Search Results for author: Mohammad R. Rezaei

Found 6 papers, 2 papers with code

Latent Dynamical Implicit Diffusion Processes

no code implementations12 Jun 2023 Mohammad R. Rezaei

However, producing samples from such models with high fidelity is challenging due to the complexity and variability of latent and observation dynamics.

Deep Direct Discriminative Decoders for High-dimensional Time-series Data Analysis

2 code implementations22 May 2022 Mohammad R. Rezaei, Milos R. Popovic, Milad Lankarany, Ali Yousefi

The D4 brings deep neural networks' expressiveness and scalability to the SSM formulation letting us build a novel solution that efficiently estimates the underlying state processes through high-dimensional observation signal.

Decoder Hippocampus +3

Survival Seq2Seq: A Survival Model based on Sequence to Sequence Architecture

no code implementations9 Apr 2022 Ebrahim Pourjafari, Navid Ziaei, Mohammad R. Rezaei, Amir Sameizadeh, Mohammad Shafiee, Mohammad Alavinia, Mansour Abolghasemian, Nick Sajadi

This paper introduces a novel non-parametric deep model for estimating time-to-event (survival analysis) in presence of censored data and competing risks.

Decoder Survival Analysis

Gradient-Free Neural Network Training via Synaptic-Level Reinforcement Learning

no code implementations29 May 2021 Aman Bhargava, Mohammad R. Rezaei, Milad Lankarany

Trained MLPs yield character recognition performance comparable to identically shaped networks trained with gradient descent.

reinforcement-learning Reinforcement Learning (RL)

Amazon Product Recommender System

1 code implementation30 Jan 2021 Mohammad R. Rezaei

The ratings of a product are averaged to provide an overall product rating.

Recommendation Systems

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