The Formation of Optimal Portfolio of Mutual Shares Funds using Multi-Objective Genetic Algorithm
Abstract: Investments in
financial assets have become a trend in the globalization era, especially the
investment in mutual fund shares. Investors who want to invest in stock mutual
funds can set up an investment portfolio in order to generate a minimal risk
and maximum return. In this study the authors used the Multi-Objective Genetic
Algorithm Non-dominated Sorting II (MOGA NSGA-II) technique with the Markowitz
portfolio principle to find the best portfolio from several mutual funds. The
data used are 10 company stock mutual funds with a period of 12 months, 24
months and 36 months. The genetic algorithm parameters used are crossover
probability of 0.65, mutation probability of 0.05, Generation 400 and a
population numbering 20 individuals. The study produced a combination of the
best portfolios for the period of 24 months with a computing time of 63,289
seconds.
Keywords: Investing, Mutual
Fund Shares, Genetic Algorithms, Portfolio
Author: Yandra Arkeman, Akhmad
Yusuf, Mushthofa Mushthofa, Gibtha FitriLaxmi, Kudang Boro Seminar
Journal Code: jptkomputergg130093

Artikel Terkait :
Jp Teknik Komputer gg 2013
- Gamelan Music Onset Detection based on Spectral Features
- Streamed Sampling on Dynamic data as Support for Classification Model
- A Mobile Ecotourism Recommendations System Using Cars-Context Aware Approaches
- Improved Harmony Search Algorithm with Chaos for Absolute Value Equation
- Future Smart Cooking Machine System Design
- A Review of Communication Protocols for Intelligent Remote Terminal Unit Development
- Power Balance AODV Algorithm of WSN in Agriculture Monitoring
- Circularly Polarized Proximity-Fed Microstrip Array Antenna for Micro Satellite
- Ovarian Cancer Identification using One-Pass Clustering and k-Nearest Neighbors
- Localizing Region-Based Level-set Contouring for Common Carotid Artery in Ultrasonography
- Separability Filter for Localizing Abnormal Pupil: Identification of Input Image
- Feature Extraction of Composite Damage on Acoustic Emission Signals
- A Camera Self-Calibration Method Based on Plane Lattice and Orthogonality
- Application of Wavelet Analysis in Detecting Runway Foreign Object Debris
- Palmprint Verification Using Time Series Method
- Time Series Based for Online Signature Verification
- Two-phase Flow Visualization Employing Gauss-Newton Method in Microchannel
- Study on Thermal Conductivity Methane Sensor Constant Temperature Detection Method
- Fuzzy Adaptive PID Control of a New Hydraulic Erecting Mechanism
- Optimization of Membership Functions for the Fuzzy Controllers of the Water Tank and Inverted Pendulum with Differents PSO Variants
- Study of an Improved Fuzzy Direct Torque Control of Induction Motor
- Research of NiMH Battery Modeling and Simulation Based on Linear Regression Analysis Method
- Design and Modeling of an Integrated Micro-Transformer in a Flyback Converter
- Renewable Distributed Generation Models in Three-Phase Load Flow Analysis for Smart Grid
- A Design Study of Dual-Stator Permanent Magnet Brushless DC Motor