Kardi Teknomo
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Visit Tutorials below:

k-Means clustering
K Nearest Neighbor
Market Basket Analysis
Similarity and Distance
Normalization of Performance Index
Adaptive Learning from Histogram
Discriminant analysis
Reinforcement Learning
Monte Carlo Simulation
Bootstrap Sampling
Recursive Average
Kernel Regression
Difference equations
Summation Tricks
Ginger Bread Man and Chaos
Mean and Average
Mean, median, mode
Variance and Standard deviation
Time Average & Time Variance
Data Revival from Statistics
Sierpinski gasket
Regression Model
Generalized Mean
Graph Theory
Growth Model
Digital Root
Continued Fraction
PI
Convert Decimal to rational
Euler Number
Power rules
Logarithm Rules
Bayes Theorem
Independent Events
Conditional Probability
Kernel basis function

Visual Basic (VB) tutorial
Micrsoft Excel Tutorial
Microsoft Excel Macro
Tower of Hanoi
Newton Raphson
Excel Iteration
Finding Eigen Value
Root of Polynomial
Ordinary Differential Equation
Soving System Equation
Generalized Inverse
Runge-Kutta
Euler Integration
Prime Factor

ArcGIS tutorial
Learning from data
Data Analysis from Questionnaire
System dynamic
Break Even Point
Sensitivity and What If Analysis
Financial Analysis
Multicriteria decision making
Analytic Hierarchy Process (AHP)
LAN Connections Switch.

Kardi Teknomo's Tutorials


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K-Means Clustering

k-means clusteringInteresting algorithm to partition your data. Resources to classification analysis, clustering analysis, data mining and free download code

Numerical Excel

Numerical ExcelVarious tutorials to solve analytical problems using MS Excel with and without programming.

 

Similarity Measurement

SimilarBasic knowledge on how to measure similarity and dissimilarity of performance index. Useful for clustering, Machine learning and data mining. Many simple examples.

Adaptive Machine Learning Algorithm

Machine learningHistogram based learning formula with memory for educational Monte Calo game and simulation. Numerical example for hand calculation and MS Excel is explained.

 

Discriminant Analysis

LDAClassical algorithm for pattern recognition and classification analysis.

 

K-Nearest Neighbor Algorithm

NeighborsSupervised learning for classification in data mining and statistical pattern recognition. Free download.

Q Learning by ExampleQ Learning

Pictorial introduction to Reinforcement Learning of Agent in unknown environment. Free download code

 

Bootstrap Sampling

bootstrap Powerful Monte Carlo method to estimate distribution from sample's statistics.

 

Analytic Hierarchy Process

AHPAnalytic Hierarchy Process (AHP) is a famous method for multi criteria decision making analysis. Read more

Market Basket Analysis

Market Basket Analysis

Learn to discover association rules from transaction data of a store

 

Kernel Regression

Inverse matrixNon-linear curve fitting technique using local kernel only by MS excel without macro

Linear Regression Model

regressionAn introduction to regression model using MS Excel. Learn how to model, find the best-fit model and use graph, functions, matrix and Add Ins to automate the regression.

Visual Basic (VB) tutorial

VB beginnerStep by step guide to programming using Visual Basic for beginners

Non-Linear Transformation

NonLinearTransformationTransform nonlinear curves into simple linear regression

Monte Carlo Simulation

Monte CarloBeginners guide to one of the largest and most important classes of numerical method for computer simulations

 

System Dynamic

System dynamicIntroduction to system thinking terminologies such as rate, level, positive and negative feedback loop, causal and stock flow diagram.

Mean and Average

Average

An eye opener to create many means or average beyond the traditional arithmetic, geometric and harmonic means. Include fundamentalrelationship between averages.

GIS Tutorial

GISIntroduction to GIS with feature to use Arc GIS (Arc View, Arc Editor or Arc Info). Assumed you know nothing about GIS.


Learning from Data

sprintStatistical concepts about central tendency and variation of data

Data Analysis from Questionnaires

park Descriptive Statistics and Pivot Table to analyze your data from questionnaire survey

Digital Root

Digital RootDiscover fascinating mathematical patterns of digital root

 

Prime Factor

prime faactor Use MS Excel iteration to compute prime factors in spreadsheet without macro

 

What-If Analysis

Explain how to perform what-if scenario and sensitivity analysis. Example on economic feasibility study for public transportation system (bus).

Useful Summation & Tricks

sigmaThis tutorial is made especially for those of you who forget or confuse with the mathematics symbol Sigma that represent summation.

Graph Theory

Graph TheoryA very gentle introduction to Graph theory in ordinary English using simple diagram of points and arcs.

 

Difference Equation

dynamical systemLearn very fascinating subject of discrete dynamical system, its solution, behavior, equilibrium or critical value and stability.

Ginger Bread Man

Ginger bread manDo you remember ginger bread man cookies? Learn about Chaos and having fun to produce Ginger Bread Man Cards

Fractal in Excel

seirpinskiHave fun with Excel to produce fractal shape of Seipinski gasket

 

Growth Model

growth modelBrief introduction to various basic growth model such as arithmetic , geometric, exponential and logistic growth phenomena.

Continued Fraction

Continued fractionAn introduction to regular continued fraction (finite, infinite and periodic) and its application to convert decimal to fraction, compute Pi and Euler number.

Generalized Inverse

Inverse matrixSolve regression using generalized inverse matrix in MS Excel

Recursive Average & Variance

Time averageEfficient methods to compute average and variance using recursive formula for real time measurement data

Quadratic Function

Inverse matrixExplore the characteristics of quadratic function and parabola curve

LAN Connections Switch

NETSHHow to automate swicth between LAN connections from static IP address to broadband DHCP

Solving ODE

ODE Practical approach to solve Ordinary Differential Equation numerically using Euler and Runge-Kutta method

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