
IEEE Conference Record No. #38422
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ISMS2016
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IEEE 7th International Conference on
Intelligent
Systems, Modelling and Simulation
Bangkok (Thailand) 25 - 27 January
Conference Venue: Century Park Hotel
Local Host University: King Mongkuts
University of Technology Thonburi
View ISMS2010,
ISMS2011,
ISMS2012,
ISMS2013,
ISMS2014,
ISMS2015,
ISMS2016 papers in the IEEE Computer Society Digital Library I-Xplore
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Flights & Travel



Keynote, Tutorial &
Exhibition Speakers
Important Dates
Submission: see above
Notification
Starts: 20 Dec 2015
Final Upload into EDAS for checking &
Registration
(Payment):
See below
Credit Card on EDAS
Camera-ready
to CPS server
& copyright form:
see email from EDAS
Conference
Local Chair:
Dr Tiranee Achalakul, KMUTT
Program
Local Chair:
Mr Rajchawit
Sarochawikasit, KMUTT
Local
Arrangements:
Chair:
Dr.Santitham
Prom-On, KMUTT
Registration desk:
Ms Ruedeemart
Jessadapattharakul, KMUTT
Mr Gantaphon Chalumporn, KMUTT
Session Coordinators:
Mr Patrawut Ruangkanokmas,
KMUTT
Mr Krittaphat
Pugdeethosapol
KMUTT
Secretariat:
Ms Apinya
Khamya, KMUTT
Honorary Chairs
Prof Qiang
Shen, University of Aberystwyth, UK
Prof Frank Wang, University of
Kent, UK
Dr Athanasios Pantelous, University of Liverpool, UK
Honorary
Program Chairs:
Dr Richard Cant, NTU, UK
Dr Adam Brentnall,
Queen Mary, London University
Dr Alessandra Orsoni
Kingston University, UK
Advisory/Honorary
Chairs
Dr Putchong
Uthayopas, Kasetsart
University
Dr Pichaya Tandaya,
PSU
Prof Philip Sallis,
AUT,
New Zealand
Prof Rosni
Abdullah, USM
Prof Paulus Rihardjo,
UNPAR,
Indonesia
Prof Rosalam
Sarbatly, UMS
General Chair:
David Al-Dabass
General Co-Chair:
Ajith Abraham
EUROSIM
Liaison Chair:
Alessandra Orsoni
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CLOSED: Paper Submission: Final
extended DEADLINE 1 January 2016 (do Not leave
it to the last day, once paper is accepted you will need time for funding
approval and payment, also note the early bird rate deadline is 5 January).
Papers
in Program
ISBN and page numbers
View Proceedings CD online, use Internet Explorer to see full paper
content
Full
Program with
Paper Abstracts
Attendees
Opening
Session
Best papers
Fotos
Write your Paper using
these Templates:
Word template (MS Word .doc format)
PDF template (PDF format)
Then submit it through EDAS: http://edas.info. Ignore
PDF formatting error messages from EDAS, IEEE editor will inform you later if
there are problems.
Conference
Venue: Century Park Hotel, to book room
contact Ms Pathralee, email address: banquet@centuryparkhotel.com,
rates from Baht 1,800 nett (Thai guests) and Baht 2,600 (overseas guests)
including breakfast and internet in room, and state conference ID: ISMS2016,
limited rooms, contact her immediately.
Papers are invited on any aspect of intelligent systems,
modelling and simulation to be presented at ISMS2016. Particularly welcome are papers presenting original
unpublished work validated by experimentation, simulation or analysis with
application and practical focus from both industry and academy, duly
documenting lessons learnt from test-beds, field trials or real deployments. Accepted papers will be published by the IEEE Conference Publication
Service, CPS, and submitted to Computer Society Digital Library CSDL and
I-Xplore for unparalleled worldwide presence. Authors of selected papers will be invited to
submit an extended version (up to 20 pages, one extra page minimum on the
conference paper and different title) submitted for publication in the
International Journal of Simulation: Systems, Science & Technology,
IJSSST (http://ijssst.info). The event provides authors with an outstanding
opportunity for networking and presenting their work at a top quality
international conference.
ISMS2016
will be held over 3 day period in Bangkok, Thailand.
Tracks/Themes
,
- Intelligent
Systems
- Hybrid Intelligent
Systems
- Soft Computing and
Hybrid Soft Computing
- Computational
Intelligence
- Systems
Intelligence
- Intelligence
Systems
- Control of
Intelligent Systems
- Control
Intelligence
- e-Science and e-Systems
- Robotics,
Cybernetics, Engineering, Manufacturing and Control
- Methodologies,
Tools and Operations Research
- Bio-informatics
and Bio-Medical Simulation
- Discrete Event and
Real Time Systems
- Image, Speech and
Signal Processing
- Industry, Business
and Management
- Human Factors and
Social Issues
- Energy, Power
Generation and Distribution
- Transport,
Logistics, Harbour, Shipping and Marine Simulation
- Supply Chain
Management
- Virtual Reality,
Visualization and Computer Games
- Parallel and
Distributed Architectures and Systems
- Internet
Modelling, Semantic Web and Ontologies
- Mobile/Ad hoc
wireless networks, mobicast, sensor placement,
target tracking
- Performance
Engineering of Computer & Communication Systems
- Circuits, Sensors
and Devices
Suggested topics (other topics are also welcome): Simulation methodology and practice,
languages, tools and techniques. Models and modelling tools. Data/object
bases. Analytical and statistical tools. Simulators and simulation hardware,
training simulators. Integration of simulation with concurrent engineering,
integrated design and simulation systems. AI, intelligent systems,
agent-based simulation, decision support systems, philosophical issues,
analogies, metaphors, knowledge modelling, acquisition and synthesis of new
knowledge/models, intelligent/adaptive behaviour, man/machine interaction,
control systems. Parallel and distributed simulation, discrete event systems.
Artificial neural networks, computational intelligence.
Applications: aerospace; remote sensing;
electronic circuits and systems; communication and networks; business;
management; finance; economics; leisure, games, war/conflict/rebellion modelling;
psychology, cognitive functions, behaviour, emotion, subjectivity;
humanities, literature, semantics modelling/dynamics; biology; medicine;
public health; energy, power generation and distribution, manufacturing;
planning; control; robotics; measurement; monitoring; energy; safety critica1
systems; transportation; structural mechanics and civil engineering, oil and
gas; education and training; military.
Exhibitors: manufacturers of software and
hardware, publishers, etc., are invited to apply to exhibit their products.
The conference is
supported/co-sponsored by
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IEEE Region 10
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UK Simulation
Society
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Asia Modelling
and Simulation Section
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IEEE UK &
RI
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EUROSIM
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European
Council for Modelling & Simulation
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Submission Guidelines
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Submissions must be
original, unpublished work containing new and interesting results that
demonstrate current research in all areas of intelligent systems, modelling
and simulation and their applications in science, technology, business and
commerce. Full papers only, 6 pages maximum, are accepted for review.
Submission implies the willingness of at least one of
the authors to register and present the paper.
Paper Submission: ISMS2016 is using EDAS for submission, paper
processing and registration, authors need to:
- create an account with
EDAS by clicking on the link below
- open the list of
conferences managed by EDAS & find ISMS2016
- click on Submit button on
the right to enter your paper title & abstract
- upload file.
Click here to submit paper
Paper Templates:
Word template (MS
Word .doc format)
PDF template (PDF
format)
Latex template (Latex format)
Attendance and presentation
1. Absence does not affect publication in the CD, it only
affects submission and placement in I-Xplore (about 6 to 12 months after the conference).
2. Authors
who find it impossible to attend but
still wish their paper to be submitted to I-Xplore must upload their Presentation file to EDAS for review by the committee
to approve submission to I-Xplore. The author must explain the reasons for absence in the first slide
after the title slide with the name and email address of head of department
or professor to confirm and support the reasons.
3.
Authors who state they will attend but do not show up will not have the
proceedings CD sent to them nor will their paper be submitted to I-Xplore.
4.
The presentation program must be accurate to avoid time waste.
IEEE-Xplore: a paper will not be submitted to IEEE-Xplore if it suffers from one or more of the following problems:
1. Below average English,
2. Excessive number of citations to the authors own work in
References,
3. Little interaction with EE and Computing,
4. Not within the conference scope or has not followed Template,
5. Author did not offer valid reasons for not attending, or did
not upload to EDAS the presentation file (for committee review), or both.
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IPC
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Abdul Rahman Ramli
Agostino Bruzzon
Alan Crispin
Alessandra Orsoni
Andras Javor
Andrejs Romanovs
Andrzej Dzielinski
Antonio Guasch
Arijit Bhattacharya
Arpad Kelemen
Asrul Adam
Athanasios Pantelous
Wan Hussain Wan Ishak
Atulya Nagar
Borhanuddin Mohd Ali
Borut Zupancic
Carlos Martin Vide
Chamroeun Khim
Charles Patchett
Crina Grosan
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D K Pra
Daniela Zaharie
David Al-Dabass
Dong-hwa Kim
Eduard Babulak
Edward Williams
Emelio Jimenez Macias
Emilio Corchado
Er Meng Joo
Esko Juuso
Fabian Bottinger
Farshad Moradi
Fazal Rehman
Felix Breitenecker
Fengge Gao
Ismail Ibrahim
Ferda Nur Alpaslan
Franco Maceri
Ford Lumban Gaol
Gaby Neumann
Kenneth Nwizege
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Gaius Mulley
Galina Merkuryeva
Gerrit Janssens
Helen Karatza
Henri Pierreval
Hisao Ishibuchi
Hongbo Liu
Hosam Faiq
Ibrahim Shapiai
Igor Skrjanc
Ijaz Uddin
Ismail Saad
Issakki Kosonen
Jadranka Bozikov
Janos Janosy
Jeng-Shyang Pan
Jiri Kunovsky
K.G. Subramanian
Kai Juslin
Kazunori Sato
Khalid Al-Begain
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Kunio Igusa
Leon Bobrowski
Leonid Novitski
Lim Kian Sheng
Mahdi Mahfouf
Marco Remondino
Mario Koeppen
Marius Radulescu
Marry Kong
Marzuki Khalid
Miguel Angel Piera
Mikulas Alexik
Min-Shiang Hwang
Miroslav Snorek
Mo Song
Mohammad Essaaidi
Mojca Indihar Stemberger
Nguonly Taing
Nikolaos Karadimas
Nitin Nitin
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Olaf Ruhle
Osamu Ono
P. Pichappan
Pandian Vasant
Paramasivan Saratchandran
Peter Schwartz
Piers Campbell
R K Subramanian
Rashid Mehmood
Richard Cant
Richard Zobel
Rohit Sharma
Roland Wertz
Rosni Abdullah
Rubiyah Yusof
Russell Cheng
Sadiq Hussain
Safeeullah Soomro
Saleh Al-Jufout
Sanjay Chaudhary
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Shamin Ahmad
Shamsudin Amin
Siegfried
Wassertheurer
Sovila Srun
Sung-Bae Cho
Theodoros Kostis
Vassilis Tsoulkas
Vesna Bosilj-Vuksic
Vincent
Lee
Vlatko Ceric
Wolfgang
Wiechert
Xiangrong Liu
Xiaohong Gao
Xiao-Zhi Gao
Yuehui Chen
Yuri
Merkuryev
Zhang
Yi
Zhou Mingtao
Zulkarnay Zakaria
Zulkifli Md
Yusof
Zuwairie Ibrahim
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Registration (all figures in US$) Currency Converter: Due to
the labour intensive process of handling bank transfers a $50 surcharge
applies.
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Author/Participant
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Student Paper
(2 authors maximum)
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Student Participant
(no paper)
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Credit Card
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Bank Transfer
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Credit Card
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Bank Transfer
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Credit Card
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Bank Transfer
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Registration BEFORE deadline of 5 January 2016
IEEE Members: 5% discount is given to author
after presentation at conference
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$595
$30
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$645
$30
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$545
$25
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$595
$25
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$300
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$350
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Registration
AFTER deadline of 5 January
2016
IEEE
Members: 5% discount given to author after presentation at conference
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$640
$32
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$690
$32
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$590
$30
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$640
$30
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$350
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$400
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Currency converter
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ISMS2016
Program at a glance, 10pm
Bangkok time, 25 January 2016.
Session chairs and co-chairs are urgently
needed.
Kindly look through the program below
and choose a session where
you are not presenter and email david.al-dabass@ntu.ac.uk immediately.
Certificates of merit will be awarded to
mark your contribution to the success of the conference.
ISMS2016 Conference Program at a Glance
Conditions for
Submission to IEEE-Xplore
1. Presenter must demonstrate deep and detailed
knowledge of the paper content by utilizing the full 20 minutes
presentation time.
2. The session chair must be satisfied the
presenter has answered at least one question in full to the approval of
both the session chair and the participants.
3. The value of conference attendance is to get
maximum feedback from participants on the significance of the research
being presented.
4. Speak clearly and slowly, do not Mumble or race
through the sentences, moderate your voice to make sure attendees hear
every word you say without shouting.
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Session Code: Mon.pm1.A means Monday afternoon before
tea break in room A. Other Time periods: am1, am2, pm1, pm2
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Paper Code (PC): e.g. K1 see following pages
for a full list:
Track letter: A, B, C . and
paper number within track e.g. K1
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Day-0: Sunday 24 January 2016: 5 to 6pm, Early registration
desk opens for one hour, Century Park Hotel.
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Time
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Day-1: Monday 25
January 2016 (Keynote Speaker-1 & 2 + 36 papers)
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8.15 - 10.30
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Mon.am1.A: (Chair: David Al-Dabass/Tiranee): Opening
session and keynote Speaker-1 & 2: Prof Yong Men Teo
and Prof Saman Halgamuge
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10.30 - 10.45
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Refreshments
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Room A
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Room B
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10.45 - 12.25, 5
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Mon.am2.A (Chair: Rahul Gore-S4/Guo-F8):
A1, A2, A3, [A4-X], A5, K2
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Mon.am2.B (Chair: Tuba-A15/ Ilya-J3):
[B1-X], B2, C4,
G1, N2
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12.25 - 1.25
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Lunch
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1.25 - 3.45, 7
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Mon.pm1.A (Chair: Rommel-A2+K1+T3/Nelson-T2):
A6, A7, A8, A9,
[A11-X], A13, A14
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Mon.pm1.B (Chair: Tuba-A15/Dahlan-N2):
F1, F3, F4, F5,
F6, F7, F8
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3.45 - 4
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Refreshments
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4 - 6, 6
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Mon.pm2.A (Chair: Dahlan-N2/ Oswin-A14):
A15, A16, D1,
D2, D3, []
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Mon.pm2.B (Chair: Hiro-G1/Dewan-G1):
J1, J2, J3, L1,
L3, L4
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6 - 6.15
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Close of day-1
and photo opportunity
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7 - 8.30
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Conference
Dinner
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Day-2: Tuesday 26 January 2016 (26
papers)
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8.15
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Tue.am1.A: (Chair: David Al-Dabass/?): day-2 opening session
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8.15 - 10.15, 6
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Tue.am1.A (Chair: Tuba-A15/Ilya-J3):
K1, K3, K4, K5,
K6, T1
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Tue.am1.B (Chair: Chair: Guo-F8/Kaur-A9):
M1, M2, S2, S3,
S4, S6
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10.15- 10.30
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Refreshments
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10.30 - 12.50, 7
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Tue.am2.A (Chair: Rahul Gore-S4/Rahim-K4):
T2, T3, T4, T5,
T6, [T7-X], T8
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Tue.am2.B (Chair: Ilya-J3/Oswin-A14)
R1, R2, R4, R6,
R7, N1, C1
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12.50
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Close of
Conference, photo opportunity and Lunch
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2pm
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Afternoon to explore culture of Bangkok and dinner (own expense)
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Day-3 Wednesday 27 January 2016: Free
Time/Social Program to explore the heritage, culture and history of Bangkok and Thailand
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S6: late paper, abstract not in Program, present here, publish in
next conference. A4-X: No Visa, A11-X: clash/other event, B1-X: No Visa,
T7-X: no travel fund.
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Session chairs on standby: Abhijit Dayal Raj-S6, Harsumeet
Singh-S6,
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ISMS2016, ToC, 74 papers
Seq
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#
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Track: 01-A
Intelligent Systems
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Status
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First author
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Presenters
names
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A1
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1570234989
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Deep Belief Networks with Feature Selection
for Sentiment Classification
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Published
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Patrawut Ruangkanokmas
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Ruangkanokmas
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A2
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1570236798
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Design of Alcohol Detection System for Car
Users Thru Iris Recognition Pattern Using Wavelet Transform
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Published
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Rommel Anacan
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Anacan
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A3
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1570238723
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Cloud Computing and Robotics for Disaster
Management
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Published
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Nitesh Jangid
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Sharma
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A4
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1570239324
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Intelligent Power Management System of
Bangladesh Using Artificial Neural Network
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Published
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Md. Mahfuzur Rahman
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A5
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1570241161
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Determining the Pressure Distribution on
Water Pipeline Networks Using the Firefly Algorithm
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Published
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Lala Riza
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Riza
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A6
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1570241168
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Modelling of Output Power Response for
Switched Damping Electromagnetic Energy Harvester
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Published
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Beng Lee Ooi
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Ooi
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A7
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1570241279
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An Algorithmic Method of Calculating Neighborhood Radius for Clustering In-Home Activities
Within Smart Home Environment
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Published
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Duy Nguyen
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Nguyen
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A8
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1570241446
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Mobile Users' Context Awareness Model Based
on a Novelty Contextual-Soundscape Information
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Published
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Ho Sung Lim
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Lim
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A9
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1570241882
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A Novel Technique for Reduction of
Harmonics in Multilevel Inverters: A Survey
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Published
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Gagandeep Cheema
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Kaur
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A10
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1570241914
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Recommending Learning Peers for
Collaborative Learning Through Social Network Sites
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Published
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Mohammed Hassan
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A11
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1570242034
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Human Activities Recognition in Android
Smartphone Using Support Vector Machine
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Published
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Duc Tran
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A12
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1570242104
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Design of an Intelligent Home Assistant
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Published
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Md. Al-Amin
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A13
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1570242150
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Chatbot Using A Knowledge
in Database
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Published
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Bayu Setiaji
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Setiaji
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A14
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1570242154
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Sentiment Classification of Film Reviews
Using IB1
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Published
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Oswin Hartono
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Hartono
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A15
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1570242182
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Constrained Portfolio Optimization by
Hybridized Bat Algorithm
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Published
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Ivana Strumberger
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Tuba
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A16
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1570244039
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Novel Contact Sensor Concept and Prototype
Based on 2-DOF Vibration Absorber System
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Published
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Hussein Ali
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Ali
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Track: 02-B
Hybrid Intelligent Systems & Hybrid Soft Computing
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|
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B1
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1570234951
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Data Analysis to Generate Models Based on
Neural Network and Regression for Solar Power Generation Forecasting
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Published
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Tushar Verma
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B2
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1570242099
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Improving Soft Computing Performance with
Ant Colony Optimization for Multiclass Classification:The
Application for Learning Style Classification
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Published
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Worapat Paireekreng
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Sukpongthai
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|
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Track: 03-C
Methodologies, Tools and Operations Research
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|
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C1
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1570237384
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Revenue Efficiency Measurement with
Undesirable Data in Fuzzy DEA
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Published
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Nazila Aghayi
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Aghayi
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C2
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1570238545
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Simulators as Drivers of Cutting Edge
Research
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Published
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Muhammad Raja
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C3
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1570241497
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Comparison of Sensitivity for Consumer Loan
Data Using Gaussian Naive Bayes (GNB) and Logistic Regression (LR)
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Published
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Rahul Pundlik
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C4
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1570242192
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A Simulation-Based Reliability Analysis
Approach of the Fault-Tolerant Web Services
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Published
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Yanjun Shu
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Shu
|
|
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Track: 04-D
Bio-informatics and Bio-Medical Simulation
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|
|
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D1
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1570241295
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Enhanced Viral Precursor MicroRNA
Identification with Structural Robustness Features in Back-propagation
Neural Network
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Published
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Songtham Anuntakarun
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Anuntakarun
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D2
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1570242147
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Designing Machine-to-Machine (M2M)
Prototype System for Weight Loss Program for Obesity and Overweight
Patients
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Published
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Gunawan Wibisono
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Astawa
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D3
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1570242487
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A Position Aware Mobile Application for
E-Health Services
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Published
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I Hababeh
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Alouneh
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|
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Track: 06-F
Image, Speech and Signal Processing
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|
|
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F1
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1570234908
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A Comparative Study of Object Recognition
Techniques
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Published
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Amit Singh
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Singh
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F2
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1570236592
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Automatic Segmentation of Fuzzy Laser Lines
with Sub-Pixel Accuracy From the Uneven Background During Robotic Arc
Welding
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Published
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ZhenZhou Wang
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F3
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1570240475
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Rotation, Translation, and Scale Invariant
Bag of Feature Based on Feature Density
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Published
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Shih-Min Chen
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Chiang
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F4
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1570240588
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Analysis and Dissection of Sanskrit Divine
Sound "OM" Using Digital Signal Processing to Study the Science
Behind "OM" Chanting
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Published
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Ajay Gurjar
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Gurjar; Ladhake
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F5
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1570240608
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An Analysis of the Regularization Between
L2 and Dropout in Single Hidden Layer Neural Network
|
Published
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Ekachai Phaisangittisagul
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Phaisangittisagul
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F6
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1570241022
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A Symbol Based Audio Watermarking Scheme
Using Log Coordinate Mapping
|
Published
|
Bala Mallikarjunarao Garlapati
|
Garlapati
|
F7
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1570241361
|
A Probabilistic Approach for Human Action
Recognition Using Motion Trajectories
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Published
|
Srinivasa Rao Chalamala
|
Chalamala
|
F8
|
1570241381
|
Radar Signal Classification Based on
Cascade of STFT, PCA and Naive Bayes
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Published
|
Yuanyuan Guo
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Guo
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F9
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1570242250
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Online Blind Complex Source Separation
Algorithm with In-phase and Quadrature Component Joint Processing
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Published
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Hua Yang
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|
|
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Track: 07-G
Industry, Business and Management
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|
|
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G1
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1570241978
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Innovative High Quality Aircraft
Maintenance by Wisdom of Semantic Database Using Historical Data of
Operation Staffs
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Published
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Dewan Abdullah
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Abdullah; Takahashi
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|
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Track: 09-J
Engineering: Civil, Mechanical, Chemical, Industrial, Manufacturing and
Control
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|
|
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J1
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1570241563
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State Estimation of Thermal Systems with
Multiple Operation Modes
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Published
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Shota Sasaki
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Sasaki
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J2
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1570241866
|
Modified Model - Following Sliding Mode
Control Based on the Active Disturbance Rejection Control
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Published
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Hiroki Shibasaki
|
Shibasaki
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J3
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1570241926
|
Methodology of Intelligent Energy Management
System Simulation for Electric Vehicle Applications with Asynchronous Logic
Controller
|
Published
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Ilya Kavalchuk
|
Kavalchuk
|
|
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Track: 10-K Energy,
Power Generation and Distribution
|
|
|
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K1
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1570236654
|
Development and Design of PIC Controlled
Float Buoy Wave Energy Converter System
|
Published
|
Rommel Anacan
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Anacan
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K2
|
1570237288
|
A Nonlinear Adaptive State-Observer for
Pressurized Water Reactors
|
Published
|
Zhe Dong
|
Dong
|
K3
|
1570237744
|
Average Current Feed-Forward Control for
Multi-Modular Single-Phase UPS Inverters System
|
Published
|
Santosh Singh
|
Ghatak Choudhuri
|
K4
|
1570238562
|
Modeling in Energy Sector: A
Comparison Between Developing and Developed Countries
|
Published
|
Abdul Rahim Ahmad
|
Ahmad
|
K5
|
1570240615
|
Steady-state Analysis of Three-Phase AC to
DC Converter Using Current Injection Hybrid Resonant Converter for Power
Factor Correction
|
Published
|
Rahimi Baharom
|
Baharom
|
K6
|
1570241600
|
Trip Coil Signature Measurement and
Analysis Techniques for Circuit Breaker
|
Published
|
Harriezan Ahmad
|
Ahmad
|
K7
|
1570241801
|
Energy Harvesting From Vortex Induced
Vibrations Using Vented Cylinders Mounted on Light Rail Locomotive
|
Published
|
Kishan Ramesh kumar
|
|
|
|
Track: 11-L Transport,
Logistics, Harbour, Shipping and Marine Simulation
|
|
|
|
L1
|
1570236352
|
Simulated Civil Airplane Visual Conspicuity Experiments During Approaching and Departure
in the Airport Vicinity
|
Published
|
Zhen Xie
|
Xie
|
L2
|
1570241042
|
A Novel Travel Adviser Based on Improved
Back-propagation Neural Network
|
Published
|
Min Yang
|
|
L3
|
1570241452
|
Prediction of Driver's Brake Pedal
Operation in Vehicle Platoon System
|
Published
|
Hironori Suzuki
|
Suzuki
|
L4
|
1570242044
|
Development of a Personal Mobility Vehicle
for Short-range Transportation Support
|
Published
|
Yoshiyuki Takahashi
|
Takahashi
|
|
|
Track: 12-M
Virtual Reality, Visualization and Computer
Games
|
|
|
|
M1
|
1570241720
|
Design of Eyegaze-sensitive
Virtual Reality Based Social Communication Platform for Individuals with
Autism
|
Published
|
Pradeep Raj Krishnappa Babu
|
Krishnappa Babu
|
M2
|
1570242184
|
Parametric 3D Hand Model
|
Published
|
Maria Isabel Saludares
|
Saludares
|
|
|
13-N Parallel
and Distributed Architectures and Systems
|
|
|
|
N1
|
1570237380
|
Swarm Intelligence Algorithm for Job
Scheduling in Computational Grid
|
Published
|
Mehdi EffatParvar
|
EffatParvar
|
N2
|
1570242201
|
Design of Library Data Warehouse Using SnowFlake Scheme Method
|
Published
|
Akhmad Dahlan
|
Dahlan
|
|
|
Track: 15-R
Mobile/Ad hoc wireless networks, mobicast, sensor
placement, target tracking
|
|
|
|
R1
|
1570238625
|
Energy Consumption and Performance of Delay
Tolerant Network Routing Protocols Under Different Mobility Models
|
Published
|
Bhed Bista
|
Bista
|
R2
|
1570240559
|
A Model Based Connectivity and Localization
Strategy for Vehicular Ad Hoc Networks
|
Published
|
Saurabh Jha
|
Jha
|
R3
|
1570240990
|
A Dynamic Load Balancing Algorithm in Heterogenous Network
|
Published
|
Zhixiong Ding
|
|
R4
|
1570241663
|
Control Channel Load Balancing in Narrow
Band Cellular IoT Systems Supporting Coverage
Class
|
Published
|
Jung Wan Shin
|
Shin
|
R5
|
1570241816
|
From AIMS2015. ReduxGO:
Context-aware Mobile Recommender Application for Reducing Stop-and-Go
Scenario
|
Published
|
Nazleeni Haron
|
Resented at AIMS2015
|
R6
|
1570242004
|
A Study on Road Surface Condition
Monitoring System Using Bicycle-Mounted Grid Laser Light
|
Published
|
Yoshiaki Taniguchi
|
Taniguchi
|
R7
|
1570242181
|
Average Counting Via Approximate Histograms
- Preliminary Report
|
Published
|
Jacek Cichoń
|
Gotfryd
|
R8
|
1570243093
|
Fault Detection Prediction Analysis of
Multi-Sensor Data Fusion Architecture
|
Published
|
Yasser Madany
|
|
|
|
Track: 16-S
Performance Engineering of Computer & Communication Systems
|
|
|
|
S1
|
1570241817
|
From AIMS2015. Performance Analysis of
Half-Sweep Successive Over-Relaxation Iterative Method for Solving Four-Point
Composite Closed Newton-Cotes System
|
Published
|
Mohana Muthuvalu
|
Resented at AIMS2015
|
S2
|
1570241829
|
Performance Analysis of Subcarrier Index
Modulation-OFDM in Doppler Spread Environments
|
Published
|
Sung Yub Yu
|
Yu
|
S3
|
1570242185
|
Noise Cancellation Using LMS Algorithm: An
Interval Arithmetic Approach with Intlab
|
Published
|
Vidya Chidanand Mansur
|
Mansur
|
S4
|
1570242710
|
Analysis of an IEC 61850 Based Electric Substation
Communication Architecture
|
Published
|
Rahul Gore
|
Gore
|
S5
|
1570242914
|
Simulation and Performance Evaluation of
Vehicle-to-Vehicle (V2V) Propagation Model in Urban Environment
|
Published
|
Zeeshan Hameed Mir
|
|
S6
|
1570242206
|
Late Paper, Publish in Next Conference.
Enhancement of Heat Transfer in Heat Pipes Using TiO2/Benzene Based
Nano-coolants LATE PAPER, present here, publish in next conference
|
Published
|
Abhijit Dayal Raj
|
Raj; Singh
|
|
|
Track: 17-T
Circuits, Sensors and Devices
|
|
|
|
T1
|
1570234557
|
Quadrature Oscillator Using Operational Transresistance Amplifiers
|
Published
|
Montree Kumngern
|
Kumngern
|
T2
|
1570236655
|
Design and Development of an Oil Spill
Detection and Transmission System Using Artificial Illumination Using LEDs
|
Published
|
Mark Nelson
Pangilinan
|
Pangilinan
|
T3
|
1570237182
|
Design of a New External Signal Controlled
Polymorphic Gates
|
Published
|
Rommel Anacan
|
Anacan
|
T4
|
1570238651
|
Design and Implementation of PIC16F877A
Microcontroller Based Data Acquisition System with Visual Basic Based GUI
|
Published
|
Mousam Ghosh
|
Ghosh
|
T5
|
1570238880
|
4:2 and 5:2 Decimal Compressors
|
Published
|
Prabir Saha
|
Saha
|
T6
|
1570242177
|
A Study on Thermal and Electrical
Characteristics of Thermoelectric Cooler TEC1-127 Series
|
Published
|
Najath Akram
|
Akram
|
T7
|
1570242490
|
Efficiency Improvement of Differential
Drive Rectifier for Wireless Power Transfer Applications
|
Published
|
Manal Mohamed
|
|
T8
|
1570244036
|
From AIMS2015. Error Source Identification
in Measuring Soft Tissue Stiffness and Self Compensating This Error Using
Three Probes Configuration
|
Published
|
Ahmed Fouly
|
Ali
|
|
Papers to be Published, 74, Final List
If you have paid the
fee within the past 24 hours or intend to pay it soon (by credit card on EDAS
is the only accepted method), do not wait
till the final deadline as your paper may need several revisions email the general chair immediately on david.al-dabass@ntu.ac.uk.
No Presenter
|
Selection
of Best Papers and for IJSSST
Blue = Best papers. Blue and Green 24 papers selected for
IJSSST
Grey = Not presented papers,
excluded from selection.
|
If your paper has been
selected congratulations, here are the steps:
1. Extend the paper by at least one page over the
conference paper, up to a maximum of 20 pages
2. Amend the title, abstract section and conclusions to
reflect the additional material
3. Submit the new version to IJSSST-V17 Issue No. 5
using EDAS, by the end of February 2016.
4. Inform the general chair on david.al-dabass@ntu.ac.uk and Guest Editor on tiranee@cpe.kmutt.ac.th
Best papers are published
without fee, Green papers are published at flat rate of $75, up to 20
pages. If your paper has not been selected but you still wish to submit an
extended version to IJSSST there will be the normal publication charge of
$15 per page with a minimum of 10 pages.
|
#
|
Seq
|
#
|
Title
|
First author
|
Presenters: names
|
rvw avg
|
1
|
11
|
1570237288
|
A Nonlinear Adaptive State-Observer for
Pressurized Water Reactors
|
Zhe Dong
|
Dong
|
0.8
|
2
|
37
|
1570241452
|
Prediction of Driver's Brake Pedal
Operation in Vehicle Platoon System
|
Hironori Suzuki
|
Suzuki
|
0.8
|
3
|
1
|
1570234557
|
Quadrature Oscillator Using Operational Transresistance Amplifiers
|
Montree Kumngern
|
Kumngern
|
0.7
|
4
|
4
|
1570234989
|
Deep Belief Networks with Feature Selection
for Sentiment Classification
|
Patrawut Ruangkanokmas
|
Ruangkanokmas
|
0.7
|
5
|
6
|
1570236592
|
Automatic Segmentation of Fuzzy Laser Lines
with Sub-Pixel Accuracy From the Uneven Background During Robotic Arc
Welding
|
ZhenZhou Wang
|
|
0.7
|
6
|
8
|
1570236655
|
Design and Development of an Oil Spill
Detection and Transmission System Using Artificial Illumination Using LEDs
|
Mark Nelson
Pangilinan
|
Pangilinan
|
0.7
|
7
|
9
|
1570236798
|
Design of Alcohol Detection System for Car
Users Thru Iris Recognition Pattern Using Wavelet Transform
|
Rommel Anacan
|
Anacan
|
0.7
|
8
|
17
|
1570238625
|
Energy Consumption and Performance of Delay
Tolerant Network Routing Protocols Under Different Mobility Models
|
Bhed Bista
|
Bista
|
0.7
|
9
|
20
|
1570238880
|
4:2 and 5:2 Decimal Compressors
|
Prabir Saha
|
Saha
|
0.7
|
10
|
21
|
1570239324
|
Intelligent Power Management System of
Bangladesh Using Artificial Neural Network
|
Md. Mahfuzur Rahman
|
Rahman
|
0.7
|
11
|
22
|
1570240475
|
Rotation, Translation, and Scale Invariant
Bag of Feature Based on Feature Density
|
Shih-Min Chen
|
Chiang
|
0.7
|
12
|
23
|
1570240559
|
A Model Based Connectivity and Localization
Strategy for Vehicular Ad Hoc Networks
|
Saurabh Jha
|
Jha
|
0.7
|
13
|
27
|
1570240990
|
A Dynamic Load Balancing Algorithm in Heterogenous Network
|
Zhixiong Ding
|
|
0.7
|
14
|
30
|
1570241161
|
Determining the Pressure Distribution on
Water Pipeline Networks Using the Firefly Algorithm
|
Lala Riza
|
Riza
|
0.7
|
15
|
31
|
1570241168
|
Modelling of Output Power Response for
Switched Damping Electromagnetic Energy Harvester
|
Beng Lee Ooi
|
Ooi
|
0.7
|
16
|
33
|
1570241295
|
Enhanced Viral Precursor MicroRNA
Identification with Structural Robustness Features in Back-propagation
Neural Network
|
Songtham Anuntakarun
|
Anuntakarun
|
0.7
|
17
|
36
|
1570241446
|
Mobile Users' Context Awareness Model Based
on a Novelty Contextual-Soundscape Information
|
Ho Sung Lim
|
Lim
|
0.7
|
18
|
39
|
1570241563
|
State Estimation of Thermal Systems with
Multiple Operation Modes
|
Shota Sasaki
|
Sasaki
|
0.7
|
19
|
41
|
1570241663
|
Control Channel Load Balancing in Narrow
Band Cellular IoT Systems Supporting Coverage
Class
|
Jung Wan Shin
|
Shin
|
0.7
|
20
|
43
|
1570241801
|
Energy Harvesting From Vortex Induced
Vibrations Using Vented Cylinders Mounted on Light Rail Locomotive
|
Kishan Ramesh kumar
|
|
0.7
|
21
|
44
|
1570241816
|
From AIMS2015. ReduxGO:
Context-aware Mobile Recommender Application for Reducing Stop-and-Go
Scenario
|
Nazleeni Haron
|
|
0.7
|
22
|
47
|
1570241866
|
Modified Model - Following Sliding Mode
Control Based on the Active Disturbance Rejection Control
|
Hiroki Shibasaki
|
Shibasaki
|
0.7
|
23
|
52
|
1570242004
|
A Study on Road Surface Condition Monitoring
System Using Bicycle-Mounted Grid Laser Light
|
Yoshiaki Taniguchi
|
Taniguchi
|
0.7
|
24
|
55
|
1570242099
|
Improving Soft Computing Performance with
Ant Colony Optimization for Multiclass Classification:The
Application for Learning Style Classification
|
Worapat Paireekreng
|
Sukpongthai
|
0.7
|
25
|
57
|
1570242147
|
Designing Machine-to-Machine (M2M)
Prototype System for Weight Loss Program for Obesity and Overweight Patients
|
Gunawan Wibisono
|
Astawa
|
0.7
|
26
|
61
|
1570242181
|
Average Counting Via Approximate Histograms
- Preliminary Report
|
Jacek Cichoń
|
Gotfryd
|
0.7
|
27
|
62
|
1570242182
|
Constrained Portfolio Optimization by
Hybridized Bat Algorithm
|
Ivana Strumberger
|
Tuba
|
0.7
|
28
|
63
|
1570242184
|
Parametric 3D Hand Model
|
Maria Isabel Saludares
|
Saludares
|
0.7
|
29
|
66
|
1570242201
|
Design of Library Data Warehouse Using SnowFlake Scheme Method
|
Akhmad Dahlan
|
Dahlan
|
0.7
|
30
|
68
|
1570242250
|
Online Blind Complex Source Separation
Algorithm with In-phase and Quadrature Component Joint Processing
|
Hua Yang
|
|
0.7
|
31
|
75
|
1570244039
|
Novel Contact Sensor Concept and Prototype
Based on 2-DOF Vibration Absorber System
|
Hussein Ali
|
Ali
|
0.7
|
32
|
3
|
1570234951
|
Data Analysis to Generate Models Based on
Neural Network and Regression for Solar Power Generation Forecasting
|
Tushar Verma
|
Verma
|
0.6
|
33
|
5
|
1570236352
|
Simulated Civil Airplane Visual Conspicuity Experiments During Approaching and
Departure in the Airport Vicinity
|
Zhen Xie
|
Xie
|
0.6
|
34
|
7
|
1570236654
|
Development and Design of PIC Controlled
Float Buoy Wave Energy Converter System
|
Rommel Anacan
|
Anacan
|
0.6
|
35
|
12
|
1570237380
|
Swarm Intelligence Algorithm for Job
Scheduling in Computational Grid
|
Mehdi EffatParvar
|
EffatParvar
|
0.6
|
36
|
13
|
1570237384
|
Revenue Efficiency Measurement with
Undesirable Data in Fuzzy DEA
|
Nazila Aghayi
|
Aghayi
|
0.6
|
37
|
14
|
1570237744
|
Average Current Feed-Forward Control for
Multi-Modular Single-Phase UPS Inverters System
|
Santosh Singh
|
Ghatak Choudhuri
|
0.6
|
38
|
15
|
1570238545
|
Simulators as Drivers of Cutting Edge
Research
|
Muhammad Raja
|
|
0.6
|
39
|
18
|
1570238651
|
Design and Implementation of PIC16F877A Microcontroller
Based Data Acquisition System with Visual Basic Based GUI
|
Mousam Ghosh
|
Ghosh
|
0.6
|
40
|
25
|
1570240608
|
An Analysis of the Regularization Between
L2 and Dropout in Single Hidden Layer Neural Network
|
Ekachai Phaisangittisagul
|
Phaisangittisagul
|
0.6
|
41
|
26
|
1570240615
|
Steady-state Analysis of Three-Phase AC to
DC Converter Using Current Injection Hybrid Resonant Converter for Power
Factor Correction
|
Rahimi Baharom
|
Baharom
|
0.6
|
42
|
28
|
1570241022
|
A Symbol Based Audio Watermarking Scheme
Using Log Coordinate Mapping
|
Bala Mallikarjunarao Garlapati
|
Garlapati
|
0.6
|
43
|
29
|
1570241042
|
A Novel Travel Adviser Based on Improved
Back-propagation Neural Network
|
Min Yang
|
|
0.6
|
44
|
32
|
1570241279
|
An Algorithmic Method of Calculating Neighborhood Radius for Clustering In-Home Activities
Within Smart Home Environment
|
Duy Nguyen
|
Nguyen
|
0.6
|
45
|
34
|
1570241361
|
A Probabilistic Approach for Human Action
Recognition Using Motion Trajectories
|
Srinivasa Rao Chalamala
|
Chalamala
|
0.6
|
46
|
35
|
1570241381
|
Radar Signal Classification Based on
Cascade of STFT, PCA and Naïve Bayes
|
Yuanyuan Guo
|
Guo
|
0.6
|
47
|
40
|
1570241600
|
Trip Coil Signature Measurement and
Analysis Techniques for Circuit Breaker
|
Harriezan Ahmad
|
Ahmad
|
0.6
|
48
|
45
|
1570241817
|
From AIMS2015. Performance Analysis of
Half-Sweep Successive Over-Relaxation Iterative Method for Solving
Four-Point Composite Closed Newton-Cotes System
|
Mohana Muthuvalu
|
|
0.6
|
49
|
46
|
1570241829
|
Performance Analysis of Subcarrier Index
Modulation-OFDM in Doppler Spread Environments
|
Sung Yub Yu
|
Yu
|
0.6
|
50
|
48
|
1570241882
|
A Novel Technique for Reduction of
Harmonics in Multilevel Inverters: A Survey
|
Gagandeep Cheema
|
Kaur
|
0.6
|
51
|
49
|
1570241914
|
Recommending Learning Peers for
Collaborative Learning Through Social Network Sites
|
Mohammed Hassan
|
|
0.6
|
52
|
50
|
1570241926
|
Methodology of Intelligent Energy
Management System Simulation for Electric Vehicle Applications with
Asynchronous Logic Controller
|
Ilya Kavalchuk
|
Kavalchuk
|
0.6
|
53
|
51
|
1570241978
|
Innovative High Quality Aircraft
Maintenance by Wisdom of Semantic Database Using Historical Data of
Operation Staffs
|
Dewan Abdullah
|
Abdullah; Takahashi
|
0.6
|
54
|
56
|
1570242104
|
Design of an Intelligent Home Assistant
|
Md. Al-Amin
|
|
0.6
|
55
|
58
|
1570242150
|
Chatbot Using Knowledge in
a Database
|
Bayu Setiaji
|
Setiaji
|
0.6
|
56
|
60
|
1570242177
|
A Study on Thermal and Electrical
Characteristics of Thermoelectric Cooler TEC1-127 Series
|
Najath Akram
|
Akram
|
0.6
|
57
|
64
|
1570242185
|
Noise Cancellation Using LMS Algorithm: An
Interval Arithmetic Approach with Intlab
|
Vidya Chidanand Mansur
|
Mansur
|
0.6
|
58
|
65
|
1570242192
|
A Simulation-Based Reliability Analysis
Approach of the Fault-Tolerant Web Services
|
Yanjun Shu
|
Shu
|
0.6
|
59
|
67
|
1570242206
|
Late Paper, Publish in Next Conference.
Enhancement of Heat Transfer in Heat Pipes Using TiO2/Benzene Based
Nano-coolants
|
Abhijit Dayal Raj
|
Dayal Raj; Singh
|
0.6
|
60
|
69
|
1570242487
|
A Position Aware Mobile Application for
E-Health Services
|
I Hababeh
|
Alouneh
|
0.6
|
61
|
70
|
1570242490
|
Efficiency Improvement of Differential
Drive Rectifier for Wireless Power Transfer Applications
|
Manal Mohamed
|
|
0.6
|
62
|
72
|
1570242914
|
Simulation and Performance Evaluation of
Vehicle-to-Vehicle (V2V) Propagation Model in Urban Environment
|
Zeeshan Hameed Mir
|
|
0.6
|
63
|
73
|
1570243093
|
Fault Detection Prediction Analysis of
Multi-Sensor Data Fusion Architecture
|
Yasser Madany
|
|
0.6
|
64
|
74
|
1570244036
|
From AIMS2015. Error Source Identification
in Measuring Soft Tissue Stiffness and Self Compensating This Error Using
Three Probes Configuration
|
Ahmed Fouly
|
Ali
|
0.6
|
65
|
2
|
1570234908
|
A Comparative Study of Object Recognition
Techniques
|
Amit Singh
|
Singh
|
0.5
|
66
|
10
|
1570237182
|
Design of a New External Signal Controlled
Polymorphic Gates
|
Rommel Anacan
|
Anacan
|
0.5
|
67
|
16
|
1570238562
|
Modeling in Energy Sector: A
Comparison Between Developing and Developed Countries
|
Abdul Rahim Ahmad
|
Ahmad
|
0.5
|
68
|
19
|
1570238723
|
Cloud Computing and Robotics for Disaster
Management
|
Nitesh Jangid
|
Sharma
|
0.5
|
69
|
38
|
1570241497
|
Comparison of Sensitivity for Consumer Loan
Data Using Gaussian Naïve Bayes (GNB) and Logistic Regression (LR)
|
Rahul Pundlik
|
|
0.5
|
70
|
42
|
1570241720
|
Design of Eyegaze-sensitive
Virtual Reality Based Social Communication Platform for Individuals with
Autism
|
Pradeep Raj Krishnappa Babu
|
Krishnappa Babu
|
0.5
|
71
|
53
|
1570242034
|
Human Activities Recognition in Android
Smartphone Using Support Vector Machine
|
Duc Tran
|
|
0.5
|
72
|
54
|
1570242044
|
Development of a Personal Mobility Vehicle
for Short-range Transportation Support
|
Yoshiyuki Takahashi
|
Takahashi
|
0.5
|
73
|
59
|
1570242154
|
Sentiment Classification of Film Reviews
Using IB1
|
Oswin Hartono
|
Hartono
|
0.5
|
74
|
71
|
1570242710
|
Analysis of an IEC 61850 Based Electric
Substation Communication Architecture
|
Rahul Gore
|
Gore
|
0.5
|
75
|
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Analysis and Dissection of Sanskrit Divine
Sound "OM" Using Digital Signal Processing to Study the Science
Behind "OM" Chanting
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Ajay Gurjar
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Gurjar; Ladhake
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0.4
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Keynote
Speaker-1
Modelling
and Formalizing Emergence
Yong Meng TEO
Department of Computer Science
National University of Singapore
Email: teoym@comp.nus.edu.sg
url:
www.comp.nus.edu.sg/~teoym
The
saying The whole
is greater than the sum of its parts is
often attributed to the Greek philosopher Aristotle.
In a system, entity interactions give rise to new behavior of the whole or
emergent behavior that cannot be reducible to the behavior of the individual
entities. As systems grow in size and scale, advancing our understanding of
emergent properties is both important and challenging. This
keynote presents our work in addressing some of these challenges including
formalizing weak emergence, quantifying the strength of emergence and
modeling known emergence. Firstly, we present a computer science perspective
in formalizing weak emergence [3]. This approach using cooperative-array
grammar can be applied without prior knowledge of emergence but suffers from
state-space explosion. Secondly, we propose methods for quantifying the
strength of emergent properties with the aim of reducing the state-space and
for classifying emergent property states in emergent discovery [2]. Lastly,
we show that with prior knowledge of emergence, state-space is significantly
reduced. Using Twitter social network as an example, we present two models:
posting behavior model of Twitter users and a model for characterizing
Twitter topic emergence and its intensity [1].
References
[1] L. Birdsey, C. Szabo
and Y.M. Teo, Twitter Knows: Understanding the
Emergence of Topics in Social Networks, Proceedings of the Winter Simulation
Conference, IEEE Computer Society Press, Huntington Beach, California, US,
Dec 6-9, 2015. (WSC 2015 Best Paper
Award)
[2] C. Szabo, Y.M. Teo and
G.K. Ghengleput, Understanding Complex Systems:
Using Interaction as a Measure of Emergence, Proceedings of the Winter
Simulation Conference, pp 207-218, IEEE Computer Society Press, Savannah, US,
Dec 7-10, 2014.
[3] Y.M. Teo, B.L. Luong
and C. Szabo, Formalization of Emergence in Multi-agent Systems, Proceedings
of ACM SIGSIM Conference on Principles of Advanced Discrete Simulation, pp
231-240, Montreal, Canada, May 19-22, 2013. [extended
version in ACM Transactions on Modeling and Computer
Simulation, Vol 26, No 1, Sep 2015].
Biography
TEO Yong Meng is an Associate Professor of Computer Science at the
National University of Singapore (NUS) and an Affiliate Professor at the NUS
Business Analytics Centre. He was a Visiting Professor at various institutes
in the Chinese Academy of Science, China from 2010-2014. He received his PhD
in Computer Science from the University of Manchester. His research interest
is on parallel and distributed systems and applications. In the last five years,
he focused on the performance of parallel systems, cloud computing, and
emergent properties in complex systems. The paper on strategy-proof dynamic
pricing of cloud computing resources won the Best Paper Award at the 10th International Conference on Algorithms
and Architectures for Parallel Processing in 2010. Another paper,
co-authored with his PhD student, on time-based semantic validation won the ACM SIGSIM Best PhD Student Paper Award
in 2009. He leads the Computer Systems Research Group. He also served as
Advisor (Directors Office) on Large-Scale Computing Systems, Asia-Pacific
Science and Technology Centre, Sun Microsystems Inc. from 2007-2008, and
External Grant Evaluator, European Research Council (Ideas Specific Program)
from 2008-2013. He has received numerous external research grants including
European Commission, Fujitsu Computers (Singapore) Pte Ltd, Fujitsu
Laboratories Ltd (Japan), Sun Microsystems/Oracle (USA), Nvidia,
and PSA Corporation (Singapore) among other institutions.
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Keynote
Speaker-2
Deep Near
Unsupervised Learning for data analysis in Metabolomics,
Drug-Drug
Interaction Discovery and Human Gait Recognition
Prof Saman K. Halgamuge and Dr Isaam Saeed
Department of Mechanical Engineering and Biomedical
Engineering Program
Melbourne School of Engineering, University of
Melbourne, Vic 3010, Australia
e-mail: saman@unimelb.edu.au
Keywords- Clustering, Self
Organising Maps, Unsupervised \Deep Learning, Big Data Analytics,
Metabolomics, Human Gait
We have been working on the application of Machining
Learning in Metabolomics, Drug-Drug Interaction Discovery and Human Gait
Recognition [1-5], profiling large data sets. Extraction of vital information
about 1) plant metabolomics that can improve the environment and food quality,
2) in vitro neuronal network behavior patterns for
various drugs that can be used to characterize drugs for brain deceases and
3) human gait patterns that can reveal various diseases were among these
applications. We have demonstrated with considerable success in using
unsupervised clustering techniques to analyze
genetic and metabolomic data. This includes
analysis of drought resistance in wheat [4] and microbial metagenomes [5].
We introduced two methods: Near Unsupervised
Learning (NUL) and Sub-sample Error Graphs (SEGs) [5] to analyze
large amount of data. Self Organizing Map (SOM),
which is one of the widely used Unsupervised Neural Networks, has been used
as a data-mining tool due to its ability to map high dimensional data into a
two dimensional feature map, which is expected to be topology preserving
allowing users to visually identify clusters by their topological
relationships in terms of their proximity on the map. The Growing Self
Organizing Maps (GSOM) further allows the map size to be determined by the
algorithm, which relies upon a user set parameter called Spread Factor (SF)
[6]. The wide availability of GPUs for affordable prices allows faster
comparison of various SOMs with different maps sizes taking away some of the
advantages GSOM claimed. Further development of GSOM into a Dynamic SOM Tree
exploits the possibility of varying SF to obtain multiple GSOMs from a small
number of compact clusters to a large number of sparse clusters [7]. NUL
methods can be applied on GSOM using a small number of labels that should be
available for every class. This is however not realistic in some applications
where the number of classes cannot be explicitly known. We propose a new
method call Deep Near Unsupervised Learning (D-NUL), where Dynamic SOM tree
is used instead of GSOM and the number of classes are not assumed to be
known. The implementation of Dynamic SOM tree methods with varying SF on GPUs
will make the computation with D-NUL possible for many problems in big data
analytics.
Acknowledgment
This work is funded by Australian Research Council
Grants: DP150103512 and LP140100670 and YourGene
Australia. The current students: D. Herath, W. Wei,
C. Wijetunga, D. Mendis,
previous students Z. Li, K. Chan and collaborators: D. Ackland.
S. L. Tang, B. Chang, A. Hsu, I. Saeed, U. Roessner,
J. Browne, J. Li, S. Petrou and A. Bacic are acknowledged.
References
[1] D. Mendis, E. Morrisroe, S. Petrou, S.K. Halgamuge, Use of adaptive network burst detection
methods for multielectrode array data and the generation
of artificial spike patterns for method evaluation, Journal of Neural
Engineering (accepted in Dec 2015), IoP publishing,
2016
[2] F. Wahid, R. Begg, C.
J. Hass, S. K. Halgamuge and D. C. Ackland, Classification of Parkinsons
Disease Gait Using Spatial-Temporal Gait Features, IEEE Journal of Biomedical
and Health Informatics, pp 1794 - 1802, Vol 19, Issue 6, 2015.
[3] C. D. Wijetunge, I.
Saeed, B. A. Boughton, J. M. Spraggins,
R. M. Caprioli, A. Bacic,
U. Roessner and S. K. Halgamuge,
EXIMS: an improved data analysis pipeline based on a new peak picking method
for EXploring Imaging Mass Spectrometry data,
Bioinformatics, 2015.
[4] C.D. Wijetunge, Z. Li,
I. Saeed, J. Bowne, A.L. Hsu, U. Roessner, A. Bacic and S.K. Halgamuge, Exploratory
Analysis of High-Throughput Metabolomic Data,
Metabolomics, 2013, 9 (6), 1311-1320, Springer.
[5] I. Saeed, S.L. Tang and S. K. Halgamuge, Unsupervised discovery of microbial population
structure within metagenomes using nucleotide base composition', Nucleic
Acids Research, Volume 40, Issue 5, 2012, Oxford University Press.
[6] D. Alahakoon, S. K. Halgamuge, and B. Srinivasan. Dynamic Self Organising
Maps with Controlled Growth for Knowledge Discovery, IEEE Transactions on
Neural Networks, May 2000
[7] A Hsu, LD Alahakoon,
SK Halgamuge, Bala
Srinivasan, Visualising cluster separation with dynamic som
tree, Proceedings of 6th International Conference on Soft Computing, Iizuka, Fukuoka, Japan, 2000.
Biography
Prof. Saman Halgamuge is a Professor of the Department of Mechanical
Engineering and Biomedical Engineering Initiative of School of Engineering,
University of Melbourne. He graduated with Dipl.-Ing
and PhD degrees in Electrical Engineering from Technical University of
Darmstadt, Germany.
His
research interests are in intelligent systems, Deep Learning, Big Data
Analytics and Optimization focusing on applications in Mechatronics and
Bioengineering. These applications vary from Swarm Intelligence, Robot-animal
collaborative systems, and Sustainable Energy generation to Bioinformatics
and Neuro-Mechatronic Engineering.
He has completed supervision of 28 PhD students and
currently supervises a group of 15 PhD students. He is an Associate Editor of
BMC Bioinformatics and IEEE Transactions on Circuits and Systems II: Express
Letters and founding co-editor of Frontiers journal on Mechanical
Engineering- Mechatronics section. He published over 250 research papers
including a research book, 6 edited books, 20 book chapters, 100 journal
articles, and over 130 refereed conference papers attracting 5650 Google
Scholar (h-factor: 31) and 2550 ISI citations. He is listed among the top 1%
most cited researchers by ISI's ESI. He is a member of Australian Research
Council (ARC) College of Experts panel for Engineering,
Information and Computing Sciences. His full profile is at:
http://scholar.google.com.au/citations?sortby=pubdate&hl=en&user=9cafqywAAAAJ&view_op=list_works
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