Research

Research areas of interest

Big Code

... AKA mining software repositories (MSR) and software related data, software analytics etc. with the goal of improving the various facets the software lifecycle.

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Software Quality

Research on assessing the quality of a software project and quantifying the various (ISO 25010) quality characteristics: Functional Suitability, Performance Efficiency, Maintainability, Usability, Security, Portability, Reliability, Compatibility.

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Web Services and APIs

Research on web services and APIs

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Machine Learning on Source Code

Applying machine learning and deep learning representations on source code for various problems.

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Continuous Implicit Authentication

Research on behavioral biometrics for continuous implicit authentication taking into account keyboard strokes, taps and swipes for Desktop and Mobile applications.

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AutoML

The making of an automated/autonomous data scientist.

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Engineering Intelligent Software Agents

Autonomous software agents

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Funded Research Projects

Projects I worked as a researcher

  • SEAF
  • Mobile-Age
  • S-CASE
  • Cassandra
  • eTHMMY
  • Agent Academy

Archive

Past Research

NEAR

My PhD dissertation! NeuroEvolution of Augmenting Reservoirs, or for short NEAR, is an algorithm that combines Neuroevolution and Learning in order to optimize and train Echo State Networks for solving reinforcement learning and time series forecasting problems.

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Mertacor

Our agent for the Trading Agent Competition, Ad Auctions (1st place 2012, 3rd place 2010) and Supply Chain Management (3rd place 2005) games.

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Older Research Projects

Older research projects I was able to maintain in a publishable format.

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