Are statistics and machine learning enough to make predictions and forecasts?

Currently the techniques used to predict the future are statistical and machine learning techniques. The first continues the trend of historical data. The second learns from previous cases training. Both use historical information but do not take in mind key factors that can make the final result ch...

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Detalles Bibliográficos
Autores principales: Lorenzo, Antonio, Olivas, José A.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2020
Materias:
Ciencias Informáticas
Forecast
Trend
Prediction
Statistics
Machine Learning
Expert Knowledge
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/104769
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-104769
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Forecast
Trend
Prediction
Statistics
Machine Learning
Expert Knowledge
spellingShingle Ciencias Informáticas
Forecast
Trend
Prediction
Statistics
Machine Learning
Expert Knowledge
Lorenzo, Antonio
Olivas, José A.
Are statistics and machine learning enough to make predictions and forecasts?
topic_facet Ciencias Informáticas
Forecast
Trend
Prediction
Statistics
Machine Learning
Expert Knowledge
description Currently the techniques used to predict the future are statistical and machine learning techniques. The first continues the trend of historical data. The second learns from previous cases training. Both use historical information but do not take in mind key factors that can make the final result change. A knowledge-based framework is presented that allows predictions of some kind ofevents to be made using artificial intelligence techniques. This requires an expert to enter the key factors that can change the trend of historical data into the system.The current framework has been applied prior to happening to two use cases, obtaining good preliminary results, in the framework of the developing of a PhD Thesis.
format Objeto de conferencia
Objeto de conferencia
author Lorenzo, Antonio
Olivas, José A.
author_facet Lorenzo, Antonio
Olivas, José A.
author_sort Lorenzo, Antonio
title Are statistics and machine learning enough to make predictions and forecasts?
title_short Are statistics and machine learning enough to make predictions and forecasts?
title_full Are statistics and machine learning enough to make predictions and forecasts?
title_fullStr Are statistics and machine learning enough to make predictions and forecasts?
title_full_unstemmed Are statistics and machine learning enough to make predictions and forecasts?
title_sort are statistics and machine learning enough to make predictions and forecasts?
publishDate 2020
url http://sedici.unlp.edu.ar/handle/10915/104769
work_keys_str_mv AT lorenzoantonio arestatisticsandmachinelearningenoughtomakepredictionsandforecasts
AT olivasjosea arestatisticsandmachinelearningenoughtomakepredictionsandforecasts
bdutipo_str Repositorios
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