Diaspora Peserta SCKD 2019

Dr. Mahardhika Pratama


Foto Diri
Biografi Singkat

Dr. Mahardhika Pratama received his PhD degree from the University of New South Wales, Australia in 2014. Dr. Pratama is a tenure-track assistant professor at the School of Computer Science and Engineering, Nanyang Technological University, Singapore. He worked as a lecturer (continuing position) at the Department of Computer Science and IT, La Trobe University from 2015 till 2017. Prior to joining La Trobe University, he was with the Centre of Quantum Computation and Intelligent System, University of Technology, Sydney as a postdoctoral research fellow of Australian Research Council Discovery Project. He completed his PhD degree from the University of New South Wales, Australia in 2.5 years. Dr. Pratama received various competitive research awards in the past 5 years, namely the Institution of Engineers, Singapore (IES) Prestigious Engineering Achievement Award in 2011, the UNSW high impact publication award in 2013 and 2014, IEEE TFS prestigious publication award in 2018, Amity researcher award. Dr. Pratama has published in top journals and conferences and edited one book, and has been invited to deliver keynote speeches in international conferences. Dr. Pratama has led one workshop in IEEE ICDM, five special sessions and two special issues in prestigious conferences and journals. He currently serves as an editor in-chief of International Journal of Business Intelligence and Data Mining and a consultant at Lifebytes, Australia. Dr. Pratama is a senior member of IEEE, IEEE Computational Intelligent Society (CIS) and IEEE System, Man and Cybernetic Society (SMCS), and Indonesian Soft Computing Society (ISC-INA). His research interests involve autonomous deep learning, data stream, control system, predictive maintenance and autonomous vehicle. His team currently consists of 15 researchers: 4 postdoc and 11 RA/PhD students from a number of countries: Indonesia, India, China, Brazil, Turkey.

link laman Profesional


Riwayat Pendidikan
Jenjang Institusi Fakultas/Bidang Tahun (mulai – selesai)
PhD UNSW, Australia Electrical Engineering/Machine Learning 2012-2014
MSc NTU, Singapore Electrical Engineering/Machine Learning 2010-2011
BEng ITS, Indonesia Electrical Engineering/Machine Learning 2006-2010
Riwayat Pekerjaan Formal
Institusi Posisi/Jabatan Tahun
Nanyang Technological University Assistant Professor in AI 2017-Now
La Trobe University, Australia Lecturer (Continuing Position) 2015-2017
University of Technology Sydney, Australia Postdoctoral Research Fellow 2014-2015
Institusi Saat ini

Nanyang Technological University

Bidang Ilmu

Machine Learning, Artificial Intelligence

Fokus Penelitian
  • Continual Learning, Deep Learning, Data Streams, Concept Drifts
Judul Nama Jurnal Tahun
PALM: An Incremental Construction of Hyperplanes for Data Stream Regression IEEE Transactions on Fuzzy Systems, Q1 2019
ATL: Autonomous Knowledge Transfer from Many Streaming Processes The 28th ACM International Conference on Information and Knowledge Management (CIKM) (Acceptance Rate<20%) 2019
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples the 28th ACM International Conference on Information and Knowledge Management (CIKM) (Acceptance Rate<20%) 2019
MUSE-RNN: A Multilayer Self-Evolving Recurrent Neural Network for Data Stream Classification 19th IEEE International Conference on Data Mining (ICDM) (Acceptance Rate:9%) 2019
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams IEEE Transactions on Fuzzy Systems, Q1 2019
Inspection-while-flying: An autonomous contact-based nondestructive test using UAV-tools Automation in Construction, Q1 2019
Learning Elastic Memory Online for Fast Time Series Forecasting Neurocomputing, Q1 2019
A Novel Spatio-Temporal Fuzzy Inference System (SPATFIS) and its Stability Analysis Information Sciences, Q1 2019
DEVDAN: Deep Evolving Denoising Autoencoder Neurocomputing, Q1 2019
Aerial Robot Control in Close Proximity to Ceiling: A Force Estimation-based Nonlinear MPC IROS 2019, Macau (Acceptance rate around 30%) 2019
Stable Adaptive Controller Based on Generalized Regression Neural Networks and Sliding Mode Control for a Class of Nonlinear Time-Varying Systems IEEE Transactions on Systems, Man, and Cybernetics: Systems, Q1 2019
Composite learning adaptive backstepping control using neural networks with compact supports International Journal of Adaptive Control and Signal Processing, Q1 2019
Generic Evolving Self-Organizing Neuro-Fuzzy Control of Bio-inspired Unmanned Aerial Vehicles IEEE Transactions on Fuzzy Systems, Q1 2019
Deep stacked stochastic configuration networks for lifelong learning of non-stationary data streams Information Sciences, Q1 2019
[Editorial] Data Mining and Granular Computing in Big Data and Knowledge Processing IEEE Access, Q1 2019
RedPAC: A Simple Evolving Neuro-Fuzzy-based Intelligent Control Framework for Autonomous Aerial Vehicles FUZZ-IEEE, Core Ranking: A 2019
Robust Evolving Neuro-Fuzzy Control of a Novel Tilt-rotor Vertical Takeoff and Landing Aircraft FUZZ-IEEE, Core Ranking: A 2019
FERNN: A Fast and Evolving Recurrent Neural Network Model for Streaming Data Classification IJCNN, Core Ranking: A 2019
RIT2FIS: A Recurrent Interval Type 2 Fuzzy Inference System and its Rule Base Estimation IJCNN, Core Ranking: A 2019
Evolving Large-Scale Data Stream Analytics based on Scalable PANFIS Knowledge Base Systems, Q1 2018
Online Tool Condition Monitoring Based on pENsemble+ IEEE Transactions on Cybernetics, Q1 2018
Breakup of Directed Multipartite Networks IEEE Transactions on Network Science and Engineering 2019
Towards the use of fuzzy logic systems in rotary wing unmanned aerial vehicle: a review Artificial Intelligence Review, Q1 2018
[Editorial] Special issue on Advanced Soft Computing for Prognostic Health Management Applied Soft Computing,Q1 2018
Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments SIAM International Conference on Data Mining (SDM19) (acceptance rate: 22%) 2019
Deep Transformation Method for Discriminant Analysis of Multi-channel Resting State fMRI 33rd AAAI Conference on Artificial Intelligence (AAAI 2019) (acceptance rate: 14%) 2019
Autonomous supervision and optimization of product quality in a multi-stage manufacturing process based on self-adaptive prediction models Journal of Process Control, Q1 2019
Online identification of a rotary wing unmanned aerial vehicle from data streams Applied Soft Computing, Q1 2018
Sentiment analysis: An automatic contextual analysis and ensemble clustering approach and comparison Data & Knowledge Engineering, Q1 2018
Evolving Ensemble Fuzzy Classifier IEEE Transactions on Fuzzy Systems, Q1 2018
Parsimonious Random Vector Functional Link Network for Data Streams Information Sciences, Q1 2018
Self-Adaptive Time-Series Based Forecast Models for Predicting Quality Criteria in Micro-Chip Production Engineering Applications of Artificial Intelligence, Q1 2018
Incremental Rule Splitting in Generalized Evolving Fuzzy Systems for Autonomous Drift Compensation IEEE Transactions on Fuzzy Systems, Q1 2018
Online active learning in data stream regression using uncertainty sampling based on evolving generalized fuzzy models IEEE Transactions on Fuzzy Systems, Q1 2018
Parsimonious Network based on Fuzzy Inference System (PANFIS) for Time Series Feature Prediction of Low Speed Slew Bearing Prognosis Applied Sciences, Q1 2018
Financial Time Series Forecasting using Twin Support Vector Regression, accepted for publication Plos One, Q1 2019
this list only contains some 2018 and 2019 publications
Keanggotaan dan Penghargaan
Nama Tahun Organisasi Pemberi
IEEE TFS Prestigious Publication Award 2019 IEEE, Q1 journal
Keynote speaker in over 10+ international conferences
Reviewers in Various A* Journals: IEEE TFS, IEEE TNNLS, IEEE TCYB, IEEE TKDE, etc.
Research proposal reviewer 2019 Dutch Research Council
Workshop Lead Organizer, IEEE ICDM (AML2019 workshop) 2019 IEEE ICDM, A* conference
Program Chair, INNS BDDL 2018 2018 INNS
Local Comittee Chair, IEEE ICBK 2018 2018 IEEE
Publication Chair, IEEE SSCI 2018 2018 IEEE
Amity University Researcher Award 2019 Amity University
UNSW High Impact Publication Award 2014 UNSW
UNSW High Impact Publication Award 2013 UNSW
Prestigious Engineering Achievement Award 2011 Institute of Engineer, Singapore
Daftar Hibah yang Diperoleh
Judul, role Tahun Jumlah Dana Pemberi Hibah
Autonomous Indirect Multi-component Process Sensing, Principal Investigator 2019 S$300,000 A*STAR-NTU-SUTD AI Partnership Grant
Semantic Visual Indoor Positioning System with Real-time Analytics, Co-Investigator 2017-2022 $372,360 IAF-ICP
Cyber-Physical Production System (CPPS) – Towards Contextual and Intelligent Response, Principal Investigator 2019-2022 S$4484040 ($1,075,440 goes to me) IAF-PP (AME Domain)
Real-Time Handling of Uncertainties in Data Streams, Principal Investigator 2017-2020 S$99,990 AcRF Tier 1
Sourcing Robotics: Intelligent sourcing agent, Co-Principal Investigator 2018-2021 S$750,000 Henkel inc
Large Vertical Take-Off & Landing (VTOL) Research Platform: Prototype development and demonstration, Principal Investigator 2018-2022 S$150,000 NTU Internal Funding
Handling Uncertainties in Data Streams Using Autonomous Learning Machine, Principal Investigator 2017-2020 S$200,000 NTU Internal Funding
Intelligent Multi-Energy Management Systems, Principal Investigator 2016-2021 S$4106000 (S$347,030 goes to me) National Research Foundation
Anggota Asosiasi Profesional
Judul Tahun
Senior Member, IEEE 2019
SIMTech Associate 2018 – now
Editor In Chief, IJBIDM 2017 – now
Associate Editor, Evolving Systems 2018 – now
Associate Editor, Journal of Control and Decision 2019 – now
Editorial Board Member, Complexity 2018 – now
IEEE CIS Singapore Chapter, ExCom 2019 – now
IEEE CIS Emergent Technologies Technical Committee 2019 – now