Research Area

I am interested to discuss the domain area of research below:

Data Mining & Machine Learning

Data Warehouse & Business Intelligence

Artificial Intelligence & Metaheuristic Algorithm

Big Data and Web Technology

I am also adapt to use the new trend programming in 2018-2020:

• Python
• R Programming

Including, I have done to finish this task of domain area below (during Bachelor and Master Degree) in the last 5 years:

1. Data Mining and Machine Learning

Support language programming : PHP Native, PHP Framework Codeigniter, Java

Support Database : MySQL

Support Tools : Weka, Rapidminer

Projects and Assignments: 

Weka and Rapidminer

Weka and Rapidminer application for data mining problem. 2015

Preprocessing

Imputation using Decision Tree on Missing Values of Hepatitis Dataset. 2016

Normalization

Segmentation on Images Object Detection using normalization. 2016

Classification using Decision Tree

Classification using Decision Tree on Hypertension and Heart Disease Dataset. 2016

Clustering

K-means, K-means Optimization, Advance K-means, On-line Clustering. 2016

Text Mining

The application of news breast cancer using Text mining (Tokenizing , Filtering, Stemming and Tagging, Analyzing). 2016

Image Retrieval

The application of country flag country using CBIR based on Y-I-Q . 2016

Outlier Detection

Outlier Detection using clustering approach . 2016

Multiband Image Clustering

Application of Multiband Image Clustering . 2016

Cultural Computing and Semantic Retrieval

Semantic Information Retrieval on Dangdut Song Lyrics. 2016

 

2. Artificial Intelligent, Intelligent Computing and Application

Support language programming : PHP Native, PHP Framework Codeigniter, Java, C++

Support Database : MySQL

Support Tools : Weka, Rapidminer

Projects and Assignments: 

Knowledge and Reasoning

Prolog and Knowledge Representation application. 2015

Search Algorithm

BFS, DFS, Hill Climbing, A* Search, Branch and Bound, Dynamic Programming. 2015

Pattern Recognition

Feature Selection on Iris Dataset using Line Observation. 2015

Classification

Classification using Nearest Neighbor on Iris Dataset.2015

Validation and Sampling

Validation and sampling using Validation Model (Holdout, Random Subsampling, K-fold cross validation, Leave one out validation, and  Bootstrap) on Iris Dataset.2015

Neural Network

Single Perceptron (AND and OR) .2015

Multi Perceptron (XOR) with Backpropagation on 7 segments dataset as input sequences .2015

Recognation

Number recognation using integral projection .2015

Genetic Algorithm

Implement Genetic Algorithm .2015

Implement K-means Optimization using Genetic Algorithm .2015

Kohonen SOM

Implement Kohonen SOM.2015

Fuzzy Logic

Implement and Calculate Fuzzy Logic on Economy Problems.2015

3. Information system and Database

Support language programming : PHP Native, PHP Framework Codeigniter

Support Database : MySQL, Oracle Database

Projects: 

Administration Services Information System in East

Java Provincial Police Security Intelligence Directorate

(Ditintelkam Polda Jatim)

An information system developed using Codeigniter

Framework, aims to provide online services for police record

certification and license in Polda Jatim, Polres Gresik and 18

Polsek Gresik. 2015– Web Application

Management Training Information System in PT.

Infomedia Nusantara Surabaya

A Web-based information system used to manage, assess, and

evaluate the training participant in the Company. 2014– Web

Application

Ground Transportation Information System in

Surabaya

An information system developed using web programming

languages, aims to provide easy information about ground

transportation service for public society in Surabaya. 2014– Web

Application

3,242 total views, 2 views today

Be Sociable, Share!

• 
•