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Overview
Papers
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Misc
Akshay Balsubramani

120

Stanford University
300 Pasteur Drive, Palo Alto, CA 94304

Research Overview

Welcome! I am a postdoctoral scientist working in functional genomics and machine learning, in the lab of Anshul Kundaje at Stanford University. My genomics research has focused on computationally exploring epigenetic regulation of transcription at the single-cell level, with applications in basic cancer and aging research. My machine learning and statistics research includes methods for semi-supervised and representation learning and decision theory, as well as work on more foundational aspects of statistics and probability of stochastic processes.

I completed my PhD at UC San Diego in machine learning, where I was advised by Yoav Freund. During my PhD, I developed semi-supervised algorithms to combine ensembles of predictors, and also worked on stochastic processes. I spent summers interning with the Machine Learning group at Microsoft Research NYC, the video content analysis group at Google Research Mountain View, and the Interaction and Intent group at Microsoft Research Silicon Valley.


Research Manuscripts

Click on each paper title for a very unofficial one-sentence summary.


Preprints

Papers

Workshop Only

Theses

* Indicates equal authorship.

Other writing

I maintain a blog where I post research-related content that hasn't made it into papers (yet).

Biography

Before the PhD, I was an Associate at Strand Life Sciences, where I did statistical genomics, developing tools for genomics researchers. Previously, I received a B.S. (High Honors) in Electrical Engineering and Computer Science at UC Berkeley. On the way to that degree, I minored in (quantum) physics at Berkeley as well. Before that, I lived in various parts of India, the US, and Singapore.

Miscellaneous

Some suggestions on research which I believe in.

I used to play the violin (and occasionally still do); before college, I got a distinction in it (unfortunately recordings are lost!). I also played the Carnatic classical style, which is less polyphonic but melodically richer than the Western European classical tradition.

I have always enjoyed traveling and do so whenever the opportunity arises. I like running, occasionally structured. In my free time, I sometimes write on history and philosophy tidbits I find interesting.

This site is (still and perennially) under construction.