
Kristina P. Sinaga
"A mind wired for patterns. A soul allergic to nonsense."
About Me
I am a lifelong learner, researcher, and sarcastic observer of systems and chaos. My passion lies in crafting intelligent AI solutions that not only work—but make sense.
My journey is shaped by clarity, structure, and a strong sense of identity in everything I build. Whether it’s an algorithm or a sentence, I believe in getting things right with purpose. My work bridges theory and practice, is infused with wit, and wrapped in elegant logic.
Currently, I am affiliated with the Istituto di Scienza e Tecnologie dell’Informazione at the Italian National Research Council, where I develop innovative algorithms for complex clustering problems.
Research Interests
My research focuses on developing innovative algorithms for complex systems, with particular emphasis on multi-view clustering, heat-kernel methods, and fuzzy clustering approaches. I specialize in creating solutions that perform robustly under unpredictable conditions with heterogeneous data sources.
Specializations
I focus on unpredictable, real-world settings where systems are truly tested. My approach blends theoretical rigor with hands-on experimentation to build scalable, intelligent solutions that hold up beyond the lab. My work with heat-kernel coefficients has led to novel clustering algorithms that outperform traditional methods on heterogeneous data.
Experience & Projects
Algorithm Design
Designed novel clustering algorithms including E-MVFCM and EB-MVFCM that incorporate heat-kernel coefficients for enhanced performance with heterogeneous data.
Robustness Research
Examined system robustness under noise and manipulation across diverse operational environments, with particular focus on multi-view learning scenarios.
NeuralGlow.ai
Founded a satirical AI lab blending humor, critique, and product design to challenge hype culture and reimagine intelligent systems.
Recent Publications
Browse my complete publication list with full citations and impact metrics
Opportunities
Open to New Roles
I am currently on the global job market for research-driven or applied roles—starting October 2025—with teams that value clarity, autonomy, and creative rigor.
If your work is serious about outcomes (and allergic to nonsense too), let's talk.
Get in TouchContact
Feel free to reach out if you’re interested in collaboration, research opportunities, or just want to discuss interesting problems in AI and mathematics.
- Email: kristinapestaria.sinaga@isti.cnr.it
- Office: Istituto di Scienza e Tecnologie dell’Informazione, Italian National Research Council, Italy
- Previous Affiliation: Chung Yuan Christian University, Taiwan
© 2025 Kristina P. Sinaga | Last updated: May 2025