Projects

Malware

• SLEIPNIR:
  Adversarial Deep Learning for Robust Detection of Binary Encoded Malware
  [code, paper].

• Visual Hallmarks of Robustness to Adversarial Malware
  [code, paper].

• PowerShell Malware: [CCS’18 Poster].

Optimization

• Distributed Coevolutionary GANs
  [code, AAAI Fall Symposium’18, NeurIPS’18 Workshop on Sys4ML].
  

• BN:
  Approximating Nash Equilibria for Black-Box Games: A Bayesian Optimization Approach
  [code, paper].
  

• On the Application of Danskin’s Theorem to Derivative-Free Minimax Optimization
  [code, paper].
  

• EmbeddedHunter:
  Multi-armed bandits meeting random matrix theory for large-scale black-box optimization
  [AAAI paper, code, poster, slides].
  

• NMSO:
  Naïve Multi-Scale Optimisation Algorithm for solving black-box global optimisation problem.
  This algorithm is the 2nd runner-up out of 28 algorithms in the BBComp’15 competition.
  [MATLAB code, experiments data, supplement materials, paper].
  

• BaMSOO; an implementation:
  An Implementation of the Bayesian Multi-Scale Optimisation for solving
  bound-constrained black-box global optimisation problem
  [MATLAB code, experiments data, paper].
  

• Revisiting Norm Optimization for Multi-Objective Black-Box Problems: A Finite-Time Analysis
  [paper].
  

• MO-SOO:
  Multi-Objective Simultaneous Optimistic Optimization for black-box multi-objective problems,
  [MATLAB code, C code, validation code, demo, BBComp’16 Competition, paper].
  

• MO-DIRECT:
  Multi-Objective DIviding RECTangles for black-box multi-objective problems
  [MATLAB code, demo, paper].
  

• BMOBench:
  A Black-box Multi-Objective Optimisation Benchmarking Platform.
  This is part of the MCDM 2016 - Real-Parameter Black-box Multi-Objective Optimization Benchmarking special session @ IEEE SSCI 2016. [webpage].
  

• Surrogate Multi-Objective Optimization:
  A MATLAB Toolbox for Multi-Objective Optimization Based on MATSuMoTo
  Known Issue : Ill-conditioned matrix when using RBF, I am still waiting for MATSuMoTo's author's reply regarding this issue. If you managed to fix it. Please let me know.
  [MATLAB code, paper].
  

• pymoutils:
  A Python utility code for multi-objective optimization. It is a wrapper for several functions, written in C / Python, which come handy when developing multi-objective algorithms in Python [code].
  

• optSolve:
  an amateur linear and mixed integer program solver
  [C++ code].
  

FPGA & Embedded Design

• Image Spatial Filters on FPGA [HDL code, paper].

• Video Processing on ZynQ [demo, PS-PL project].

• Camera-controller Robot [MATLAB code, demo]

• PONG Game Console [demo]

• FROGGER Console [Verilog Code, demo]

• Embedded Linux Game [demo]

• FPGA-based Mouse-controller [demo]
  

Computer Vision

• GraphBPT : a binary partition tree for image segmentation and probabilistic inference
  [Java code, paper].

• Virtual Soccer Game [MATLAB code, demo]

• Texture Synthesis [demo, MATLAB code].

• EigenFaces [demo, MATLAB code, Slides].

• Color Index [demo, MATLAB code].

HealthCare

• Multivariate Time-series Similarity Assessment via Unsupervised Representation Learning and Stratified Locality Sensitive Hashing: Application to Early Acute Hypotensive Episode Detection
  [IEEE Sensors Letters, presented at NeurIPS’18 Workshop on Machine Learning for Health]