Selected Publications

Microbial ecology, pp. 1–21, 2019

Machine Learning, pp. 1–32, 2018

PLOS ONE, (13), 3, pp. e0194317, 2018

Proceedings of the ECML/PKDD’2017 Conference, pp. 478–494, CORE rank: A (Best Student Machine Learning Paper Award), 2017

Aquatic Microbial Ecology, (80 (2)), pp. 167–180, 2017

International Journal of Data Science and Analytics, (3), 3, pp. 161–181, 2017

ACM Comput. Surv., (49), 2-31, 2016

Recent Publications

More Publications

. Diversity and Composition of Pelagic Prokaryotic and Protist Communities in a Thin Arctic Sea-Ice Regime. Microbial ecology, pp. 1–21, 2019.

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. Pre-processing Approaches for Imbalanced Distributions in Regression. Expert Systems, 35-(4), e12311, 2019.

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. MetaUtil: Meta Learning for Utility Maximization in Regression. Proceedings of Discovery Science 2018, 2018.

. 2nd Workshop on Learning with Imbalanced Domains: Preface. PMLR, 94, pp. 1–7, 2018.

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. Cost-Sensitive Learning: Preface. PMLR, 88, pp. 1–3, 2018.

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. Current State of the Art to Detect Fake News in Social Media: Global Trendings and Next Challenges. _ WEBIST 2018_, pp. 332-339, 2018.

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. REBAGG: REsampled BAGGing for Imbalanced Regression. PMLR, 94, pp. ?–?, 2018.

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. Twitter as a Source for Time- and Domain-Dependent Sentiment Lexicons. In: Social Network Based Big Data Analysis and Applications, pp. 1-19, Springer, 2018.

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. Arbitrage of forecasting experts. Machine Learning, pp. 1–32, 2018.

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Recent & Upcoming Talks

Predictive Analytics and the Ocean
2018-06-07 13:20
Utility-based Regression
2018-05-05 10:00
Arbitrage of Forecasting Experts
2018-01-17 13:00

Selected Projects

Online Observatory

Tools for detecting frauds on online digital advertisment

DeepSense

A solution for data analytics in the ocean economy

MarinEye

A Prototype for a Multitrophic Ocean Monitoring

OpenML

An open, collaborative, frictionless, automated machine learning environment

Parfois

Sales Forecasting

ePolicy

Engineering the POlicy-making LIfe CYcle

Project Coordination

Online Observatory

Tools for detecting frauds on online digital advertisment

Nitrolimit

Life at the Edge: Define the Boundaries of the Nitrogen Cycle in the Extreme Antarctic Environments

MODAL

Models for Predicting Algae Blooms in River Douro

MORWAQ

Monitoring and Predicting Water Quality Parameters

Parfois

Sales Forecasting

SkimIT

News Summarization

oRanki

Resource-bounded Outlier Detection

Project Participation

DeepSense

A solution for data analytics in the ocean economy

CORAL

Sustainable Ocean Exploitation: Tools and Sensors

MarinEye

A Prototype for a Multitrophic Ocean Monitoring

OpenML

An open, collaborative, frictionless, automated machine learning environment

REMINDS

Relevance Mining Detection System

ePolicy

Engineering the POlicy-making LIfe CYcle

Teaching

In 201718 I was teaching the following courses at University of Porto:

  • CC4018: Data Mining I
  • CC4046: Introduction to Data Science

In the summer of 2018 I taught at the Master of Science in Business Anlytics of NYU the course:

  • Data Mining with R

Students Supervision

Mohammad Etemad

Segmentation Algorithms for Trajectory Data

Paula Branco

Utility-based Predictive Analytics

Colin Bellinger

Methods for Handling Adverse Data Properties

Brett Drury

A Text Mining System for Evaluating the Stock Market’s Response To News

Mariana Oliveira

Predictive Analytics for Dependent Data

Nuno Guimarães

Analyzing and Developing Indicators for Building an Automatic Detector of Fake News in Social Media

Nuno Moniz

Prediction and Ranking of Highly Popular Web Content

Orlando Ohashi

Spatio-Temporal Prediction Methods

Paula Branco

Utility-based Predictive Analytics

Pedro Almeida

Financial Time Series Forecasting with the help of Domain Knowledge

Rita Ribeiro

Utility-based Regression

Vitor Cerqueira

Ensembles for Time Series Forecasting

Contact