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Class Notes (1,030,090)
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Deakin (946)
MIS372 (10)

Class Notes for MIS372 at Deakin University

Predictive Analytics

MIS372 Lecture Notes - Lecture 9: Time Series, Demand Forecasting, Predictive Modelling
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LECTURE 9: TIME SERIES FORECASTING TIME SERIES Predictive models on crosssectional data A set of predictors or independent variables To predict the class or dependent variable (different from predictors) Regardless of the ...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 5: Pearson Product-Moment Correlation Coefficient, Lincoln Near-Earth Asteroid Research, Logistic Regression
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LECTURE 5: PREDICTION USING REGRESSION ANALYSIS ATTRIBUTE RELATIONSHIPS Relation types: i. Linear: the relationship can be explained with a straight line, constant change in one attribute because of change in the other ii....

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 8: Hierarchical Clustering, Railways Act 1921, Ground Truth
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LECTURE 8: DATA CLUSTRING CLUSTEING Grouping data instances based on their similarities (selected attributes) Data instances: Within a group are highly similar to each other Across groups are very dissimilar to each othe...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 3: Crowdsourcing, Overfitting, Intrusion Detection System
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LECTURE 3: DATA CLASSIFICATION (BASIC CONCEPTS) DISCRIMINANT ANALYSIS DAClassification: These models categorize data points or instances into predefined categories based on some measurable characteristics of the data inst...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 7: Association Rule Learning, Subsequence, Stock Market
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LECTURE 7: ASSOCIATION RULE MINING AND SEQUENTIAL PATTERN ANALYSIS ASSOCIATION RULE It is a measure of how strongly two (or more) items cooccur Find patterns in the data rather than predicting anything They are rules extra...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 10: Natural-Language Processing, Sentiment Analysis, Natural Language
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LECTURE 10: TEXT MINING APPLICATIONS SENTIMENT ANALYSIS IBM WATSON How it answers questions: Searches for text documents matching the question keywords: Looks into millions of documents Uses ngrams Uses stemming and mor...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 6: Confusion Matrix, Binary Classification, Binary Form
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LECTURE 6: CLASSIFICATION MODEL EVALUATION CLASSIFICATION MODEL EVALUATION PARAMETERS Evaluation starts from when: There is an actual label or class for a data instance There is a predicted label or class for the same da...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 2: Predictive Analytics, Data Mining, Data Transformation
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LECTURE 2: ANALYTICAL PROCESSES AND DATA PREPARATION ANALYTICAL PROCESSES The CRISP framework: i. Stands for Cross Industry Standard Process for Data Mining ii. Most widely adopted framework for data mining iii. Main Steps...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 4: Overfitting, Predictive Modelling, Metafunction
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LECTURE 4: DATA CLASSIFICATION: VALIDATION AND ENSEMBLES CLASSIFICATION VALIDATION Motivation: Estimate the performance of the predictive model, especially for new unseen data. A simplistic approach: trainbuild the model o...

Business and Law
MIS372
Bahadorreza Ofoghi
MIS372 Lecture Notes - Lecture 1: Sequential Pattern Mining, Data Mining, Cluster Analysis
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LECTURE 1: INTRO TO PREDICTIVE ANALYTICS DATA MINING AND ITS TYPES Data Mining Finding or extracting patterns in data Concerned with meaningful previously unknown patterns Combines statistics, machine learning and compu...

Business and Law
MIS372
Bahadorreza Ofoghi
Permachart - Marketing Reference Guide: Security Interest, Consequential Damages, Parol Evidence Rule

TM permacharts S a le s&L e a s e so fG o o d s General Considerations Un...

Accounting
ACTG 2010
All Professors
Permachart - Marketing Reference Guide: Secured Transaction, Chattel Mortgage, Security Interest

permacharts TM S e c u r e dT r a n s a c t io n s Scope ...

Accounting
ACTG 2010
All Professors
Permachart - Marketing Reference Guide: Statement Of Changes In Equity, Retained Earnings, Cash Cash

permacharts MT FINANCIAL STATEMENTS • Financial statements are documents that are BALANCE SHEET (B/S) STATEMENT OF RETAINED EARNINGS (SRE) ...

Accounting
ACTG 2010
All Professors
Accounting II - Reference Guides

Advance your knowledge with our advanced Accounting II! This companion Guide to Accounting I develops the reader’s understanding of balance sheets before moving into an effective summary of how assets are treated for accou...

Accounting
ACTG 2010
All Professors
Cost Accounting - Reference Guides

Specialized Accounting quick reference information in one handy place! This Guide provides specialized reference material that flows naturally from the contents of its companion Guides Accounting I and Accounting II. The t...

Accounting
ACTG 2010
All Professors
Permachart - Marketing Reference Guide: New York Stock Exchange, Nyse American, Market Trend

l e a r n • r e f e r e n c e • r e v i e w permacharts TM Stocks & Bonds WHAT IS A STOCK? WHAT IS A BOND? ...

Biology
BIOL2761
All Professors
Permachart - Marketing Reference Guide: Net Asset Value, Mutual Fund, U.S. Securities And Exchange Commission

l e a r n • r e f e r e n c e • r e v i e w permacharts TM Mutual Funds WHAT IS A MUTUAL FUND? PURCHASING & REDEE...

Biology
BIOL2721
All Professors
Business Administration
BUS 343
All Professors
Permachart - Marketing Reference Guide: Business Communication, Human Communication, Jargon

Communication Success 2 Communication Success 3 permacharts TM ...

Business Administration
BUS 343
All Professors
Permachart - Marketing Reference Guide: Predatory Pricing, Sales Promotion, Marketing Mix

Introductory Marketing 2 Introductory Marketing 3 permacharts TM ...

Business Administration
BUS 343
All Professors
Administrative Law - Reference Guides

Administrative law directly influences the life of every American citizen. All local, state and federal agencies operate pursuant to general Administrative law principles. An understanding of all administrative law functio...

Business Admin - Mgt
MGMT 10
All Professors
Organizational Behavior - Reference Guides

The systematic study of individual and group behavior within organizational structures is outlined in this coordinated Guide. Theories of leadership and individual behavior are related to the foundations of group behavior ...

Psychology
PSYC 302
All Professors
Introduction to Business Law - Reference Guides

Business law, sometimes referred to as corporate-commercial law, is a system of governance and regulations in connection with the creation, existence and dissolution of businesses. Today, Canadian businesses are governed b...

BLAW - Business Law
BLAW 464
All Professors
Management - Reference Guides

The complex aspects of Management are made clearer in this Guide. This powerful Guide provides comprehensive assistance to anyone who desires a deeper appreciation of basic Management principles. The fundamentals of organi...

BA - Business Administration
BA 2283
All Professors
Corporations - Reference Guides

Corporations are explained with clarity and precision in this informative Guide! This guide helps to remove some of the confusion that popularly exists concerning the purpose, the extent, and the legal effect of different ...

BA - Business Administration
BA 2283
All Professors
Marketing - Reference Guides

An easy to follow summary of every key marketing principle. The ability to effectively match a product or service to a need requires a well rounded understanding of the selling, public relations, and advertising that makes...

MBA - Master's in Business Admin
MBA 643
All Professors
Permachart - Marketing Reference Guide: Multilateral Treaty, European Economic Community, Statute Of The International Court Of Justice

l e a r n • r e f e r e n c e • r e v i e w permacharts TM International Law APPLICATIONS TREATIES ...

Commerce
COMM 404
All Professors
Permachart - Marketing Reference Guide: National Environmental Policy Act, Municipal Solid Waste, Criteria Air Contaminants

l e a r n • r e f e r e n c e • r e v i e w permacharts TM EEnvironmental Law ENVIRONMENTAL REGULATION NATIONAL ENVIRONMENTAL POL...

LAW
LAW 356
All Professors
Permachart - Marketing Reference Guide: Defeasible Estate, Leasehold Estate, Future Interest

l e a r n • r e f e r e n c e • r e v i e w permacharts TM PProperty Law ESTATES DESTRUCTIBILITY ...

LAW
LAW 253
All Professors
Permachart - Marketing Reference Guide: Meeting Of The Minds, Executory Contract, Uniform Commercial Code

l e a r n • r e f e r e n c e • r e v i e w permacharts TM CContracts WHAT IS A CONTRACT? STATUTE OF FRAUDS ...

Law and Business
LAW 603
All Professors

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