My main interests are: Supervised Learning (Classification, Regression, Time Series Analysis), Adaptive Learning systems (to learn from non stationary distributions) and Automated Machine Learning (AutoML) - i.e., to learn how to develop different ML pipelines tailored to different projects/verticals/datasets on a fully automatic fashion. On the application side, I have a strong interest on Financial Services, followed by Transportation (9 yrs. exp.) and Retailsectors.
Together with the amazing collaborators I have/had the opportunity to work with, I've developed prototypes over my own novel learning frameworks using mainly R. Occasionally, I also use Python/C/C++. For additional information, please check my CV.
Thank you for visiting my personal homepage!
Contacts: luis.moreira.matias[at]gmail.com .::. (+49) 6221 4342261 .::. (+49) 152 52902933
01/08/2018 - I just joined Kreditech as Head of Data Science!!!
18/07/2018 - I just got a paper accepted for publication on IEEE Transactions on Intelligent Transportation Systems!!! on learning from incomplete and unreliable traffic flow data. Check it out!!!
22/06/2018 - I am now invited reviewer of IEEE Transactions on Systems, Man, and Cybernetics: Systems!!!
21/06/2018 - I just got invited to be part of the Program Committee of AAAI 2019!!!
11/06/2018 - I am now invited reviewer of IEEE Transactions on Computational Social Systems!!!
28/05/2018 - My ex-student Sourabh Parkala just successfully defended his Msc Thesis entitled "Ranking Feature Importance Through Representation Hierarchies" at TU Kaiserlautern!!!
18/04/2018 - Just developed a novel stacking meta-learning-based approach for regression problems. Details in arXiv!!!
16/04/2018 - I just got invited to be part of the Program Committee of ECML/PKDD 2018!!!
25/03/2018 - Proud to be part of the Technical Program Committee of IEEE iSCI 2018!!!
23/03/2018 - I am now invited reviewer of Data Mining and Knowledge Discovery!!!
01/03/2018 - I will be giving a keynote at DS Portugal about pitfalls, misconceptions and future trends of Data Science and AI in industry! Show up by 18:30 at UPTec (Porto), next 23/08/2018!!!
23/02/2018 - I just got invited to be part of the Program Committee of 2nd Workshop on Engineering Context-Aware Applications and Services (ECAAS 2018)!!!
17/02/2018 - I am now invited reviewer of Engineering Applications of Artificial Intelligence!!!
15/02/2018 - Just developed a novel robust and scalable approach for Co-Clustering problems. Details in arXiv!!!
30/01/2018 - I am now invited reviewer of Entropy!!!
25/01/2018 - I am now invited reviewer of Transportmetrica A: Transport Science!!!
08/01/2018 - I just got invited to be part of the Program Committee of ISMIS 2018!!!
13/12/2017 - I am now invited reviewer of Information Fusion!!!
12/12/2017 - I am now invited reviewer of ACM Transactions on Knowledge Discovery from Data!!!
30/11/2017 - I just got nominated to be committee member of the TC on Sustainable Transportation of IEEE ITS Society!!!