Esse é um artigo bem antigo que escrevi em 2013, mas face aos recentes eventos na minha carreira acadêmica estou postando publicamente para ajudar quem se propõe a fazer tal tarefa.
This piece of Rajiv Shah called “Stand up for Best Practices” that involves a well known scientific journal Nature shows the academic rigor failed during several layers down and why reproducibility matters.
Start note: Favio Vazquez made a great job in his article about it with a lot of charts and showing that in modern Machine Learning approach with the tools that we currently have the problems of replication and methodology are being tackled.
A post about ROC analysis becomes a small lecture about decision analysis: It’s good for researchers to present their raw data, along with clean summary analyses.
Abstract: We propose a new method for learning the structure of convolutional neural networks (CNNs) that is more efficient than recent state-of-the-art methods based on reinforcement learning and evolutionary algorithms.
Driver behavior profiling: An investigation with different smartphone sensors and machine learning Abstract: Driver behavior impacts traffic safety, fuel/energy consumption and gas emissions.