accelerated Calculus
        requires Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4 or (Calculus BC AP Exam (AP68), score 2 and Calc AB Subscore AP Exm (AP69), score 3)
      - MATH 156 Algebra With Applications to Business and Economics
        requires MPT General - Scaled Score, score 152 or MPT - Advanced - Scaled Score, score 143 or ALEKS Math Placement Assessmnt, score 55 or Precalculus AP Exam (AP65), score 3 or College Algebra (CA), score 1.70 or Pre-Calculus 1 (PC1), score 1.70 or MATH 112
        MATH 112 Functions and Algebraic Methods (shown above)
      - MATH 204 Elementary Linear Algebra
        requires MATH 125 or MATH 135 or MATH 138
        MATH 125 Calculus and Analytic Geometry II (shown above)
        MATH 135 Calculus II Honors
        MATH 138 Accelerated Calculus (shown above)
    - MATH 115 Precalculus II
      requires MATH 114 or Precalculus AP Exam (AP65), score 4 or ALEKS Math Placement Assessmnt, score 65
      - MATH 114 Precalculus I (shown above)
    - MATH 118 Accelerated Precalculus
      requires MPT General - Scaled Score, score 158 or MPT - Advanced - Scaled Score, score 149 or Precalculus AP Exam (AP65), score 4 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2 or ALEKS Math Placement Assessmnt, score 70
    - MATH 124 Calculus and Analytic Geometry I
      requires MPT - Advanced - Scaled Score, score 153 or MATH 115 or MATH 118 or Precalculus AP Exam (AP65), score 5 or Calculus BC AP Exam (AP68), score 3 or Calculus AB AP Exam (AP66), score 2 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus 2 (PC2), score 2.30 or ALEKS Math Placement Assessmnt, score 80
      - MATH 115 Precalculus II (shown above)
      - MATH 118 Accelerated Precalculus (shown above)
    - MATH 125 Calculus and Analytic Geometry II
      requires MATH 124 or MATH 134 or Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4
      - MATH 124 Calculus and Analytic Geometry I (shown above)
      - MATH 134 Calculus I Honors (shown above)
    - MATH 138 Accelerated Calculus
      requires Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4 or (Calculus BC AP Exam (AP68), score 2 and Calc AB Subscore AP Exm (AP69), score 3)
    - MATH 156 Algebra With Applications to Business and Economics
      requires MPT General - Scaled Score, score 152 or MPT - Advanced - Scaled Score, score 143 or ALEKS Math Placement Assessmnt, score 55 or Precalculus AP Exam (AP65), score 3 or College Algebra (CA), score 1.70 or Pre-Calculus 1 (PC1), score 1.70 or MATH 112
      - MATH 112 Functions and Algebraic Methods (shown above)
    - MATH 157 Calculus with Applications to Business and Economics
      requires MPT - Advanced - Scaled Score, score 148 or MATH 156 or MATH 114 or MATH 118 or Pre-Calculus 2 (PC2), score 2.30 or ALEKS Math Placement Assessmnt, score 65 or Pre-Calculus 1 (PC1), score 2.3 or Pre-Calculus (PC), score 2.3 or Precalculus AP Exam (AP65), score 4 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2
      - MATH 156 Algebra With Applications to Business and Economics (shown above)
      - MATH 114 Precalculus I (shown above)
      - MATH 118 Accelerated Precalculus (shown above)
  - MATH 124 Calculus and Analytic Geometry I
    requires MPT - Advanced - Scaled Score, score 153 or MATH 115 or MATH 118 or Precalculus AP Exam (AP65), score 5 or Calculus BC AP Exam (AP68), score 3 or Calculus AB AP Exam (AP66), score 2 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus 2 (PC2), score 2.30 or ALEKS Math Placement Assessmnt, score 80
    - MATH 115 Precalculus II (shown above)
    - MATH 118 Accelerated Precalculus (shown above)
  - MATH 125 Calculus and Analytic Geometry II
    requires MATH 124 or MATH 134 or Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4
    - MATH 124 Calculus and Analytic Geometry I (shown above)
    - MATH 134 Calculus I Honors
      requires MATH 115 (minimum grade A) or MATH 118 (minimum grade A) or Math Placement - Advanced 2, score 20 or Precalculus AP Exam (AP65), score 5
      - MATH 115 Precalculus II (shown above)
      - MATH 118 Accelerated Precalculus (shown above)
  - MATH 134 Calculus I Honors
    requires MATH 115 (minimum grade A) or MATH 118 (minimum grade A) or Math Placement - Advanced 2, score 20 or Precalculus AP Exam (AP65), score 5
    - MATH 115 Precalculus II (shown above)
    - MATH 118 Accelerated Precalculus (shown above)
  - MATH 135 Calculus II Honors
  - MATH 138 Accelerated Calculus
    requires Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4 or (Calculus BC AP Exam (AP68), score 2 and Calc AB Subscore AP Exm (AP69), score 3)
- CSCI 301 Formal Languages and Functional Programming
  requires CSCI 145
  - CSCI 145 Computer Programming and Linear Data Structures (shown above)
CSCI 511 Analysis of Algorithms
requires CSCI 305 or CSCI 305
- CSCI 305 Data Structures and Algorithms I
  requires CSCI 201 or CSCI 301
  - CSCI 201 Discrete Math and Functional Programming for Computer Scientists (shown above)
  - CSCI 301 Formal Languages and Functional Programming (shown above)
- CSCI 305 Data Structures and Algorithms I (shown above)

From Banner's catalog for Spring 2027. Banner lists only the requisites it enforces, so check the catalog entry too.

Required by (0)

No course lists it as a prerequisite.

Syllabi and course websites

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Instructors

Instructor	Sections	Terms
Hearne, James	1	Spring 2023

Every offering in the listed terms (1 section)

Term	Sec	CRN	Type	Meets	Instructor	Enrolled	Delivery
Spring 2023	0	24010	Lecture	TR 2:00pm-3:40pm · ES 413	Hearne, James	17/15	Face to Face Instruction