Search Results for author: Teng Andrea Xu

Found 5 papers, 3 papers with code

Large (and Deep) Factor Models

no code implementations20 Jan 2024 Bryan Kelly, Boris Kuznetsov, Semyon Malamud, Teng Andrea Xu

We open up the black box behind Deep Learning for portfolio optimization and prove that a sufficiently wide and arbitrarily deep neural network (DNN) trained to maximize the Sharpe ratio of the Stochastic Discount Factor (SDF) is equivalent to a large factor model (LFM): A linear factor pricing model that uses many non-linear characteristics.

Portfolio Optimization

A Simple Algorithm For Scaling Up Kernel Methods

1 code implementation26 Jan 2023 Teng Andrea Xu, Bryan Kelly, Semyon Malamud

The recent discovery of the equivalence between infinitely wide neural networks (NNs) in the lazy training regime and Neural Tangent Kernels (NTKs) (Jacot et al., 2018) has revived interest in kernel methods.

regression

DeFi vs TradFi: Valuation Using Multiples and Discounted Cash Flow

no code implementations30 Oct 2022 Teng Andrea Xu, Jiahua Xu, Kristof Lommers

As of August 2022, blockchain-based assets boast a combined market capitalisation exceeding one trillion USD, among which the most prominent are the decentralised autonomous organisation (DAO) tokens associated with decentralised finance (DeFi) protocols.

Benign Autoencoders

1 code implementation2 Oct 2022 Semyon Malamud, Teng Andrea Xu, Antoine Didisheim

Recent progress in Generative Artificial Intelligence (AI) relies on efficient data representations, often featuring encoder-decoder architectures.

Decoder Dimensionality Reduction

A Short Survey on Business Models of Decentralized Finance (DeFi) Protocols

1 code implementation15 Feb 2022 Teng Andrea Xu, Jiahua Xu

Decentralized Finance (DeFi) services are moving traditional financial operations to the Internet of Value (IOV) by exploiting smart contracts, distributed ledgers, and clever heterogeneous transactions among different protocols.

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