Original essay on: network-based car-following model that has two distinctive prop

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See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/318251280Capturing Car-Following Behaviors by Deep LearningArticle in IEEE Transactions on Intelligent Transportation Systems · July 2017DOI: 10.1109/TITS.2017.2706963CITATIONS3READS7066 authors, including:Some of the authors of this publication are also working on these related projects:Intelligent Transportation View projectintelligent education View project
Xiao WangXi’an Jiaotong University6 PUBLICATIONS 3 CITATIONS
SEE PROFILELi LiTsinghua University151 PUBLICATIONS 1,879 CITATIONS
SEE PROFILELin YilunChinese Academy of Sciences10 PUBLICATIONS 70 CITATIONS
SEE PROFILEFei-Yue WangQingdao academy of intelligent indistries1,098 PUBLICATIONS 11,114 CITATIONS
SEE PROFILEAll content following this page was uploaded by Fei-Yue Wang on 02 November 2017.The user has requested enhancement of the downloaded file.This article has been accepted for inclusion in a future issue of this journal. Content is final as presented, with the exception of pagination.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 1Capturing Car-Following Behaviors
by Deep LearningXiao Wang, Rui Jiang, Li Li, Fellow, IEEE, Yilun Lin, Xinhu Zheng, Student Member, IEEE,
and Fei-Yue Wang, Fellow, IEEEAbstract— In this paper, we propose a deep neural
network-based car-following model that has two distinctive properties. First, unlike most existing car-following models that take
only the instantaneous velocity, velocity difference, and position
difference as inputs, this new model takes the velocities, velocity
differences, and position differences that were observed in the
last few time intervals as inputs. That is, we assume that drivers’
actions are temporally dependent in this model and try to embed
prediction capability or memory effect of human drivers in a
natural and efficient way. Second, this car-following model is built
in a data-driven way, in which we reduce human interference to
the minimum degree. Specially, we use recently developing deep
neural networks rather than conventional neural networks to
establish the model, since deep learning technique provides us
more flexibility and accuracy to describe complicated human
actions. Tests on empirical trajectory records show that this
deep neural network-based car-following model yield significantly
higher simulation accuracy than existing car-following models.
All these findings provide a novel way to study traffic flow theory
and traffic simulations.Index Terms— Microscopic car-following model, deep learning,
recurrent neural network (RNN), gated recurrent unit (GRU)
neural networks.I. INTRODUCTIONMIC…

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Describe what you found most distinctive about each hominin below.

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Instructions: I want each of these questions to be at least a paragraph long and with one referenceQuestion 1. Describe what you found most distinctive about each hominin below. Make sure that what you choose to highlight about each one is something that makes it different from other hominins:a) Sahelanthropusb) Australopithecus afarensisc) Paranthropus boiseiQuestion 2. Use a list format to compare and contrast Homo habilis (including rudolfensis) from Homo erectus (including erg aster):Question 3. Describe what is known of Neandertal culture.Question 4. Who were the first people to arrive in North America and where did they come from? Describe some of the evidence for how we know what we know Bout these people.

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Original essay on: Provides a highly distinctive critical analysis of the chosen issue and the challenges with

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UNCC300 Assessment Task 2 – Op Ed
HD
85-100
Di
75-84
Cr
65-74
Pa
50-64
NN
0-49
Critical Analysis
(26 marks)
Provides a highly distinctive
critical analysis of the chosen
issue and the challenges with
realising aspirations of the
common good in their
professional community,
locally and globally.
Provides a distinctive
critical analysis of the
chosen issue and the
challenges with realising
aspirations of the common
good in their professional
community, locally and
globally.
Provides a creditable
critical analysis of the
chosen issue and the
challenges with realising
aspirations of the common
good in their professional
community, locally and
globally.
Provides a satisfactory
critical analysis of the
chosen issue and the
challenges with realising
aspirations of the
common good in their
professional community,
locally and globally.
Fails to provide a
satisfactory critical
analysis of the chosen
issue and the challenges
with realising aspirations
of the common good in
their professional
community, locally and
globally.
HD
DI
CR
PA
NN
Style and Writing
Mechanics
(2 marks)F=0
P=1
C=1.3
D= 1.5
HD=2.0
Presents information in a
very clear, coherent and
highly engaging style.
No errors in grammar,
punctuation and spelling.
Presents information in a
very clear, coherent
engaging style.
Few or no errors in
grammar, punctuation
and spelling.
Presents information in a
clear, coherent engaging
style.
Few errors in grammar,
punctuation and spelling.
Presents information
in a satisfactory style.
Some errors in
grammar, punctuation
and spelling.
Presents information in an
unsatisfactory style.
Many errors in grammar,
punctuation and spelling.
Referencing
(2 marks)F=0
P=1
C=1.3
D= 1.5
HD=2.0
Exemplary citation of all
sources of information to
support the credibility and
authority of the information
presented.
Very good referencing
throughout; sources cited
accurately and correctly.
Provides accurate and
full information about
sources used.
Good referencing
throughout; sources cited
accurately throughout.
Provides accurate and
sufficient information
about sources used.
Satisfactory
referencing, in
general; sources cited
accurately, in general.
Provides sufficient
information about
sources used.
No referencing or
numerous sources not
cited accurately.
Does not provide sufficient
information about sources
used.

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#065

Urgent Essay Writing Service: What distinctive attributes make up the Russian movie poster style during the 1920’s?

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Urgent Essay Writing Service: What distinctive attributes make up the Russian movie poster style during the 1920’s?
Describe the look of Alexandr Rodchenko’s typical work. Who did he work for?
How did it mimic film techniques?
What elements did El Lissitzky add to Suprematism? Who did he work for?
Why are “The Constructor” and “Use the Red Wedge to Beat the White” important images in graphic design?
How can you reconcile Theo van Doesburg’s simultaneous embrace of De Stijl and Dada?
What distinctive attributes make up the Russian movie poster style during the 1920’s?
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