基本信息
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Bio
Personal page: http://web.ist.utl.pt/rmch
Google scholar: https://scholar.google.pt/citations?user=l8llniYAAAAJ&hl
Current position: Assistant Professor @ DEI, IST (Universidade de Lisboa), Associate Researcher @ INESC-ID
=== Research (synthesis) ===
1. Current research projects
• Principal investigator: iLU (DSAIPA/DS/0111/2018)
• Task responsible: Neuroclinomics2 (PTDC/EEI-SII/1937/2014), WISDOM (PTDC/EEI-SII/1937/2014), Data2Help (DSAIPA/AI/0044/2018)
2. Publications
– >40 papers in prestigious journals ranked as Q1 in SJR/ISI including Pattern Recognition, ACM CSUR, IEEE T-ITS, DAMI, IEEE J-BHI, JMIR, and BMC Bioinformatics
– >40 papers presented in renowned international scientific conferences, including SIAM SDM, ACM SIGKDD, ECML-PKDD, ECIR, ITS, HICSS, HRI, WABI, BPM and AAMAS
3. Supervision: >30 MSc thesis successfully concluded, >10 ongoing PhD students
4. Research path
• Heterogeneous Temporal Data Analysis in Biomedical and Urban Domains @ IDSS, INESC-ID [since 6/2016]
• Logical Modeling and Reachability Analysis of Biological Systems @ Instituto Gulbenkian de Ciências [since 2/2016]
• Learning from Structured Data; Biomedical Data Analysis @ KdBIO, INESC-ID [10/2013-1/2016]
• Affective Computing and Learning from Physiological Signals @ GAIPS, INESC-ID [11/2011-2/2014]
• Temporal and Domain-driven Classification @ IST-ID, IST [10/2011-1/2014]
• Modeling Data-centric Business Processes @ CODE, INOV [1/2009-10/2010]
5. Research interests
– Learning from Structured, Temporal and High-Dimensional Data
– Statistical Significance of Complex Models
– Multi-Omic Data Analysis
– Advanced Methods of Subspace Clustering and Classification
– Statistical Foundations of Data Mining
=== Distinctions ===
• 2022: Best Senior Researcher award ascribed by INESC-ID
• 2022: TRA Vision Award
• 2020: Best Young Researcher award ascribed by INESC-ID
• 2018-2019: Awarded scientific publications at ACM CSUR and DAMI
• 2016: Best PhD Research award ascribed by INESC-ID
• 2016: Doctoral research with Distinction and Honor by IST, Universidade de Lisboa
• 2012–2014: Three research articles elected as Best Papers in HICSS, ICIS and PhyCS
• 2010: Best Student Award by Caixa Geral de Depósitos (CGD) and Universidade de Lisboa
• 2010: Pluim Award for the best contribution to Revolutionary ICT-infrastructures, TU Delft
• 2006–2009: Merit Distinctions for academic achievements ascribed by Universidade de Lisboa (ascribed in 2007, 2008 and 2009)
• 2004–2005: Merit Distinction ascribed in 2003/04 and 2004/05 solemn sessions of Escola Madeira de Torres
=== Teaching (synthesis) ===
Lecturer at DEI, IST:
• Machine Learning (LEIC, IST), 2021/22
• Data Science (MEIC, IST), 2018/19, 2019/20
• Information Processing and Retrieval (MECD/MEIC, IST), 2020/21, 2021/22
• Health Informatics (MBiom, IST), 2017/18, 2018/19
• Autonomous Agents and Multi-Agent Systems (MEIC, IST), 2017/18, 2018/19, 2019/20
• Analysis and Synthesis of Algorithms (LEIC, IST), 2016/17
• Software Architectures (MEIC, IST), 2014/15 and 2011/12
• Software Engineering (LEIC, IST), 2009/10
• IT Project Management (MEIC, IST), 2009/10
• Others: Independent Studies II (LEIC, IST), Programming Foundations (LEIC, IST)
Excellence in the quality assessments of the teaching and pedagogic skills.
=== Industry ===
AI and Data Science team leader @ TEKEVER (since 8/2017)
– Multi-disciplinary research on deep space projects
– Advanced brain patterning analysis for interface control and virtual navigation
– Development of AI area: recruitment, mentoring and strategic vision
Business and IT analyst in 9 projects @ McKinsey & Company [8/2010–10/2011]
– Telecom: IT architecture analysis, corporative strategy, positioning in partnerships
– Media: potential of 15 African markets (macro-economy, demand, competition, M&A, entry models)
– Banking: revising strategic positioning near organizations and international banks
– Healthcare: process design to support the integration of clinics
– Energy (distribution): specifications design and contractual support to implement smart-grids
– Energy (retail): repositioning of a mark, loyalty programs
– Industrial processes: synergic potential of 20 engineering organizations for a M&A
– Telecommunications (international): fraud reduction, stock management, reporting automation, tariff design
Analyst @ Department for Studies and Strategy, Millennium BCP (Corporative Center) [6/2008–9/2008]
Goal: study the potential of 15 European banks based on extraordinary sources of income and risk exposure; economic context and implications to the bank’s strategy
=== Leadership and management activities ===
– President of Núcleo Estudantil de Informática do IST [10/2009–10/2010]
– Director Grupo de Contacto com Empresas do IST (GCE-Alameda) [9/2007–10/2009]
– Organizer of scientific seminars [since 2013] and international student workshops [1/2009–7/2009]
– Students’ delegate for the Department of Computer Science and Eng. (DEI) [9/2006–8/2008]
Research Interests
Papers共 111 篇Author StatisticsCo-AuthorSimilar Experts
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Biotechnology and bioengineering (2024)
Transportation Engineeringpp.100239, (2024)
Cities (2024): 104944
crossref(2024)
DATA MINING AND KNOWLEDGE DISCOVERYno. 1 (2024): 315-341
PATTERN RECOGNITION (2024): 110303
KNOWLEDGE-BASED SYSTEMSno. C (2024): 111671
CoRR (2024)
Cited0Views0EIBibtex
0
0
BMC Bioinformaticsno. 1 (2024): 16-16
PATTERN RECOGNITION (2024): 110231
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