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- John Thickstun, ZaÃ¯d Harchaoui, Sham M. Kakade
- ArXiv
- 2016

This paper introduces a new large-scale music dataset, MusicNet, to serve as a source of supervision and evaluation of machine learning methods for music research. MusicNet consists of hundreds ofâ€¦ (More)

- John Thickstun, Yi logSÎ²
- 2016

logistic regression CRFs can be seen as a generalization of logistic regression. So we will begin by reviewing logistic regression. This is the simplest example of a " log-linear model " where theâ€¦ (More)

- John Thickstun, ZaÃ¯d Harchaoui, Dean P. Foster, Sham M. Kakade
- 2018 IEEE International Conference on Acousticsâ€¦
- 2018

This paper explores a variety of models for frame-based music transcription, with an emphasis on the methods needed to reach state-of-the-art on human recordings. The translation-invariant networkâ€¦ (More)

- John Thickstun, ZaÃ¯d Harchaoui, Dean P. Foster, Sham M. Kakade
- ArXiv
- 2018

This work describes a novel recurrent model for music composition, which accounts for the rich statistical structure of polyphonic music. There are many ways to factor the probability distributionâ€¦ (More)

- John Thickstun
- 2016

If h(x) = |x| then we have P (|X| â‰¥ a) â‰¤ E|X| a. This is the classic Markov inequality. Note that without further assumptions, the bound is sharp. In particular, consider the deterministic randomâ€¦ (More)

- John Thickstun
- 2016

This paper establishes the Black Scholes formula in the martingale, risk-neutral valuation framework. The intent is two-fold. One, to serve as an introduction to expectation pricing and two, toâ€¦ (More)

- John Thickstun
- 2016

While we omit the proof, we remark that it is constructive. Specifically, A is a linear map consisting of random projections onto subspaces of Rd. These projections can be computed by n matrixâ€¦ (More)

This paper introduces a new large-scale music dataset, MusicNet, to serve as a source of supervision and evaluation of machine learning methods for music research. MusicNet consists of hundreds ofâ€¦ (More)

- John Thickstun
- 2016

0 |f(s)|ds â‰¤ |t| â‰¤ 1. Therefore the image of Bp is (uniformly) bounded. By Arzela-Ascoli, V : L p[0, 1]â†’ C[0, 1] is compact. The preceeding argument does not go through when V acts on L1[0, 1]. Inâ€¦ (More)

- John Thickstun
- 2015

This is a brief tutorial on how to do informal stochastic calculus and why it works. I state all the theoretical results needed to compute, I properly compute solutions to two famous SDEs, and I showâ€¦ (More)