Search Results for author: Vladimir Vargas-Calderón

Found 12 papers, 2 papers with code

Road Network Deterioration Monitoring Using Aerial Images and Computer Vision

no code implementations30 Sep 2022 Nicolas Parra-A, Vladimir Vargas-Calderón, Herbert Vinck-Posada, Nicanor Vinck

Road maintenance is an essential process for guaranteeing the quality of transportation in any city.

Optimisation-free Classification and Density Estimation with Quantum Circuits

no code implementations28 Mar 2022 Vladimir Vargas-Calderón, Fabio A. González, Herbert Vinck-Posada

We demonstrate the implementation of a novel machine learning framework for probability density estimation and classification using quantum circuits.

Classification Density Estimation

Learning with Density Matrices and Random Features

1 code implementation8 Feb 2021 Fabio A. González, Alejandro Gallego, Santiago Toledo-Cortés, Vladimir Vargas-Calderón

It is a powerful formalism to represent both the quantum and classical uncertainty of quantum systems and to express different statistical operations such as measurement, system combination and expectations as linear algebra operations.

Density Estimation

Towards robust and speculation-reduction real estate pricing models based on a data-driven strategy

no code implementations26 Nov 2020 Vladimir Vargas-Calderón, Jorge E. Camargo

In many countries, real estate appraisal is based on conventional methods that rely on appraisers' abilities to collect data, interpret it and model the price of a real estate property.

Fairness

Learning from students' perception on professors through opinion mining

no code implementations25 Aug 2020 Vladimir Vargas-Calderón, Juan S. Flórez, Leonel F. Ardila, Nicolas Parra-A., Jorge E. Camargo, Nelson Vargas

Students' perception of classes measured through their opinions on teaching surveys allows to identify deficiencies and problems, both in the environment and in the learning methodologies.

Opinion Mining Sentiment Analysis

Supervised Learning with Quantum Measurements

2 code implementations2 Apr 2020 Fabio A. González, Vladimir Vargas-Calderón, Herbert Vinck-Posada

Prediction of the label for a new sample is made by performing a projective measurement on the bipartite system with an operator, prepared from the new input sample, and applying a partial trace to obtain the state of the subsystem representing the output.

Bayesian Inference General Classification

Event detection in Colombian security Twitter news using fine-grained latent topic analysis

no code implementations19 Nov 2019 Vladimir Vargas-Calderón, Nicolás Parra-A., Jorge E. Camargo, Herbert Vinck-Posada

Our method is able to discover event-specific sets of news, which is the baseline to perform an extensive analysis of how people engage in Twitter threads on the different types of news, with an emphasis on security, violence and crime-related tweets.

Clustering Dimensionality Reduction +1

A model for predicting price polarity of real estate properties using information of real estate market websites

no code implementations19 Nov 2019 Vladimir Vargas-Calderón, Jorge E. Camargo

Results show that the accuracy of a classifier that involves text descriptions is slightly higher than a classifier that only uses features of the real estate properties, as text descriptions tends to contain detailed information about the property.

Using machine learning and information visualisation for discovering latent topics in Twitter news

no code implementations21 Oct 2019 Vladimir Vargas-Calderón, Marlon Steibeck Dominguez, N. Parra-A., Herbert Vinck-Posada, Jorge E. Camargo

We propose a method to discover latent topics and visualise large collections of tweets for easy identification and interpretation of topics, and exemplify its use with tweets from a Colombian mass media giant in the period 2014--2019.

BIG-bench Machine Learning Clustering +1

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