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08/15/2023
Company Similarity using Large Language Models
Identifying companies with similar profiles is a core task in finance wi...
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08/14/2023
Quantifying Outlierness of Funds from their Categories using Supervised Similarity
Mutual fund categorization has become a standard tool for the investment...
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07/14/2022
Learning Embedded Representation of the Stock Correlation Matrix using Graph Machine Learning
Understanding non-linear relationships among financial instruments has v...
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07/11/2022
Learning Mutual Fund Categorization using Natural Language Processing
Categorization of mutual funds or Exchange-Traded-funds (ETFs) have long...
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07/12/2021
Investor Behavior Modeling by Analyzing Financial Advisor Notes: A Machine Learning Perspective
Modeling investor behavior is crucial to identifying behavioral coaching...
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06/24/2021
Fund2Vec: Mutual Funds Similarity using Graph Learning
Identifying similar mutual funds with respect to the underlying portfoli...
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06/24/2020
Machine learning the real discriminant locus
Parameterized systems of polynomial equations arise in many applications...
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05/29/2020
Machine Learning Fund Categorizations
Given the surge in popularity of mutual funds (including exchange-traded...
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10/27/2018
Towards Robust Deep Neural Networks
We examine the relationship between the energy landscape of neural netwo...
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10/17/2018
The loss surface of deep linear networks viewed through the algebraic geometry lens
By using the viewpoint of modern computational algebraic geometry, we ex...
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04/06/2018
The Loss Surface of XOR Artificial Neural Networks
Training an artificial neural network involves an optimization process o...
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03/23/2017
Perspective: Energy Landscapes for Machine Learning
Machine learning techniques are being increasingly used as flexible non-...
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05/20/2016
Fixed Points of Belief Propagation -- An Analysis via Polynomial Homotopy Continuation
Belief propagation (BP) is an iterative method to perform approximate in...
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04/09/2015